SUBJECT: 1 RUN: 0 FOLD: 0 Correctly Classified Instances 1509 57.5515 % Incorrectly Classified Instances 1113 42.4485 % Kappa statistic 0.5048 Mean absolute error 0.1248 Root mean squared error 0.3304 Relative absolute error 50.9521 % Root relative squared error 94.425 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.563 0.076 0.554 0.563 0.558 0.768 chest 0.601 0.067 0.598 0.601 0.599 0.771 forearm 0.658 0.056 0.661 0.658 0.66 0.824 head 0.628 0.063 0.626 0.628 0.627 0.801 shin 0.493 0.086 0.489 0.493 0.491 0.713 thigh 0.566 0.075 0.558 0.566 0.562 0.76 upperarm 0.52 0.073 0.543 0.52 0.531 0.737 waist Weighted Avg. 0.576 0.071 0.576 0.576 0.575 0.768 === Confusion Matrix === a b c d e f g <-- classified as 211 27 18 17 35 28 39 | a = chest 40 223 7 15 27 20 39 | b = forearm 25 18 246 13 19 37 16 | c = head 12 16 13 236 40 28 31 | d = shin 30 23 20 54 185 37 26 | e = thigh 15 17 55 21 42 213 13 | f = upperarm 48 49 13 21 30 19 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1533 58.4668 % Incorrectly Classified Instances 1089 41.5332 % Kappa statistic 0.5155 Mean absolute error 0.1229 Root mean squared error 0.3259 Relative absolute error 50.1842 % Root relative squared error 93.1271 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.578 0.077 0.555 0.578 0.566 0.779 chest 0.658 0.071 0.604 0.658 0.63 0.814 forearm 0.677 0.059 0.658 0.677 0.668 0.834 head 0.662 0.062 0.642 0.662 0.652 0.821 shin 0.539 0.089 0.501 0.539 0.519 0.731 thigh 0.527 0.064 0.581 0.527 0.552 0.76 upperarm 0.453 0.063 0.547 0.453 0.496 0.72 waist Weighted Avg. 0.585 0.069 0.584 0.585 0.583 0.78 === Confusion Matrix === a b c d e f g <-- classified as 216 30 19 21 27 20 41 | a = chest 28 244 14 21 23 16 25 | b = forearm 23 13 254 8 28 36 13 | c = head 15 19 10 249 38 22 23 | d = shin 37 31 21 37 202 27 20 | e = thigh 19 16 49 25 50 198 19 | f = upperarm 51 51 19 27 35 22 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1552 59.1915 % Incorrectly Classified Instances 1070 40.8085 % Kappa statistic 0.5239 Mean absolute error 0.1199 Root mean squared error 0.3217 Relative absolute error 48.9654 % Root relative squared error 91.9281 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.081 0.555 0.61 0.581 0.795 chest 0.629 0.067 0.609 0.629 0.619 0.805 forearm 0.643 0.054 0.666 0.643 0.654 0.811 head 0.59 0.056 0.638 0.59 0.613 0.789 shin 0.588 0.069 0.585 0.588 0.587 0.774 thigh 0.574 0.072 0.573 0.574 0.574 0.798 upperarm 0.509 0.077 0.525 0.509 0.517 0.756 waist Weighted Avg. 0.592 0.068 0.593 0.592 0.592 0.79 === Confusion Matrix === a b c d e f g <-- classified as 228 26 18 11 24 20 47 | a = chest 36 234 11 17 22 16 36 | b = forearm 24 15 241 13 15 51 16 | c = head 18 24 11 222 37 30 34 | d = shin 26 22 15 38 220 29 24 | e = thigh 24 11 48 25 36 216 16 | f = upperarm 55 52 18 22 22 15 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1529 58.3143 % Incorrectly Classified Instances 1093 41.6857 % Kappa statistic 0.5137 Mean absolute error 0.1237 Root mean squared error 0.3274 Relative absolute error 50.5245 % Root relative squared error 93.5566 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.059 0.596 0.524 0.558 0.749 chest 0.626 0.076 0.575 0.626 0.6 0.799 forearm 0.661 0.065 0.628 0.661 0.644 0.815 head 0.621 0.053 0.661 0.621 0.64 0.789 shin 0.551 0.074 0.552 0.551 0.552 0.743 thigh 0.58 0.073 0.569 0.58 0.574 0.768 upperarm 0.519 0.084 0.507 0.519 0.513 0.742 waist Weighted Avg. 0.583 0.069 0.584 0.583 0.583 0.772 === Confusion Matrix === a b c d e f g <-- classified as 196 39 27 13 26 25 48 | a = chest 24 233 16 12 19 16 52 | b = forearm 16 15 248 11 24 45 16 | c = head 15 25 20 234 33 23 27 | d = shin 20 22 21 41 206 38 26 | e = thigh 13 21 50 19 35 218 20 | f = upperarm 45 50 13 24 30 18 194 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1546 58.9626 % Incorrectly Classified Instances 1076 41.0374 % Kappa statistic 0.5212 Mean absolute error 0.1216 Root mean squared error 0.3254 Relative absolute error 49.6353 % Root relative squared error 92.9993 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.581 0.08 0.548 0.581 0.564 0.766 chest 0.618 0.064 0.613 0.618 0.616 0.791 forearm 0.704 0.056 0.677 0.704 0.69 0.84 head 0.654 0.051 0.683 0.654 0.668 0.822 shin 0.564 0.07 0.572 0.564 0.568 0.768 thigh 0.535 0.075 0.543 0.535 0.539 0.759 upperarm 0.471 0.082 0.489 0.471 0.48 0.711 waist Weighted Avg. 0.59 0.068 0.589 0.59 0.589 0.779 === Confusion Matrix === a b c d e f g <-- classified as 218 32 21 16 23 22 43 | a = chest 36 230 11 9 28 11 47 | b = forearm 19 9 264 11 25 35 12 | c = head 15 22 17 246 25 25 26 | d = shin 32 22 19 28 211 34 28 | e = thigh 28 21 42 27 29 201 28 | f = upperarm 50 39 16 23 28 42 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1550 59.1152 % Incorrectly Classified Instances 1072 40.8848 % Kappa statistic 0.523 Mean absolute error 0.1204 Root mean squared error 0.3234 Relative absolute error 49.1772 % Root relative squared error 92.406 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.515 0.081 0.516 0.515 0.515 0.755 chest 0.629 0.07 0.598 0.629 0.613 0.798 forearm 0.696 0.05 0.7 0.696 0.698 0.849 head 0.686 0.061 0.655 0.686 0.67 0.834 shin 0.519 0.066 0.567 0.519 0.542 0.742 thigh 0.585 0.074 0.568 0.585 0.577 0.771 upperarm 0.508 0.076 0.526 0.508 0.517 0.738 waist Weighted Avg. 0.591 0.068 0.59 0.591 0.59 0.784 === Confusion Matrix === a b c d e f g <-- classified as 193 42 17 21 29 28 45 | a = chest 29 234 10 22 21 14 42 | b = forearm 23 10 261 10 12 45 14 | c = head 20 18 12 258 31 15 22 | d = shin 35 21 17 41 194 37 29 | e = thigh 28 20 44 15 30 220 19 | f = upperarm 46 46 12 27 25 28 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1521 58.0313 % Incorrectly Classified Instances 1100 41.9687 % Kappa statistic 0.5104 Mean absolute error 0.1244 Root mean squared error 0.33 Relative absolute error 50.795 % Root relative squared error 94.316 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.089 0.527 0.595 0.559 0.771 chest 0.558 0.064 0.591 0.558 0.574 0.772 forearm 0.655 0.068 0.617 0.655 0.636 0.809 head 0.713 0.061 0.663 0.713 0.687 0.836 shin 0.499 0.061 0.575 0.499 0.534 0.744 thigh 0.543 0.072 0.559 0.543 0.551 0.769 upperarm 0.5 0.076 0.524 0.5 0.512 0.726 waist Weighted Avg. 0.58 0.07 0.58 0.58 0.579 0.775 === Confusion Matrix === a b c d e f g <-- classified as 223 21 25 17 19 25 45 | a = chest 34 207 21 19 27 21 42 | b = forearm 24 15 245 13 17 48 12 | c = head 21 21 11 268 21 15 19 | d = shin 40 24 25 39 187 31 29 | e = thigh 33 15 47 25 29 204 23 | f = upperarm 48 47 23 23 25 21 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1523 58.1076 % Incorrectly Classified Instances 1098 41.8924 % Kappa statistic 0.5113 Mean absolute error 0.1225 Root mean squared error 0.3261 Relative absolute error 50.0131 % Root relative squared error 93.1829 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.081 0.545 0.579 0.561 0.766 chest 0.577 0.07 0.575 0.577 0.576 0.785 forearm 0.66 0.058 0.655 0.66 0.658 0.824 head 0.638 0.06 0.642 0.638 0.64 0.811 shin 0.533 0.077 0.536 0.533 0.535 0.74 thigh 0.564 0.068 0.582 0.564 0.573 0.796 upperarm 0.516 0.076 0.532 0.516 0.524 0.74 waist Weighted Avg. 0.581 0.07 0.581 0.581 0.581 0.78 === Confusion Matrix === a b c d e f g <-- classified as 217 26 29 13 34 22 34 | a = chest 42 214 16 23 15 17 44 | b = forearm 17 18 247 13 20 46 13 | c = head 22 21 16 240 37 15 25 | d = shin 28 23 26 35 200 29 34 | e = thigh 29 19 30 27 39 212 20 | f = upperarm 43 51 13 23 28 23 193 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1520 57.9931 % Incorrectly Classified Instances 1101 42.0069 % Kappa statistic 0.5099 Mean absolute error 0.1244 Root mean squared error 0.3286 Relative absolute error 50.815 % Root relative squared error 93.9081 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.547 0.082 0.526 0.547 0.536 0.755 chest 0.62 0.065 0.61 0.62 0.615 0.791 forearm 0.69 0.063 0.647 0.69 0.668 0.828 head 0.625 0.061 0.63 0.625 0.628 0.792 shin 0.547 0.069 0.571 0.547 0.559 0.753 thigh 0.5 0.065 0.563 0.5 0.53 0.742 upperarm 0.532 0.085 0.512 0.532 0.522 0.744 waist Weighted Avg. 0.58 0.07 0.58 0.58 0.579 0.772 === Confusion Matrix === a b c d e f g <-- classified as 205 26 25 22 29 27 41 | a = chest 32 230 15 17 11 16 50 | b = forearm 22 11 258 14 20 30 19 | c = head 21 27 18 235 27 18 30 | d = shin 25 26 15 46 205 30 28 | e = thigh 39 20 46 19 42 188 22 | f = upperarm 46 37 22 20 25 25 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1469 56.0473 % Incorrectly Classified Instances 1152 43.9527 % Kappa statistic 0.4872 Mean absolute error 0.1298 Root mean squared error 0.3366 Relative absolute error 53.0068 % Root relative squared error 96.1809 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.079 0.555 0.592 0.573 0.766 chest 0.55 0.072 0.557 0.55 0.554 0.752 forearm 0.642 0.057 0.65 0.642 0.646 0.818 head 0.654 0.064 0.631 0.654 0.642 0.799 shin 0.44 0.077 0.487 0.44 0.462 0.691 thigh 0.566 0.082 0.537 0.566 0.551 0.782 upperarm 0.479 0.081 0.497 0.479 0.488 0.713 waist Weighted Avg. 0.56 0.073 0.559 0.56 0.559 0.76 === Confusion Matrix === a b c d e f g <-- classified as 222 31 16 19 22 26 39 | a = chest 32 204 14 23 27 19 52 | b = forearm 25 17 240 10 18 52 12 | c = head 16 29 7 246 40 17 21 | d = shin 36 21 24 38 165 51 40 | e = thigh 23 8 51 26 38 213 17 | f = upperarm 46 56 17 28 29 19 179 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1522 58.0473 % Incorrectly Classified Instances 1100 41.9527 % Kappa statistic 0.5106 Mean absolute error 0.1242 Root mean squared error 0.3277 Relative absolute error 50.7164 % Root relative squared error 93.6498 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.081 0.533 0.557 0.545 0.755 chest 0.604 0.072 0.58 0.604 0.592 0.797 forearm 0.672 0.059 0.655 0.672 0.663 0.811 head 0.699 0.061 0.656 0.699 0.677 0.843 shin 0.493 0.072 0.535 0.493 0.513 0.726 thigh 0.527 0.07 0.558 0.527 0.542 0.757 upperarm 0.511 0.074 0.535 0.511 0.523 0.748 waist Weighted Avg. 0.58 0.07 0.579 0.58 0.579 0.777 === Confusion Matrix === a b c d e f g <-- classified as 209 39 16 17 30 26 38 | a = chest 35 224 14 17 21 26 34 | b = forearm 24 14 252 13 22 39 11 | c = head 13 22 14 263 26 17 21 | d = shin 28 25 28 48 185 31 30 | e = thigh 25 17 46 22 36 198 32 | f = upperarm 58 45 15 21 26 18 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1561 59.5347 % Incorrectly Classified Instances 1061 40.4653 % Kappa statistic 0.5279 Mean absolute error 0.1197 Root mean squared error 0.3229 Relative absolute error 48.8839 % Root relative squared error 92.2673 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.576 0.083 0.536 0.576 0.555 0.768 chest 0.639 0.068 0.608 0.639 0.623 0.811 forearm 0.691 0.054 0.68 0.691 0.685 0.832 head 0.649 0.054 0.668 0.649 0.659 0.816 shin 0.52 0.073 0.543 0.52 0.531 0.719 thigh 0.569 0.068 0.585 0.569 0.577 0.771 upperarm 0.524 0.072 0.547 0.524 0.536 0.764 waist Weighted Avg. 0.595 0.067 0.595 0.595 0.595 0.783 === Confusion Matrix === a b c d e f g <-- classified as 216 24 25 14 36 20 40 | a = chest 45 237 9 11 19 12 38 | b = forearm 19 11 259 11 28 33 14 | c = head 22 23 14 244 26 21 26 | d = shin 27 29 17 34 195 41 32 | e = thigh 25 19 42 30 34 214 12 | f = upperarm 49 47 15 21 21 25 196 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1532 58.4287 % Incorrectly Classified Instances 1090 41.5713 % Kappa statistic 0.515 Mean absolute error 0.122 Root mean squared error 0.3262 Relative absolute error 49.837 % Root relative squared error 93.22 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.549 0.077 0.544 0.549 0.546 0.76 chest 0.658 0.068 0.613 0.658 0.635 0.807 forearm 0.669 0.052 0.682 0.669 0.676 0.831 head 0.641 0.064 0.628 0.641 0.634 0.805 shin 0.52 0.08 0.52 0.52 0.52 0.729 thigh 0.556 0.069 0.573 0.556 0.564 0.755 upperarm 0.497 0.074 0.527 0.497 0.512 0.754 waist Weighted Avg. 0.584 0.069 0.584 0.584 0.584 0.777 === Confusion Matrix === a b c d e f g <-- classified as 206 35 23 16 28 28 39 | a = chest 30 244 13 20 18 7 39 | b = forearm 24 12 251 11 21 41 15 | c = head 13 15 13 241 50 22 22 | d = shin 37 26 14 40 195 37 26 | e = thigh 22 18 41 32 28 209 26 | f = upperarm 47 48 13 24 35 21 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1510 57.5896 % Incorrectly Classified Instances 1112 42.4104 % Kappa statistic 0.5052 Mean absolute error 0.1241 Root mean squared error 0.3287 Relative absolute error 50.6852 % Root relative squared error 93.9478 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.507 0.076 0.526 0.507 0.516 0.738 chest 0.583 0.076 0.558 0.583 0.57 0.794 forearm 0.687 0.062 0.647 0.687 0.667 0.837 head 0.684 0.063 0.646 0.684 0.664 0.823 shin 0.507 0.081 0.511 0.507 0.509 0.737 thigh 0.574 0.07 0.579 0.574 0.577 0.79 upperarm 0.489 0.066 0.551 0.489 0.518 0.732 waist Weighted Avg. 0.576 0.071 0.574 0.576 0.574 0.779 === Confusion Matrix === a b c d e f g <-- classified as 190 35 28 19 32 37 34 | a = chest 40 217 12 23 28 11 41 | b = forearm 16 15 257 13 20 40 13 | c = head 13 25 15 257 29 14 23 | d = shin 33 30 20 38 190 38 26 | e = thigh 21 16 44 26 41 216 12 | f = upperarm 48 51 21 22 32 17 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1509 57.5515 % Incorrectly Classified Instances 1113 42.4485 % Kappa statistic 0.5048 Mean absolute error 0.1251 Root mean squared error 0.3312 Relative absolute error 51.0768 % Root relative squared error 94.6477 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.573 0.094 0.504 0.573 0.536 0.76 chest 0.599 0.066 0.601 0.599 0.6 0.779 forearm 0.647 0.053 0.67 0.647 0.659 0.828 head 0.654 0.057 0.66 0.654 0.657 0.814 shin 0.515 0.083 0.508 0.515 0.511 0.725 thigh 0.556 0.073 0.56 0.556 0.558 0.758 upperarm 0.484 0.069 0.537 0.484 0.509 0.738 waist Weighted Avg. 0.576 0.071 0.577 0.576 0.576 0.772 === Confusion Matrix === a b c d e f g <-- classified as 215 32 11 15 34 25 43 | a = chest 38 223 15 13 23 22 38 | b = forearm 28 10 242 11 24 48 11 | c = head 27 14 15 246 36 17 21 | d = shin 35 22 23 42 193 35 25 | e = thigh 33 20 42 13 41 209 18 | f = upperarm 51 50 13 33 29 17 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1530 58.3524 % Incorrectly Classified Instances 1092 41.6476 % Kappa statistic 0.5141 Mean absolute error 0.1236 Root mean squared error 0.3276 Relative absolute error 50.4516 % Root relative squared error 93.6072 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.531 0.083 0.517 0.531 0.524 0.752 chest 0.583 0.082 0.54 0.583 0.561 0.772 forearm 0.671 0.052 0.68 0.671 0.676 0.843 head 0.67 0.055 0.67 0.67 0.67 0.815 shin 0.56 0.062 0.602 0.56 0.58 0.76 thigh 0.566 0.07 0.576 0.566 0.571 0.779 upperarm 0.503 0.081 0.507 0.503 0.505 0.729 waist Weighted Avg. 0.584 0.069 0.585 0.584 0.584 0.778 === Confusion Matrix === a b c d e f g <-- classified as 199 47 24 16 26 14 49 | a = chest 34 217 16 21 21 17 46 | b = forearm 24 14 251 8 22 45 10 | c = head 28 24 8 252 23 19 22 | d = shin 30 29 12 30 210 34 30 | e = thigh 23 26 44 20 24 213 26 | f = upperarm 47 45 14 29 23 28 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1532 58.451 % Incorrectly Classified Instances 1089 41.549 % Kappa statistic 0.5153 Mean absolute error 0.1221 Root mean squared error 0.3254 Relative absolute error 49.8634 % Root relative squared error 92.9934 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.085 0.514 0.536 0.525 0.741 chest 0.565 0.068 0.58 0.565 0.572 0.768 forearm 0.693 0.059 0.662 0.693 0.677 0.838 head 0.681 0.058 0.661 0.681 0.671 0.827 shin 0.535 0.08 0.528 0.535 0.531 0.754 thigh 0.59 0.058 0.631 0.59 0.61 0.786 upperarm 0.492 0.078 0.513 0.492 0.502 0.726 waist Weighted Avg. 0.585 0.069 0.584 0.585 0.584 0.777 === Confusion Matrix === a b c d e f g <-- classified as 201 29 30 20 35 15 45 | a = chest 37 210 15 22 21 16 51 | b = forearm 24 11 259 10 18 38 14 | c = head 17 18 13 256 27 23 22 | d = shin 36 23 28 41 200 19 27 | e = thigh 27 21 37 18 35 222 16 | f = upperarm 49 50 9 20 43 19 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1512 57.6879 % Incorrectly Classified Instances 1109 42.3121 % Kappa statistic 0.5064 Mean absolute error 0.1247 Root mean squared error 0.3292 Relative absolute error 50.9372 % Root relative squared error 94.0747 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.575 0.088 0.521 0.575 0.546 0.771 chest 0.625 0.078 0.569 0.625 0.596 0.796 forearm 0.652 0.059 0.647 0.652 0.65 0.813 head 0.615 0.051 0.671 0.615 0.642 0.81 shin 0.537 0.066 0.576 0.537 0.556 0.736 thigh 0.561 0.081 0.537 0.561 0.549 0.763 upperarm 0.472 0.07 0.528 0.472 0.499 0.709 waist Weighted Avg. 0.577 0.07 0.578 0.577 0.577 0.771 === Confusion Matrix === a b c d e f g <-- classified as 215 37 28 10 28 22 34 | a = chest 26 232 10 18 21 15 49 | b = forearm 23 14 244 14 12 51 16 | c = head 32 29 11 232 34 22 17 | d = shin 31 25 17 32 201 45 23 | e = thigh 37 24 44 19 22 211 19 | f = upperarm 49 47 23 21 31 27 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1490 56.8485 % Incorrectly Classified Instances 1131 43.1515 % Kappa statistic 0.4966 Mean absolute error 0.1265 Root mean squared error 0.3312 Relative absolute error 51.6537 % Root relative squared error 94.6477 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.081 0.56 0.623 0.59 0.794 chest 0.677 0.081 0.578 0.677 0.624 0.817 forearm 0.624 0.056 0.65 0.624 0.637 0.813 head 0.601 0.062 0.619 0.601 0.61 0.795 shin 0.511 0.074 0.534 0.511 0.522 0.737 thigh 0.516 0.08 0.52 0.516 0.518 0.751 upperarm 0.429 0.069 0.511 0.429 0.467 0.72 waist Weighted Avg. 0.568 0.072 0.567 0.568 0.567 0.775 === Confusion Matrix === a b c d e f g <-- classified as 233 23 23 10 27 23 35 | a = chest 31 251 10 14 15 18 32 | b = forearm 20 16 234 16 22 47 20 | c = head 19 32 11 226 29 26 33 | d = shin 32 21 18 43 191 42 27 | e = thigh 26 32 47 30 40 194 7 | f = upperarm 55 59 17 26 34 23 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1512 57.6879 % Incorrectly Classified Instances 1109 42.3121 % Kappa statistic 0.5064 Mean absolute error 0.1232 Root mean squared error 0.3288 Relative absolute error 50.2943 % Root relative squared error 93.9548 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.076 0.555 0.57 0.562 0.769 chest 0.566 0.069 0.575 0.566 0.571 0.772 forearm 0.675 0.062 0.644 0.675 0.659 0.837 head 0.63 0.059 0.641 0.63 0.635 0.794 shin 0.527 0.082 0.516 0.527 0.521 0.741 thigh 0.58 0.074 0.566 0.58 0.573 0.768 upperarm 0.491 0.07 0.538 0.491 0.513 0.741 waist Weighted Avg. 0.577 0.071 0.576 0.577 0.576 0.775 === Confusion Matrix === a b c d e f g <-- classified as 213 38 22 13 31 20 37 | a = chest 32 210 11 23 32 17 46 | b = forearm 21 11 253 13 26 38 13 | c = head 15 25 14 237 35 27 23 | d = shin 34 22 23 37 197 38 23 | e = thigh 28 12 50 24 28 218 16 | f = upperarm 41 47 20 23 33 27 184 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1578 60.1831 % Incorrectly Classified Instances 1044 39.8169 % Kappa statistic 0.5355 Mean absolute error 0.1182 Root mean squared error 0.3197 Relative absolute error 48.2839 % Root relative squared error 91.3706 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.6 0.073 0.577 0.6 0.588 0.787 chest 0.647 0.063 0.628 0.647 0.637 0.804 forearm 0.661 0.06 0.649 0.661 0.655 0.821 head 0.625 0.06 0.637 0.625 0.631 0.79 shin 0.571 0.069 0.578 0.571 0.574 0.759 thigh 0.601 0.077 0.566 0.601 0.583 0.795 upperarm 0.508 0.062 0.576 0.508 0.54 0.756 waist Weighted Avg. 0.602 0.066 0.602 0.602 0.601 0.787 === Confusion Matrix === a b c d e f g <-- classified as 225 25 33 13 25 18 36 | a = chest 26 240 12 24 20 16 33 | b = forearm 32 11 248 8 11 53 12 | c = head 12 23 15 235 42 28 21 | d = shin 30 21 14 41 214 38 17 | e = thigh 24 21 35 24 25 226 21 | f = upperarm 41 41 25 24 33 20 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1562 59.5728 % Incorrectly Classified Instances 1060 40.4272 % Kappa statistic 0.5284 Mean absolute error 0.1195 Root mean squared error 0.3217 Relative absolute error 48.8104 % Root relative squared error 91.93 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.072 0.587 0.613 0.6 0.801 chest 0.637 0.068 0.606 0.637 0.621 0.802 forearm 0.682 0.06 0.652 0.682 0.667 0.84 head 0.662 0.059 0.652 0.662 0.657 0.81 shin 0.531 0.073 0.55 0.531 0.54 0.74 thigh 0.564 0.066 0.587 0.564 0.575 0.778 upperarm 0.481 0.073 0.525 0.481 0.502 0.718 waist Weighted Avg. 0.596 0.067 0.594 0.596 0.595 0.784 === Confusion Matrix === a b c d e f g <-- classified as 230 24 24 10 32 22 33 | a = chest 31 237 8 18 14 23 41 | b = forearm 14 23 255 13 25 33 11 | c = head 19 31 11 249 18 24 24 | d = shin 32 22 25 42 199 23 32 | e = thigh 20 16 52 22 32 212 22 | f = upperarm 46 38 16 28 42 24 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1495 57.0175 % Incorrectly Classified Instances 1127 42.9825 % Kappa statistic 0.4985 Mean absolute error 0.1261 Root mean squared error 0.3324 Relative absolute error 51.5013 % Root relative squared error 94.9849 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.568 0.079 0.546 0.568 0.557 0.756 chest 0.602 0.068 0.594 0.602 0.598 0.788 forearm 0.663 0.066 0.625 0.663 0.643 0.831 head 0.636 0.065 0.622 0.636 0.629 0.787 shin 0.469 0.078 0.5 0.469 0.484 0.719 thigh 0.58 0.07 0.581 0.58 0.581 0.778 upperarm 0.473 0.076 0.51 0.473 0.491 0.709 waist Weighted Avg. 0.57 0.072 0.568 0.57 0.569 0.767 === Confusion Matrix === a b c d e f g <-- classified as 213 32 28 15 25 21 41 | a = chest 26 224 16 19 24 19 44 | b = forearm 20 18 248 21 19 36 12 | c = head 15 34 14 239 33 15 26 | d = shin 36 19 31 38 176 45 30 | e = thigh 22 14 42 26 37 218 17 | f = upperarm 58 36 18 26 38 21 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1510 57.5896 % Incorrectly Classified Instances 1112 42.4104 % Kappa statistic 0.5052 Mean absolute error 0.1241 Root mean squared error 0.329 Relative absolute error 50.6765 % Root relative squared error 94.0274 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.563 0.074 0.558 0.563 0.56 0.753 chest 0.605 0.08 0.557 0.605 0.58 0.79 forearm 0.639 0.053 0.668 0.639 0.653 0.814 head 0.641 0.061 0.636 0.641 0.638 0.806 shin 0.492 0.08 0.505 0.492 0.499 0.712 thigh 0.577 0.072 0.573 0.577 0.575 0.782 upperarm 0.515 0.074 0.536 0.515 0.525 0.741 waist Weighted Avg. 0.576 0.071 0.576 0.576 0.576 0.771 === Confusion Matrix === a b c d e f g <-- classified as 211 42 18 18 26 22 38 | a = chest 33 225 11 24 25 16 38 | b = forearm 30 14 239 11 23 40 17 | c = head 18 22 5 241 38 21 31 | d = shin 33 27 26 42 184 30 32 | e = thigh 24 24 39 20 41 217 11 | f = upperarm 29 50 20 23 27 33 193 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1516 57.8185 % Incorrectly Classified Instances 1106 42.1815 % Kappa statistic 0.5079 Mean absolute error 0.1238 Root mean squared error 0.3263 Relative absolute error 50.5484 % Root relative squared error 93.236 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.082 0.541 0.579 0.559 0.78 chest 0.567 0.074 0.558 0.567 0.563 0.777 forearm 0.679 0.052 0.683 0.679 0.681 0.828 head 0.697 0.071 0.622 0.697 0.657 0.826 shin 0.481 0.071 0.531 0.481 0.505 0.724 thigh 0.537 0.064 0.584 0.537 0.56 0.764 upperarm 0.507 0.078 0.521 0.507 0.514 0.742 waist Weighted Avg. 0.578 0.07 0.577 0.578 0.577 0.777 === Confusion Matrix === a b c d e f g <-- classified as 217 33 23 13 23 27 39 | a = chest 31 211 16 16 28 16 54 | b = forearm 18 18 254 17 21 36 10 | c = head 16 18 15 262 28 15 22 | d = shin 35 26 18 53 180 32 30 | e = thigh 29 20 38 34 33 202 20 | f = upperarm 55 52 8 26 26 18 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1489 56.7887 % Incorrectly Classified Instances 1133 43.2113 % Kappa statistic 0.4959 Mean absolute error 0.126 Root mean squared error 0.3308 Relative absolute error 51.4653 % Root relative squared error 94.52 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.549 0.085 0.52 0.549 0.534 0.767 chest 0.598 0.068 0.59 0.598 0.594 0.8 forearm 0.668 0.063 0.638 0.668 0.653 0.819 head 0.592 0.061 0.621 0.592 0.606 0.785 shin 0.519 0.081 0.515 0.519 0.517 0.73 thigh 0.572 0.065 0.596 0.572 0.583 0.777 upperarm 0.477 0.081 0.496 0.477 0.486 0.725 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.568 0.772 === Confusion Matrix === a b c d e f g <-- classified as 206 29 26 18 34 22 40 | a = chest 23 222 15 17 24 18 52 | b = forearm 25 16 250 8 20 36 19 | c = head 30 20 16 223 42 25 21 | d = shin 30 24 27 43 194 27 29 | e = thigh 29 15 35 22 39 215 21 | f = upperarm 53 50 23 28 24 18 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1490 56.8485 % Incorrectly Classified Instances 1131 43.1515 % Kappa statistic 0.4966 Mean absolute error 0.1265 Root mean squared error 0.3323 Relative absolute error 51.6395 % Root relative squared error 94.97 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.563 0.093 0.502 0.563 0.531 0.755 chest 0.582 0.076 0.557 0.582 0.569 0.764 forearm 0.651 0.049 0.689 0.651 0.669 0.835 head 0.678 0.064 0.639 0.678 0.658 0.83 shin 0.54 0.073 0.553 0.54 0.547 0.757 thigh 0.511 0.071 0.545 0.511 0.527 0.749 upperarm 0.455 0.077 0.496 0.455 0.474 0.696 waist Weighted Avg. 0.568 0.072 0.569 0.568 0.568 0.77 === Confusion Matrix === a b c d e f g <-- classified as 211 31 16 12 35 20 50 | a = chest 41 216 13 19 23 21 38 | b = forearm 25 14 244 13 15 45 19 | c = head 23 23 9 255 27 21 18 | d = shin 32 15 12 50 202 36 27 | e = thigh 29 29 50 22 33 192 21 | f = upperarm 59 60 10 28 30 17 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1520 57.9931 % Incorrectly Classified Instances 1101 42.0069 % Kappa statistic 0.5099 Mean absolute error 0.1239 Root mean squared error 0.3288 Relative absolute error 50.6116 % Root relative squared error 93.9542 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.084 0.53 0.57 0.549 0.763 chest 0.623 0.068 0.602 0.623 0.612 0.79 forearm 0.653 0.058 0.652 0.653 0.652 0.838 head 0.676 0.065 0.637 0.676 0.655 0.821 shin 0.507 0.076 0.528 0.507 0.517 0.733 thigh 0.561 0.066 0.586 0.561 0.573 0.76 upperarm 0.471 0.073 0.518 0.471 0.493 0.719 waist Weighted Avg. 0.58 0.07 0.579 0.58 0.579 0.775 === Confusion Matrix === a b c d e f g <-- classified as 213 32 27 18 28 18 38 | a = chest 27 231 7 16 27 20 43 | b = forearm 22 17 245 16 23 36 16 | c = head 19 19 12 254 34 18 20 | d = shin 35 27 20 41 190 33 29 | e = thigh 24 13 49 23 38 211 18 | f = upperarm 62 45 16 31 20 24 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1485 56.6578 % Incorrectly Classified Instances 1136 43.3422 % Kappa statistic 0.4943 Mean absolute error 0.1267 Root mean squared error 0.3319 Relative absolute error 51.7517 % Root relative squared error 94.8591 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.529 0.091 0.493 0.529 0.51 0.748 chest 0.577 0.074 0.563 0.577 0.57 0.788 forearm 0.696 0.061 0.654 0.696 0.674 0.843 head 0.641 0.06 0.641 0.641 0.641 0.812 shin 0.507 0.061 0.579 0.507 0.541 0.721 thigh 0.505 0.066 0.56 0.505 0.531 0.751 upperarm 0.511 0.092 0.481 0.511 0.495 0.746 waist Weighted Avg. 0.567 0.072 0.567 0.567 0.566 0.773 === Confusion Matrix === a b c d e f g <-- classified as 198 44 22 18 25 26 41 | a = chest 32 214 15 20 26 8 56 | b = forearm 28 13 261 11 12 33 17 | c = head 23 20 11 241 34 25 22 | d = shin 31 27 21 33 190 33 40 | e = thigh 26 21 59 24 26 190 30 | f = upperarm 64 41 10 29 15 24 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1534 58.5273 % Incorrectly Classified Instances 1087 41.4727 % Kappa statistic 0.5161 Mean absolute error 0.1225 Root mean squared error 0.3253 Relative absolute error 50.0196 % Root relative squared error 92.9671 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.083 0.504 0.505 0.505 0.738 chest 0.601 0.058 0.63 0.601 0.615 0.793 forearm 0.669 0.052 0.684 0.669 0.677 0.823 head 0.676 0.07 0.618 0.676 0.645 0.82 shin 0.605 0.082 0.552 0.605 0.578 0.794 thigh 0.508 0.066 0.563 0.508 0.534 0.756 upperarm 0.532 0.073 0.547 0.532 0.539 0.747 waist Weighted Avg. 0.585 0.069 0.585 0.585 0.585 0.781 === Confusion Matrix === a b c d e f g <-- classified as 189 36 16 16 39 32 46 | a = chest 36 223 17 26 16 19 34 | b = forearm 20 13 251 15 28 40 8 | c = head 15 20 6 254 35 18 28 | d = shin 30 16 15 42 227 18 27 | e = thigh 30 11 49 27 46 191 22 | f = upperarm 55 35 13 31 20 21 199 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1482 56.5217 % Incorrectly Classified Instances 1140 43.4783 % Kappa statistic 0.4928 Mean absolute error 0.1276 Root mean squared error 0.3329 Relative absolute error 52.1221 % Root relative squared error 95.1482 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.083 0.538 0.579 0.558 0.762 chest 0.566 0.065 0.59 0.566 0.578 0.773 forearm 0.693 0.059 0.661 0.693 0.676 0.837 head 0.614 0.063 0.621 0.614 0.618 0.798 shin 0.536 0.081 0.523 0.536 0.53 0.754 thigh 0.527 0.069 0.561 0.527 0.543 0.759 upperarm 0.443 0.087 0.459 0.443 0.45 0.714 waist Weighted Avg. 0.565 0.072 0.565 0.565 0.565 0.771 === Confusion Matrix === a b c d e f g <-- classified as 217 26 25 18 32 22 35 | a = chest 37 210 14 18 23 15 54 | b = forearm 30 11 259 7 25 29 13 | c = head 17 19 14 231 32 33 30 | d = shin 27 23 15 35 201 35 39 | e = thigh 23 18 46 28 38 198 25 | f = upperarm 52 49 19 35 33 21 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1477 56.331 % Incorrectly Classified Instances 1145 43.669 % Kappa statistic 0.4905 Mean absolute error 0.1279 Root mean squared error 0.3329 Relative absolute error 52.2382 % Root relative squared error 95.1325 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.545 0.085 0.516 0.545 0.531 0.747 chest 0.536 0.072 0.551 0.536 0.544 0.762 forearm 0.624 0.059 0.639 0.624 0.632 0.814 head 0.662 0.064 0.634 0.662 0.648 0.818 shin 0.515 0.068 0.558 0.515 0.535 0.726 thigh 0.553 0.081 0.535 0.553 0.544 0.751 upperarm 0.507 0.081 0.511 0.507 0.509 0.743 waist Weighted Avg. 0.563 0.073 0.563 0.563 0.563 0.766 === Confusion Matrix === a b c d e f g <-- classified as 204 34 27 19 21 27 42 | a = chest 39 199 9 27 21 25 51 | b = forearm 35 6 234 9 29 44 18 | c = head 20 27 11 249 23 24 22 | d = shin 26 35 19 40 193 32 30 | e = thigh 26 23 46 21 33 208 19 | f = upperarm 45 37 20 28 26 29 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1568 59.8017 % Incorrectly Classified Instances 1054 40.1983 % Kappa statistic 0.531 Mean absolute error 0.119 Root mean squared error 0.3177 Relative absolute error 48.5963 % Root relative squared error 90.7789 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.086 0.525 0.57 0.546 0.769 chest 0.629 0.064 0.617 0.629 0.623 0.806 forearm 0.643 0.053 0.668 0.643 0.655 0.809 head 0.67 0.055 0.672 0.67 0.671 0.843 shin 0.58 0.066 0.593 0.58 0.586 0.782 thigh 0.585 0.067 0.593 0.585 0.589 0.781 upperarm 0.509 0.077 0.525 0.509 0.517 0.761 waist Weighted Avg. 0.598 0.067 0.599 0.598 0.598 0.793 === Confusion Matrix === a b c d e f g <-- classified as 213 22 10 16 30 29 54 | a = chest 37 234 15 17 12 14 43 | b = forearm 30 15 241 16 17 41 15 | c = head 14 16 25 252 30 22 17 | d = shin 31 20 19 31 217 29 27 | e = thigh 29 18 32 20 40 220 17 | f = upperarm 52 54 19 23 20 16 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1527 58.238 % Incorrectly Classified Instances 1095 41.762 % Kappa statistic 0.5128 Mean absolute error 0.1226 Root mean squared error 0.3263 Relative absolute error 50.0441 % Root relative squared error 93.2366 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.575 0.074 0.564 0.575 0.57 0.777 chest 0.599 0.071 0.584 0.599 0.592 0.791 forearm 0.627 0.06 0.637 0.627 0.632 0.812 head 0.655 0.063 0.637 0.655 0.646 0.816 shin 0.495 0.069 0.543 0.495 0.517 0.731 thigh 0.588 0.081 0.548 0.588 0.567 0.789 upperarm 0.537 0.07 0.561 0.537 0.549 0.749 waist Weighted Avg. 0.582 0.07 0.582 0.582 0.582 0.781 === Confusion Matrix === a b c d e f g <-- classified as 215 32 27 17 24 26 33 | a = chest 37 223 13 20 21 20 38 | b = forearm 23 15 235 18 18 56 10 | c = head 17 26 10 247 31 22 24 | d = shin 33 21 23 52 185 33 27 | e = thigh 18 15 48 15 34 221 25 | f = upperarm 38 50 13 19 28 25 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1490 56.8268 % Incorrectly Classified Instances 1132 43.1732 % Kappa statistic 0.4963 Mean absolute error 0.1266 Root mean squared error 0.3336 Relative absolute error 51.6934 % Root relative squared error 95.3408 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.544 0.069 0.568 0.544 0.556 0.766 chest 0.642 0.074 0.589 0.642 0.614 0.8 forearm 0.645 0.062 0.635 0.645 0.64 0.815 head 0.641 0.061 0.639 0.641 0.64 0.81 shin 0.487 0.071 0.534 0.487 0.509 0.716 thigh 0.511 0.077 0.527 0.511 0.519 0.744 upperarm 0.508 0.091 0.482 0.508 0.495 0.727 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.568 0.768 === Confusion Matrix === a b c d e f g <-- classified as 204 31 22 22 29 22 45 | a = chest 26 239 16 12 20 16 43 | b = forearm 18 17 242 13 20 49 16 | c = head 20 21 9 241 30 24 31 | d = shin 28 29 16 45 182 34 40 | e = thigh 24 25 52 18 36 192 29 | f = upperarm 39 44 24 26 24 27 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1546 58.9626 % Incorrectly Classified Instances 1076 41.0374 % Kappa statistic 0.5212 Mean absolute error 0.1206 Root mean squared error 0.3228 Relative absolute error 49.2508 % Root relative squared error 92.2361 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.581 0.081 0.544 0.581 0.562 0.77 chest 0.642 0.078 0.577 0.642 0.608 0.805 forearm 0.672 0.053 0.677 0.672 0.675 0.835 head 0.652 0.057 0.657 0.652 0.654 0.794 shin 0.551 0.07 0.566 0.551 0.558 0.761 thigh 0.508 0.069 0.55 0.508 0.528 0.762 upperarm 0.521 0.069 0.556 0.521 0.538 0.754 waist Weighted Avg. 0.59 0.068 0.59 0.59 0.589 0.783 === Confusion Matrix === a b c d e f g <-- classified as 218 34 19 14 28 29 33 | a = chest 31 239 11 23 25 13 30 | b = forearm 24 19 252 3 13 42 22 | c = head 12 22 17 245 36 22 22 | d = shin 37 26 14 35 206 34 22 | e = thigh 31 24 46 26 31 191 27 | f = upperarm 48 50 13 27 25 16 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1532 58.451 % Incorrectly Classified Instances 1089 41.549 % Kappa statistic 0.5153 Mean absolute error 0.123 Root mean squared error 0.3281 Relative absolute error 50.2154 % Root relative squared error 93.772 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.075 0.569 0.592 0.58 0.779 chest 0.625 0.07 0.596 0.625 0.611 0.793 forearm 0.679 0.065 0.637 0.679 0.657 0.824 head 0.686 0.055 0.675 0.686 0.681 0.814 shin 0.52 0.081 0.519 0.52 0.519 0.73 thigh 0.505 0.061 0.583 0.505 0.541 0.75 upperarm 0.484 0.079 0.504 0.484 0.494 0.719 waist Weighted Avg. 0.585 0.069 0.583 0.585 0.583 0.773 === Confusion Matrix === a b c d e f g <-- classified as 222 33 25 9 28 13 45 | a = chest 30 232 13 15 21 18 42 | b = forearm 16 17 254 11 28 41 7 | c = head 21 22 9 258 31 14 21 | d = shin 32 16 21 41 195 32 38 | e = thigh 25 17 62 20 37 190 25 | f = upperarm 44 52 15 28 36 18 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1526 58.2221 % Incorrectly Classified Instances 1095 41.7779 % Kappa statistic 0.5126 Mean absolute error 0.123 Root mean squared error 0.3275 Relative absolute error 50.2204 % Root relative squared error 93.5816 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.555 0.084 0.524 0.555 0.539 0.759 chest 0.574 0.067 0.585 0.574 0.58 0.774 forearm 0.634 0.059 0.642 0.634 0.638 0.808 head 0.649 0.049 0.689 0.649 0.668 0.814 shin 0.528 0.082 0.517 0.528 0.522 0.725 thigh 0.596 0.079 0.557 0.596 0.576 0.785 upperarm 0.54 0.067 0.574 0.54 0.556 0.75 waist Weighted Avg. 0.582 0.07 0.584 0.582 0.583 0.774 === Confusion Matrix === a b c d e f g <-- classified as 208 28 25 13 26 29 46 | a = chest 38 213 14 20 28 23 35 | b = forearm 28 11 237 11 29 46 12 | c = head 20 17 17 244 37 21 20 | d = shin 33 28 21 32 198 43 20 | e = thigh 23 22 43 14 33 224 17 | f = upperarm 47 45 12 20 32 16 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1515 57.8024 % Incorrectly Classified Instances 1106 42.1976 % Kappa statistic 0.5077 Mean absolute error 0.1243 Root mean squared error 0.3281 Relative absolute error 50.7682 % Root relative squared error 93.7583 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.576 0.089 0.518 0.576 0.545 0.767 chest 0.55 0.065 0.583 0.55 0.566 0.772 forearm 0.703 0.057 0.673 0.703 0.688 0.839 head 0.681 0.066 0.634 0.681 0.656 0.817 shin 0.499 0.073 0.534 0.499 0.516 0.702 thigh 0.548 0.065 0.587 0.548 0.567 0.77 upperarm 0.489 0.078 0.511 0.489 0.5 0.729 waist Weighted Avg. 0.578 0.07 0.577 0.578 0.577 0.771 === Confusion Matrix === a b c d e f g <-- classified as 216 33 24 17 32 15 38 | a = chest 47 204 10 27 22 21 40 | b = forearm 22 12 263 13 21 26 17 | c = head 19 17 15 256 24 18 27 | d = shin 37 23 20 36 187 41 31 | e = thigh 20 17 46 26 39 206 22 | f = upperarm 56 44 13 29 25 24 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1547 59.0233 % Incorrectly Classified Instances 1074 40.9767 % Kappa statistic 0.5219 Mean absolute error 0.1216 Root mean squared error 0.3252 Relative absolute error 49.6607 % Root relative squared error 92.9226 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.52 0.075 0.536 0.52 0.528 0.747 chest 0.588 0.071 0.577 0.588 0.582 0.781 forearm 0.717 0.053 0.693 0.717 0.704 0.851 head 0.633 0.065 0.621 0.633 0.627 0.793 shin 0.571 0.075 0.559 0.571 0.565 0.754 thigh 0.582 0.064 0.603 0.582 0.593 0.783 upperarm 0.521 0.075 0.537 0.521 0.529 0.741 waist Weighted Avg. 0.59 0.068 0.589 0.59 0.59 0.778 === Confusion Matrix === a b c d e f g <-- classified as 195 33 28 19 32 18 50 | a = chest 32 218 12 22 24 20 43 | b = forearm 19 9 268 8 28 36 6 | c = head 23 26 13 238 29 20 27 | d = shin 25 27 15 41 214 30 23 | e = thigh 24 23 37 22 32 219 19 | f = upperarm 46 42 14 33 24 20 195 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1505 57.3989 % Incorrectly Classified Instances 1117 42.6011 % Kappa statistic 0.503 Mean absolute error 0.1263 Root mean squared error 0.3299 Relative absolute error 51.5612 % Root relative squared error 94.2866 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.567 0.09 0.512 0.567 0.538 0.756 chest 0.57 0.08 0.542 0.57 0.556 0.772 forearm 0.596 0.063 0.613 0.596 0.604 0.797 head 0.657 0.054 0.669 0.657 0.663 0.81 shin 0.571 0.076 0.557 0.571 0.564 0.749 thigh 0.559 0.062 0.602 0.559 0.579 0.768 upperarm 0.499 0.073 0.533 0.499 0.515 0.738 waist Weighted Avg. 0.574 0.071 0.576 0.574 0.574 0.77 === Confusion Matrix === a b c d e f g <-- classified as 212 35 30 19 28 11 39 | a = chest 44 212 15 14 26 15 46 | b = forearm 40 16 223 8 26 42 19 | c = head 28 31 11 247 22 17 20 | d = shin 28 25 19 33 214 35 21 | e = thigh 25 18 45 22 37 210 19 | f = upperarm 37 54 21 26 31 19 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1480 56.4455 % Incorrectly Classified Instances 1142 43.5545 % Kappa statistic 0.4919 Mean absolute error 0.1277 Root mean squared error 0.3339 Relative absolute error 52.1571 % Root relative squared error 95.4293 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.572 0.081 0.542 0.572 0.557 0.77 chest 0.583 0.065 0.598 0.583 0.59 0.793 forearm 0.644 0.063 0.629 0.644 0.637 0.821 head 0.622 0.065 0.617 0.622 0.62 0.794 shin 0.515 0.074 0.538 0.515 0.526 0.744 thigh 0.553 0.078 0.542 0.553 0.547 0.753 upperarm 0.461 0.083 0.482 0.461 0.471 0.697 waist Weighted Avg. 0.564 0.073 0.564 0.564 0.564 0.767 === Confusion Matrix === a b c d e f g <-- classified as 214 27 19 14 33 24 43 | a = chest 32 217 16 21 25 15 46 | b = forearm 24 15 241 14 18 46 16 | c = head 24 22 17 234 28 31 20 | d = shin 28 14 29 38 193 35 38 | e = thigh 19 17 48 25 36 208 23 | f = upperarm 54 51 13 33 26 25 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1536 58.5812 % Incorrectly Classified Instances 1086 41.4188 % Kappa statistic 0.5168 Mean absolute error 0.122 Root mean squared error 0.3267 Relative absolute error 49.8069 % Root relative squared error 93.3598 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.571 0.073 0.568 0.571 0.569 0.763 chest 0.658 0.07 0.607 0.658 0.631 0.817 forearm 0.66 0.058 0.655 0.66 0.658 0.828 head 0.654 0.054 0.67 0.654 0.662 0.817 shin 0.504 0.082 0.505 0.504 0.505 0.744 thigh 0.574 0.073 0.568 0.574 0.571 0.766 upperarm 0.48 0.073 0.522 0.48 0.5 0.732 waist Weighted Avg. 0.586 0.069 0.585 0.586 0.585 0.781 === Confusion Matrix === a b c d e f g <-- classified as 214 33 23 11 33 22 39 | a = chest 24 244 14 16 19 25 29 | b = forearm 18 8 247 13 27 47 14 | c = head 18 19 14 246 37 17 25 | d = shin 34 24 21 40 189 30 37 | e = thigh 24 28 39 10 38 216 21 | f = upperarm 45 46 19 31 31 23 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1505 57.3989 % Incorrectly Classified Instances 1117 42.6011 % Kappa statistic 0.503 Mean absolute error 0.1249 Root mean squared error 0.3307 Relative absolute error 50.9944 % Root relative squared error 94.5028 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.08 0.516 0.512 0.514 0.743 chest 0.577 0.065 0.594 0.577 0.585 0.784 forearm 0.669 0.059 0.655 0.669 0.662 0.832 head 0.67 0.064 0.638 0.67 0.654 0.819 shin 0.536 0.075 0.545 0.536 0.54 0.739 thigh 0.532 0.072 0.552 0.532 0.542 0.752 upperarm 0.521 0.083 0.512 0.521 0.517 0.726 waist Weighted Avg. 0.574 0.071 0.573 0.574 0.574 0.771 === Confusion Matrix === a b c d e f g <-- classified as 192 37 20 12 26 29 59 | a = chest 28 214 20 22 19 26 42 | b = forearm 21 11 251 14 24 39 15 | c = head 13 19 11 252 41 19 21 | d = shin 37 18 17 44 201 31 27 | e = thigh 33 17 46 26 32 200 22 | f = upperarm 48 44 18 25 26 18 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1522 58.0473 % Incorrectly Classified Instances 1100 41.9527 % Kappa statistic 0.5106 Mean absolute error 0.1238 Root mean squared error 0.3288 Relative absolute error 50.5676 % Root relative squared error 93.9758 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.089 0.51 0.557 0.532 0.753 chest 0.593 0.072 0.577 0.593 0.585 0.786 forearm 0.68 0.051 0.689 0.68 0.685 0.837 head 0.63 0.057 0.651 0.63 0.641 0.803 shin 0.536 0.08 0.529 0.536 0.532 0.724 thigh 0.612 0.064 0.617 0.612 0.614 0.788 upperarm 0.455 0.077 0.494 0.455 0.474 0.71 waist Weighted Avg. 0.58 0.07 0.581 0.58 0.58 0.772 === Confusion Matrix === a b c d e f g <-- classified as 209 30 16 16 37 21 46 | a = chest 32 220 12 19 18 16 54 | b = forearm 29 15 255 6 16 36 18 | c = head 26 28 10 237 35 19 21 | d = shin 43 20 20 36 201 36 19 | e = thigh 17 17 37 25 34 230 16 | f = upperarm 54 51 20 25 39 15 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1526 58.1998 % Incorrectly Classified Instances 1096 41.8002 % Kappa statistic 0.5123 Mean absolute error 0.1222 Root mean squared error 0.327 Relative absolute error 49.9171 % Root relative squared error 93.4565 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.555 0.074 0.556 0.555 0.555 0.767 chest 0.596 0.061 0.617 0.596 0.606 0.791 forearm 0.691 0.057 0.668 0.691 0.679 0.831 head 0.629 0.052 0.671 0.629 0.649 0.807 shin 0.535 0.077 0.536 0.535 0.535 0.756 thigh 0.582 0.078 0.556 0.582 0.569 0.771 upperarm 0.487 0.089 0.476 0.487 0.481 0.737 waist Weighted Avg. 0.582 0.07 0.583 0.582 0.582 0.78 === Confusion Matrix === a b c d e f g <-- classified as 208 25 19 11 31 36 45 | a = chest 20 221 16 23 19 21 51 | b = forearm 21 11 259 8 16 44 16 | c = head 17 14 13 237 45 21 30 | d = shin 34 25 20 27 200 34 34 | e = thigh 14 20 44 26 29 219 24 | f = upperarm 60 42 17 21 33 19 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1555 59.3285 % Incorrectly Classified Instances 1066 40.6715 % Kappa statistic 0.5255 Mean absolute error 0.121 Root mean squared error 0.3236 Relative absolute error 49.4015 % Root relative squared error 92.4806 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.587 0.085 0.534 0.587 0.559 0.762 chest 0.555 0.066 0.582 0.555 0.568 0.775 forearm 0.688 0.043 0.727 0.688 0.707 0.836 head 0.67 0.063 0.64 0.67 0.655 0.815 shin 0.519 0.061 0.588 0.519 0.551 0.735 thigh 0.612 0.082 0.554 0.612 0.582 0.781 upperarm 0.521 0.074 0.54 0.521 0.531 0.75 waist Weighted Avg. 0.593 0.068 0.595 0.593 0.593 0.779 === Confusion Matrix === a b c d e f g <-- classified as 220 32 14 28 25 25 31 | a = chest 38 206 16 26 18 23 44 | b = forearm 28 11 258 7 15 45 11 | c = head 22 20 8 252 21 27 26 | d = shin 27 23 14 45 194 41 30 | e = thigh 28 19 37 12 26 230 24 | f = upperarm 49 43 8 24 31 24 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1474 56.2381 % Incorrectly Classified Instances 1147 43.7619 % Kappa statistic 0.4894 Mean absolute error 0.1274 Root mean squared error 0.3338 Relative absolute error 52.0243 % Root relative squared error 95.3836 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.509 0.076 0.529 0.509 0.519 0.743 chest 0.606 0.067 0.6 0.606 0.603 0.785 forearm 0.635 0.064 0.623 0.635 0.629 0.798 head 0.686 0.066 0.634 0.686 0.659 0.83 shin 0.46 0.084 0.476 0.46 0.468 0.718 thigh 0.519 0.079 0.524 0.519 0.521 0.752 upperarm 0.521 0.075 0.537 0.521 0.529 0.76 waist Weighted Avg. 0.562 0.073 0.561 0.562 0.561 0.77 === Confusion Matrix === a b c d e f g <-- classified as 191 43 23 19 39 24 36 | a = chest 33 225 16 22 23 14 38 | b = forearm 27 15 238 11 21 49 14 | c = head 9 16 16 258 29 20 28 | d = shin 32 21 19 52 172 50 28 | e = thigh 24 24 49 21 39 195 24 | f = upperarm 45 31 21 24 38 20 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1516 57.8405 % Incorrectly Classified Instances 1105 42.1595 % Kappa statistic 0.5081 Mean absolute error 0.1238 Root mean squared error 0.328 Relative absolute error 50.5444 % Root relative squared error 93.7348 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.547 0.077 0.542 0.547 0.544 0.767 chest 0.591 0.073 0.573 0.591 0.582 0.795 forearm 0.666 0.062 0.642 0.666 0.654 0.828 head 0.691 0.06 0.66 0.691 0.675 0.838 shin 0.521 0.078 0.526 0.521 0.523 0.733 thigh 0.572 0.072 0.57 0.572 0.571 0.787 upperarm 0.46 0.07 0.523 0.46 0.489 0.724 waist Weighted Avg. 0.578 0.07 0.577 0.578 0.577 0.782 === Confusion Matrix === a b c d e f g <-- classified as 205 26 28 21 26 20 49 | a = chest 39 220 12 15 21 23 42 | b = forearm 25 7 249 11 31 39 12 | c = head 9 26 13 260 31 19 18 | d = shin 39 33 18 35 195 34 20 | e = thigh 23 18 48 19 37 215 16 | f = upperarm 38 54 20 33 30 27 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1545 58.947 % Incorrectly Classified Instances 1076 41.053 % Kappa statistic 0.521 Mean absolute error 0.1217 Root mean squared error 0.3241 Relative absolute error 49.6837 % Root relative squared error 92.6074 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.085 0.543 0.61 0.574 0.787 chest 0.556 0.072 0.563 0.556 0.559 0.758 forearm 0.676 0.05 0.693 0.676 0.685 0.821 head 0.676 0.065 0.633 0.676 0.654 0.81 shin 0.504 0.068 0.553 0.504 0.527 0.73 thigh 0.574 0.066 0.593 0.574 0.584 0.789 upperarm 0.529 0.073 0.548 0.529 0.539 0.748 waist Weighted Avg. 0.589 0.068 0.59 0.589 0.589 0.778 === Confusion Matrix === a b c d e f g <-- classified as 228 32 17 15 21 23 38 | a = chest 32 207 16 21 25 22 49 | b = forearm 28 12 253 13 20 35 13 | c = head 23 21 6 254 32 21 19 | d = shin 38 30 13 50 189 30 25 | e = thigh 30 21 34 26 30 216 19 | f = upperarm 41 45 26 22 25 17 198 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1484 56.598 % Incorrectly Classified Instances 1138 43.402 % Kappa statistic 0.4936 Mean absolute error 0.1278 Root mean squared error 0.3344 Relative absolute error 52.1858 % Root relative squared error 95.5576 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.543 0.082 0.525 0.543 0.534 0.752 chest 0.548 0.067 0.575 0.548 0.561 0.763 forearm 0.612 0.06 0.631 0.612 0.621 0.796 head 0.684 0.071 0.619 0.684 0.65 0.823 shin 0.512 0.077 0.526 0.512 0.519 0.742 thigh 0.556 0.061 0.602 0.556 0.578 0.768 upperarm 0.505 0.089 0.487 0.505 0.496 0.719 waist Weighted Avg. 0.566 0.072 0.566 0.566 0.566 0.766 === Confusion Matrix === a b c d e f g <-- classified as 203 29 21 14 35 18 54 | a = chest 38 204 11 19 29 18 53 | b = forearm 31 19 229 21 20 38 16 | c = head 14 19 14 258 25 18 29 | d = shin 36 23 18 51 192 24 31 | e = thigh 22 21 51 24 33 209 16 | f = upperarm 43 40 19 30 31 22 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1498 57.132 % Incorrectly Classified Instances 1124 42.868 % Kappa statistic 0.4999 Mean absolute error 0.1246 Root mean squared error 0.3299 Relative absolute error 50.8683 % Root relative squared error 94.2725 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.545 0.083 0.522 0.545 0.533 0.751 chest 0.583 0.067 0.591 0.583 0.587 0.774 forearm 0.627 0.053 0.666 0.627 0.646 0.811 head 0.63 0.061 0.635 0.63 0.633 0.809 shin 0.565 0.079 0.544 0.565 0.554 0.772 thigh 0.543 0.078 0.538 0.543 0.54 0.762 upperarm 0.505 0.08 0.512 0.505 0.509 0.741 waist Weighted Avg. 0.571 0.071 0.573 0.571 0.572 0.774 === Confusion Matrix === a b c d e f g <-- classified as 204 36 16 23 26 16 53 | a = chest 36 217 12 24 25 19 39 | b = forearm 25 16 235 16 18 41 24 | c = head 17 19 11 237 41 34 17 | d = shin 29 24 21 27 212 36 26 | e = thigh 36 18 42 24 31 204 21 | f = upperarm 44 37 16 22 37 29 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1517 57.8566 % Incorrectly Classified Instances 1105 42.1434 % Kappa statistic 0.5083 Mean absolute error 0.1238 Root mean squared error 0.3274 Relative absolute error 50.5473 % Root relative squared error 93.5518 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.563 0.081 0.538 0.563 0.55 0.764 chest 0.616 0.071 0.59 0.616 0.603 0.802 forearm 0.723 0.061 0.664 0.723 0.692 0.856 head 0.628 0.057 0.648 0.628 0.638 0.814 shin 0.505 0.076 0.525 0.505 0.515 0.726 thigh 0.543 0.068 0.573 0.543 0.557 0.759 upperarm 0.473 0.079 0.5 0.473 0.486 0.733 waist Weighted Avg. 0.579 0.07 0.577 0.579 0.577 0.779 === Confusion Matrix === a b c d e f g <-- classified as 211 21 23 21 27 27 45 | a = chest 29 229 18 18 25 17 36 | b = forearm 21 16 271 7 20 27 13 | c = head 22 27 16 236 25 19 31 | d = shin 41 19 20 43 189 31 31 | e = thigh 27 15 51 23 35 204 21 | f = upperarm 41 61 9 16 39 31 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1547 59.0008 % Incorrectly Classified Instances 1075 40.9992 % Kappa statistic 0.5217 Mean absolute error 0.1213 Root mean squared error 0.3239 Relative absolute error 49.5317 % Root relative squared error 92.5682 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.581 0.082 0.542 0.581 0.561 0.768 chest 0.617 0.072 0.584 0.617 0.6 0.784 forearm 0.717 0.059 0.671 0.717 0.693 0.85 head 0.646 0.053 0.671 0.646 0.659 0.809 shin 0.54 0.076 0.542 0.54 0.541 0.753 thigh 0.545 0.066 0.579 0.545 0.562 0.759 upperarm 0.483 0.07 0.536 0.483 0.508 0.736 waist Weighted Avg. 0.59 0.068 0.589 0.59 0.589 0.78 === Confusion Matrix === a b c d e f g <-- classified as 218 28 23 14 29 22 41 | a = chest 30 229 19 14 26 16 37 | b = forearm 16 12 269 7 23 37 11 | c = head 22 25 12 243 28 22 24 | d = shin 32 33 22 30 202 33 22 | e = thigh 30 24 40 20 35 205 22 | f = upperarm 54 41 16 34 30 19 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1568 59.8017 % Incorrectly Classified Instances 1054 40.1983 % Kappa statistic 0.531 Mean absolute error 0.119 Root mean squared error 0.3209 Relative absolute error 48.5881 % Root relative squared error 91.7019 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.552 0.083 0.525 0.552 0.538 0.751 chest 0.612 0.061 0.624 0.612 0.618 0.796 forearm 0.661 0.046 0.707 0.661 0.683 0.825 head 0.657 0.06 0.648 0.657 0.653 0.82 shin 0.586 0.07 0.582 0.586 0.584 0.753 thigh 0.577 0.072 0.573 0.577 0.575 0.794 upperarm 0.541 0.077 0.538 0.541 0.54 0.754 waist Weighted Avg. 0.598 0.067 0.6 0.598 0.599 0.785 === Confusion Matrix === a b c d e f g <-- classified as 207 31 21 10 28 31 47 | a = chest 36 227 5 20 21 14 48 | b = forearm 22 12 248 11 22 46 14 | c = head 18 15 15 247 37 21 23 | d = shin 29 21 16 35 219 29 25 | e = thigh 32 13 43 29 25 217 17 | f = upperarm 50 45 3 29 24 21 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1480 56.4455 % Incorrectly Classified Instances 1142 43.5545 % Kappa statistic 0.4919 Mean absolute error 0.1278 Root mean squared error 0.3352 Relative absolute error 52.1799 % Root relative squared error 95.7961 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.528 0.089 0.499 0.528 0.513 0.735 chest 0.606 0.069 0.591 0.606 0.598 0.779 forearm 0.632 0.062 0.629 0.632 0.63 0.805 head 0.612 0.056 0.646 0.612 0.628 0.797 shin 0.503 0.079 0.514 0.503 0.508 0.713 thigh 0.574 0.072 0.571 0.574 0.573 0.782 upperarm 0.496 0.081 0.507 0.496 0.501 0.726 waist Weighted Avg. 0.564 0.073 0.565 0.564 0.565 0.763 === Confusion Matrix === a b c d e f g <-- classified as 198 35 25 24 19 27 47 | a = chest 33 225 12 17 24 17 43 | b = forearm 29 12 237 11 29 42 15 | c = head 16 29 14 230 39 24 24 | d = shin 45 21 24 36 188 30 30 | e = thigh 22 14 48 16 38 216 22 | f = upperarm 54 45 17 22 29 22 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1540 58.7562 % Incorrectly Classified Instances 1081 41.2438 % Kappa statistic 0.5188 Mean absolute error 0.1216 Root mean squared error 0.3255 Relative absolute error 49.6615 % Root relative squared error 93.0327 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.082 0.548 0.595 0.57 0.789 chest 0.617 0.07 0.593 0.617 0.605 0.782 forearm 0.631 0.052 0.669 0.631 0.649 0.818 head 0.686 0.053 0.684 0.686 0.685 0.829 shin 0.539 0.072 0.556 0.539 0.547 0.748 thigh 0.569 0.08 0.545 0.569 0.557 0.776 upperarm 0.476 0.073 0.52 0.476 0.497 0.731 waist Weighted Avg. 0.588 0.069 0.588 0.588 0.587 0.782 === Confusion Matrix === a b c d e f g <-- classified as 223 29 22 10 35 17 39 | a = chest 36 229 13 13 21 15 44 | b = forearm 26 15 236 13 14 53 17 | c = head 11 23 11 258 29 24 20 | d = shin 29 21 18 36 202 44 25 | e = thigh 25 22 37 23 36 214 19 | f = upperarm 57 47 16 24 26 26 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1500 57.2301 % Incorrectly Classified Instances 1121 42.7699 % Kappa statistic 0.501 Mean absolute error 0.1258 Root mean squared error 0.331 Relative absolute error 51.3847 % Root relative squared error 94.5945 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.555 0.078 0.542 0.555 0.548 0.756 chest 0.598 0.071 0.581 0.598 0.59 0.792 forearm 0.652 0.057 0.654 0.652 0.653 0.807 head 0.652 0.061 0.641 0.652 0.646 0.815 shin 0.533 0.073 0.551 0.533 0.542 0.743 thigh 0.532 0.073 0.551 0.532 0.541 0.758 upperarm 0.484 0.086 0.484 0.484 0.484 0.707 waist Weighted Avg. 0.572 0.071 0.572 0.572 0.572 0.768 === Confusion Matrix === a b c d e f g <-- classified as 208 36 20 15 28 24 44 | a = chest 31 222 15 12 22 17 52 | b = forearm 16 14 244 12 22 44 22 | c = head 23 20 18 245 33 17 20 | d = shin 23 20 19 43 200 35 35 | e = thigh 28 18 48 27 35 200 20 | f = upperarm 55 52 9 28 23 26 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1547 59.0233 % Incorrectly Classified Instances 1074 40.9767 % Kappa statistic 0.5219 Mean absolute error 0.1217 Root mean squared error 0.3258 Relative absolute error 49.6896 % Root relative squared error 93.114 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.079 0.57 0.627 0.597 0.781 chest 0.612 0.07 0.591 0.612 0.601 0.792 forearm 0.628 0.061 0.633 0.628 0.631 0.8 head 0.668 0.053 0.68 0.668 0.674 0.833 shin 0.552 0.074 0.555 0.552 0.553 0.754 thigh 0.569 0.066 0.59 0.569 0.579 0.769 upperarm 0.476 0.076 0.51 0.476 0.492 0.71 waist Weighted Avg. 0.59 0.068 0.59 0.59 0.59 0.777 === Confusion Matrix === a b c d e f g <-- classified as 235 32 22 9 26 12 39 | a = chest 29 227 12 19 16 22 46 | b = forearm 26 18 235 12 19 46 18 | c = head 17 21 11 251 36 20 20 | d = shin 33 14 22 37 207 30 32 | e = thigh 23 20 51 21 31 214 16 | f = upperarm 49 52 18 20 38 19 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1508 57.5353 % Incorrectly Classified Instances 1113 42.4647 % Kappa statistic 0.5046 Mean absolute error 0.1252 Root mean squared error 0.3303 Relative absolute error 51.1262 % Root relative squared error 94.4037 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.551 0.089 0.507 0.551 0.528 0.749 chest 0.565 0.072 0.565 0.565 0.565 0.751 forearm 0.687 0.062 0.647 0.687 0.667 0.822 head 0.665 0.057 0.663 0.665 0.664 0.819 shin 0.525 0.075 0.538 0.525 0.532 0.728 thigh 0.556 0.064 0.594 0.556 0.574 0.771 upperarm 0.479 0.077 0.51 0.479 0.494 0.714 waist Weighted Avg. 0.575 0.071 0.575 0.575 0.575 0.765 === Confusion Matrix === a b c d e f g <-- classified as 206 26 26 16 31 25 44 | a = chest 38 210 24 13 26 16 45 | b = forearm 24 20 257 11 17 37 8 | c = head 27 25 12 250 24 11 27 | d = shin 29 26 20 40 197 38 25 | e = thigh 27 14 42 21 40 209 23 | f = upperarm 55 51 16 26 31 16 179 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1528 58.2761 % Incorrectly Classified Instances 1094 41.7239 % Kappa statistic 0.5132 Mean absolute error 0.1223 Root mean squared error 0.3259 Relative absolute error 49.9385 % Root relative squared error 93.1249 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.555 0.075 0.552 0.555 0.553 0.764 chest 0.612 0.065 0.609 0.612 0.61 0.798 forearm 0.661 0.052 0.681 0.661 0.671 0.823 head 0.657 0.07 0.61 0.657 0.633 0.799 shin 0.517 0.07 0.551 0.517 0.534 0.742 thigh 0.577 0.076 0.559 0.577 0.568 0.783 upperarm 0.5 0.078 0.515 0.5 0.507 0.737 waist Weighted Avg. 0.583 0.07 0.582 0.583 0.582 0.778 === Confusion Matrix === a b c d e f g <-- classified as 208 29 16 21 34 22 45 | a = chest 28 227 13 22 27 16 38 | b = forearm 23 14 248 11 23 45 11 | c = head 9 21 15 247 25 24 35 | d = shin 27 23 18 52 194 31 30 | e = thigh 25 21 40 24 32 217 17 | f = upperarm 57 38 14 28 17 33 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1480 56.4455 % Incorrectly Classified Instances 1142 43.5545 % Kappa statistic 0.4919 Mean absolute error 0.1279 Root mean squared error 0.3344 Relative absolute error 52.2141 % Root relative squared error 95.5767 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.077 0.527 0.512 0.52 0.735 chest 0.62 0.07 0.594 0.62 0.607 0.792 forearm 0.661 0.068 0.62 0.661 0.64 0.822 head 0.628 0.066 0.615 0.628 0.621 0.785 shin 0.499 0.082 0.503 0.499 0.501 0.711 thigh 0.543 0.065 0.581 0.543 0.561 0.761 upperarm 0.489 0.081 0.503 0.489 0.496 0.724 waist Weighted Avg. 0.564 0.073 0.563 0.564 0.564 0.761 === Confusion Matrix === a b c d e f g <-- classified as 192 39 26 29 30 21 38 | a = chest 30 230 10 13 23 25 40 | b = forearm 24 8 248 12 28 30 25 | c = head 22 12 22 236 35 19 30 | d = shin 36 32 23 39 187 29 29 | e = thigh 23 20 46 25 39 204 19 | f = upperarm 37 46 25 30 30 23 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1541 58.7719 % Incorrectly Classified Instances 1081 41.2281 % Kappa statistic 0.519 Mean absolute error 0.1208 Root mean squared error 0.3217 Relative absolute error 49.3224 % Root relative squared error 91.9472 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.565 0.081 0.537 0.565 0.551 0.772 chest 0.59 0.07 0.582 0.59 0.586 0.788 forearm 0.696 0.047 0.713 0.696 0.704 0.841 head 0.678 0.062 0.647 0.678 0.662 0.825 shin 0.525 0.069 0.558 0.525 0.541 0.745 thigh 0.577 0.073 0.57 0.577 0.573 0.782 upperarm 0.481 0.079 0.504 0.481 0.492 0.733 waist Weighted Avg. 0.588 0.069 0.587 0.588 0.587 0.783 === Confusion Matrix === a b c d e f g <-- classified as 212 23 11 18 38 16 57 | a = chest 43 219 14 18 19 13 45 | b = forearm 13 14 261 14 13 48 12 | c = head 23 16 9 255 31 21 21 | d = shin 32 27 16 37 197 41 25 | e = thigh 31 19 41 21 30 217 17 | f = upperarm 41 58 14 31 25 25 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1517 57.8566 % Incorrectly Classified Instances 1105 42.1434 % Kappa statistic 0.5083 Mean absolute error 0.1239 Root mean squared error 0.3291 Relative absolute error 50.6024 % Root relative squared error 94.0575 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.568 0.089 0.516 0.568 0.541 0.76 chest 0.625 0.072 0.59 0.625 0.607 0.806 forearm 0.632 0.055 0.657 0.632 0.644 0.812 head 0.657 0.057 0.657 0.657 0.657 0.817 shin 0.504 0.073 0.537 0.504 0.52 0.709 thigh 0.577 0.069 0.582 0.577 0.579 0.774 upperarm 0.487 0.077 0.514 0.487 0.5 0.74 waist Weighted Avg. 0.579 0.07 0.579 0.579 0.578 0.774 === Confusion Matrix === a b c d e f g <-- classified as 213 30 25 18 26 25 38 | a = chest 33 232 8 20 23 7 48 | b = forearm 28 11 237 13 22 56 8 | c = head 15 23 14 247 39 16 22 | d = shin 38 27 27 31 189 33 30 | e = thigh 27 25 34 25 22 217 26 | f = upperarm 59 45 16 22 31 19 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1506 57.4371 % Incorrectly Classified Instances 1116 42.5629 % Kappa statistic 0.5034 Mean absolute error 0.1258 Root mean squared error 0.3316 Relative absolute error 51.3625 % Root relative squared error 94.7731 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.576 0.087 0.526 0.576 0.55 0.765 chest 0.623 0.071 0.592 0.623 0.607 0.794 forearm 0.712 0.062 0.656 0.712 0.683 0.839 head 0.62 0.062 0.625 0.62 0.622 0.794 shin 0.448 0.078 0.49 0.448 0.468 0.678 thigh 0.508 0.062 0.579 0.508 0.541 0.756 upperarm 0.535 0.075 0.543 0.535 0.539 0.738 waist Weighted Avg. 0.574 0.071 0.573 0.574 0.573 0.766 === Confusion Matrix === a b c d e f g <-- classified as 216 29 23 21 36 20 30 | a = chest 33 231 14 16 16 19 42 | b = forearm 28 14 267 12 18 28 8 | c = head 31 20 14 233 34 18 26 | d = shin 34 35 25 44 168 33 36 | e = thigh 24 19 48 24 44 191 26 | f = upperarm 45 42 16 23 27 21 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1524 58.1236 % Incorrectly Classified Instances 1098 41.8764 % Kappa statistic 0.5114 Mean absolute error 0.124 Root mean squared error 0.3273 Relative absolute error 50.6302 % Root relative squared error 93.5302 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.091 0.515 0.579 0.545 0.769 chest 0.609 0.069 0.592 0.609 0.6 0.79 forearm 0.658 0.062 0.637 0.658 0.647 0.831 head 0.642 0.06 0.644 0.642 0.643 0.814 shin 0.496 0.063 0.567 0.496 0.529 0.719 thigh 0.582 0.071 0.579 0.582 0.581 0.787 upperarm 0.503 0.073 0.536 0.503 0.519 0.728 waist Weighted Avg. 0.581 0.07 0.581 0.581 0.581 0.777 === Confusion Matrix === a b c d e f g <-- classified as 217 35 31 17 21 22 32 | a = chest 41 226 9 16 25 16 38 | b = forearm 23 11 246 13 18 48 15 | c = head 20 23 18 242 22 26 26 | d = shin 39 25 28 36 186 32 29 | e = thigh 25 20 35 25 29 219 23 | f = upperarm 56 42 19 27 27 15 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1536 58.6036 % Incorrectly Classified Instances 1085 41.3964 % Kappa statistic 0.517 Mean absolute error 0.1231 Root mean squared error 0.3255 Relative absolute error 50.2526 % Root relative squared error 93.0161 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.079 0.562 0.607 0.584 0.776 chest 0.597 0.075 0.569 0.597 0.583 0.789 forearm 0.636 0.052 0.67 0.636 0.653 0.812 head 0.649 0.057 0.654 0.649 0.652 0.808 shin 0.521 0.073 0.545 0.521 0.533 0.722 thigh 0.572 0.075 0.561 0.572 0.567 0.76 upperarm 0.52 0.073 0.545 0.52 0.532 0.744 waist Weighted Avg. 0.586 0.069 0.587 0.586 0.586 0.773 === Confusion Matrix === a b c d e f g <-- classified as 227 30 27 13 23 28 26 | a = chest 31 222 17 18 21 19 44 | b = forearm 24 16 238 8 26 50 12 | c = head 20 19 16 244 31 15 31 | d = shin 26 37 14 40 195 33 29 | e = thigh 27 26 27 23 37 215 21 | f = upperarm 49 40 16 27 25 23 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1493 56.963 % Incorrectly Classified Instances 1128 43.037 % Kappa statistic 0.4979 Mean absolute error 0.1267 Root mean squared error 0.3318 Relative absolute error 51.7301 % Root relative squared error 94.8322 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.093 0.495 0.548 0.52 0.755 chest 0.605 0.076 0.568 0.605 0.586 0.802 forearm 0.69 0.057 0.668 0.69 0.679 0.833 head 0.601 0.062 0.619 0.601 0.61 0.777 shin 0.484 0.069 0.54 0.484 0.511 0.708 thigh 0.569 0.068 0.583 0.569 0.576 0.775 upperarm 0.491 0.077 0.514 0.491 0.502 0.727 waist Weighted Avg. 0.57 0.072 0.57 0.57 0.569 0.768 === Confusion Matrix === a b c d e f g <-- classified as 205 39 20 21 29 21 39 | a = chest 38 225 15 15 20 17 42 | b = forearm 22 13 258 16 16 39 10 | c = head 29 26 11 226 35 17 32 | d = shin 40 27 21 39 181 35 31 | e = thigh 24 23 41 21 33 214 20 | f = upperarm 56 43 20 27 21 24 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1503 57.3445 % Incorrectly Classified Instances 1118 42.6555 % Kappa statistic 0.5024 Mean absolute error 0.1246 Root mean squared error 0.3305 Relative absolute error 50.8799 % Root relative squared error 94.4611 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.535 0.078 0.532 0.535 0.533 0.761 chest 0.599 0.073 0.576 0.599 0.588 0.796 forearm 0.658 0.054 0.67 0.658 0.664 0.825 head 0.668 0.062 0.644 0.668 0.655 0.821 shin 0.553 0.081 0.534 0.553 0.543 0.755 thigh 0.543 0.071 0.562 0.543 0.552 0.767 upperarm 0.459 0.079 0.491 0.459 0.474 0.714 waist Weighted Avg. 0.573 0.071 0.573 0.573 0.573 0.777 === Confusion Matrix === a b c d e f g <-- classified as 200 30 26 14 33 24 47 | a = chest 32 223 9 18 22 21 47 | b = forearm 15 19 246 14 23 40 17 | c = head 18 13 15 251 36 17 26 | d = shin 24 28 15 43 207 31 26 | e = thigh 38 22 43 23 31 204 15 | f = upperarm 49 52 13 27 36 26 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1511 57.6498 % Incorrectly Classified Instances 1110 42.3502 % Kappa statistic 0.5059 Mean absolute error 0.1252 Root mean squared error 0.3293 Relative absolute error 51.1154 % Root relative squared error 94.1091 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.081 0.544 0.579 0.561 0.774 chest 0.567 0.067 0.584 0.567 0.576 0.784 forearm 0.612 0.065 0.612 0.612 0.612 0.793 head 0.644 0.057 0.654 0.644 0.649 0.806 shin 0.564 0.073 0.563 0.564 0.563 0.746 thigh 0.543 0.065 0.581 0.543 0.561 0.764 upperarm 0.527 0.086 0.504 0.527 0.515 0.747 waist Weighted Avg. 0.576 0.071 0.578 0.576 0.577 0.773 === Confusion Matrix === a b c d e f g <-- classified as 217 32 23 15 20 19 49 | a = chest 42 211 15 19 21 16 48 | b = forearm 24 16 229 10 24 53 18 | c = head 20 23 13 242 41 15 22 | d = shin 30 19 23 37 211 25 29 | e = thigh 19 17 55 18 35 204 28 | f = upperarm 47 43 16 29 23 19 197 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1518 57.8947 % Incorrectly Classified Instances 1104 42.1053 % Kappa statistic 0.5088 Mean absolute error 0.1246 Root mean squared error 0.3285 Relative absolute error 50.89 % Root relative squared error 93.8796 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.541 0.084 0.518 0.541 0.529 0.749 chest 0.625 0.068 0.601 0.625 0.613 0.794 forearm 0.661 0.052 0.679 0.661 0.67 0.824 head 0.668 0.06 0.652 0.668 0.66 0.818 shin 0.519 0.082 0.513 0.519 0.516 0.738 thigh 0.574 0.07 0.578 0.574 0.576 0.771 upperarm 0.464 0.075 0.509 0.464 0.485 0.7 waist Weighted Avg. 0.579 0.07 0.579 0.579 0.579 0.771 === Confusion Matrix === a b c d e f g <-- classified as 203 34 20 15 31 21 51 | a = chest 27 232 16 16 21 13 46 | b = forearm 25 15 248 17 22 39 9 | c = head 20 23 8 251 31 23 20 | d = shin 37 23 20 38 194 42 20 | e = thigh 30 18 36 17 37 216 22 | f = upperarm 50 41 17 31 42 20 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1499 57.1701 % Incorrectly Classified Instances 1123 42.8299 % Kappa statistic 0.5003 Mean absolute error 0.1263 Root mean squared error 0.3318 Relative absolute error 51.5761 % Root relative squared error 94.8064 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.556 0.08 0.537 0.556 0.547 0.759 chest 0.558 0.066 0.583 0.558 0.57 0.776 forearm 0.669 0.054 0.675 0.669 0.672 0.835 head 0.649 0.071 0.604 0.649 0.626 0.803 shin 0.496 0.074 0.528 0.496 0.512 0.711 thigh 0.572 0.068 0.584 0.572 0.578 0.759 upperarm 0.501 0.087 0.49 0.501 0.495 0.725 waist Weighted Avg. 0.572 0.071 0.572 0.572 0.571 0.767 === Confusion Matrix === a b c d e f g <-- classified as 208 31 17 20 37 24 37 | a = chest 28 207 12 20 26 18 60 | b = forearm 25 12 251 15 20 41 11 | c = head 16 26 13 244 27 21 29 | d = shin 31 23 19 50 186 30 36 | e = thigh 24 21 35 29 29 215 23 | f = upperarm 55 35 25 26 27 19 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1524 58.1236 % Incorrectly Classified Instances 1098 41.8764 % Kappa statistic 0.5114 Mean absolute error 0.1232 Root mean squared error 0.3266 Relative absolute error 50.3058 % Root relative squared error 93.3376 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.596 0.086 0.535 0.596 0.564 0.782 chest 0.586 0.056 0.634 0.586 0.609 0.788 forearm 0.717 0.065 0.646 0.717 0.679 0.835 head 0.596 0.076 0.569 0.596 0.582 0.779 shin 0.547 0.071 0.562 0.547 0.554 0.748 thigh 0.535 0.065 0.578 0.535 0.555 0.764 upperarm 0.493 0.069 0.546 0.493 0.518 0.731 waist Weighted Avg. 0.581 0.07 0.581 0.581 0.58 0.775 === Confusion Matrix === a b c d e f g <-- classified as 223 20 28 20 23 21 39 | a = chest 41 218 19 20 24 15 35 | b = forearm 23 7 268 17 18 34 7 | c = head 22 18 16 224 43 27 26 | d = shin 29 17 25 45 205 29 25 | e = thigh 31 13 50 30 29 201 22 | f = upperarm 48 51 9 38 23 21 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1521 58.0092 % Incorrectly Classified Instances 1101 41.9908 % Kappa statistic 0.5101 Mean absolute error 0.1234 Root mean squared error 0.3279 Relative absolute error 50.4077 % Root relative squared error 93.6928 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.075 0.578 0.618 0.597 0.798 chest 0.589 0.067 0.593 0.589 0.591 0.783 forearm 0.631 0.059 0.641 0.631 0.636 0.806 head 0.674 0.06 0.655 0.674 0.664 0.824 shin 0.488 0.079 0.507 0.488 0.497 0.716 thigh 0.564 0.075 0.558 0.564 0.561 0.771 upperarm 0.497 0.076 0.522 0.497 0.51 0.727 waist Weighted Avg. 0.58 0.07 0.579 0.58 0.579 0.775 === Confusion Matrix === a b c d e f g <-- classified as 231 27 17 15 21 23 40 | a = chest 35 219 23 17 24 15 39 | b = forearm 27 15 236 9 15 50 22 | c = head 17 17 9 254 40 18 22 | d = shin 34 27 24 37 183 39 31 | e = thigh 21 15 41 23 48 212 16 | f = upperarm 35 49 18 33 30 23 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1534 58.505 % Incorrectly Classified Instances 1088 41.495 % Kappa statistic 0.5159 Mean absolute error 0.1226 Root mean squared error 0.3268 Relative absolute error 50.0769 % Root relative squared error 93.3941 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.584 0.074 0.567 0.584 0.576 0.777 chest 0.599 0.063 0.613 0.599 0.606 0.792 forearm 0.676 0.065 0.634 0.676 0.655 0.823 head 0.697 0.062 0.652 0.697 0.674 0.826 shin 0.515 0.066 0.564 0.515 0.538 0.726 thigh 0.511 0.073 0.541 0.511 0.525 0.745 upperarm 0.513 0.081 0.513 0.513 0.513 0.741 waist Weighted Avg. 0.585 0.069 0.583 0.585 0.584 0.776 === Confusion Matrix === a b c d e f g <-- classified as 219 26 27 17 26 16 44 | a = chest 31 223 16 22 22 17 41 | b = forearm 26 15 253 6 20 39 15 | c = head 20 15 9 262 32 18 20 | d = shin 25 13 25 46 193 43 30 | e = thigh 22 24 53 22 31 192 32 | f = upperarm 43 48 16 27 18 30 192 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1530 58.3524 % Incorrectly Classified Instances 1092 41.6476 % Kappa statistic 0.5141 Mean absolute error 0.1229 Root mean squared error 0.327 Relative absolute error 50.1718 % Root relative squared error 93.4543 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.517 0.077 0.529 0.517 0.523 0.755 chest 0.61 0.077 0.566 0.61 0.587 0.777 forearm 0.674 0.051 0.689 0.674 0.681 0.827 head 0.649 0.063 0.632 0.649 0.64 0.821 shin 0.525 0.072 0.55 0.525 0.538 0.731 thigh 0.601 0.068 0.596 0.601 0.599 0.796 upperarm 0.508 0.078 0.521 0.508 0.514 0.73 waist Weighted Avg. 0.584 0.069 0.583 0.584 0.583 0.777 === Confusion Matrix === a b c d e f g <-- classified as 194 40 20 21 27 23 50 | a = chest 39 227 14 18 16 16 42 | b = forearm 24 10 252 12 21 44 11 | c = head 17 26 13 244 38 15 23 | d = shin 29 24 20 45 197 33 27 | e = thigh 21 24 29 27 27 226 22 | f = upperarm 43 50 18 19 32 22 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1493 56.963 % Incorrectly Classified Instances 1128 43.037 % Kappa statistic 0.4979 Mean absolute error 0.1271 Root mean squared error 0.3325 Relative absolute error 51.8889 % Root relative squared error 95.0112 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.082 0.54 0.579 0.559 0.774 chest 0.59 0.067 0.592 0.59 0.591 0.791 forearm 0.682 0.057 0.664 0.682 0.673 0.829 head 0.662 0.068 0.619 0.662 0.64 0.808 shin 0.499 0.074 0.53 0.499 0.514 0.736 thigh 0.527 0.073 0.547 0.527 0.537 0.773 upperarm 0.449 0.08 0.483 0.449 0.465 0.695 waist Weighted Avg. 0.57 0.072 0.568 0.57 0.568 0.772 === Confusion Matrix === a b c d e f g <-- classified as 217 29 26 15 27 24 37 | a = chest 25 219 12 17 23 15 60 | b = forearm 24 11 255 14 18 36 16 | c = head 16 18 13 249 30 25 25 | d = shin 39 23 16 52 187 35 23 | e = thigh 29 16 50 23 41 198 19 | f = upperarm 52 54 12 32 27 29 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1521 58.0313 % Incorrectly Classified Instances 1100 41.9687 % Kappa statistic 0.5104 Mean absolute error 0.1247 Root mean squared error 0.3293 Relative absolute error 50.921 % Root relative squared error 94.0928 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.552 0.085 0.519 0.552 0.535 0.751 chest 0.625 0.074 0.581 0.625 0.603 0.791 forearm 0.672 0.051 0.689 0.672 0.68 0.833 head 0.644 0.068 0.614 0.644 0.629 0.8 shin 0.511 0.065 0.565 0.511 0.537 0.72 thigh 0.553 0.063 0.594 0.553 0.573 0.77 upperarm 0.505 0.083 0.504 0.505 0.505 0.732 waist Weighted Avg. 0.58 0.07 0.581 0.58 0.58 0.771 === Confusion Matrix === a b c d e f g <-- classified as 207 33 23 22 23 22 45 | a = chest 35 232 13 31 16 12 32 | b = forearm 21 11 252 13 25 38 15 | c = head 22 20 10 242 26 25 31 | d = shin 29 23 20 42 191 29 40 | e = thigh 32 27 35 14 37 208 23 | f = upperarm 53 53 13 30 20 16 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1510 57.6116 % Incorrectly Classified Instances 1111 42.3884 % Kappa statistic 0.5055 Mean absolute error 0.124 Root mean squared error 0.3281 Relative absolute error 50.6414 % Root relative squared error 93.7629 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.541 0.082 0.525 0.541 0.533 0.746 chest 0.566 0.071 0.568 0.566 0.567 0.778 forearm 0.688 0.056 0.672 0.688 0.68 0.832 head 0.614 0.063 0.621 0.614 0.618 0.791 shin 0.567 0.082 0.535 0.567 0.551 0.748 thigh 0.561 0.07 0.572 0.561 0.566 0.778 upperarm 0.495 0.07 0.539 0.495 0.516 0.727 waist Weighted Avg. 0.576 0.071 0.576 0.576 0.576 0.772 === Confusion Matrix === a b c d e f g <-- classified as 203 38 21 14 25 27 47 | a = chest 33 210 12 31 26 19 40 | b = forearm 32 14 258 9 19 32 11 | c = head 15 19 18 231 40 25 28 | d = shin 33 17 18 40 212 34 20 | e = thigh 34 21 40 19 39 211 12 | f = upperarm 37 51 17 28 35 21 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1505 57.4208 % Incorrectly Classified Instances 1116 42.5792 % Kappa statistic 0.5032 Mean absolute error 0.1253 Root mean squared error 0.3302 Relative absolute error 51.1445 % Root relative squared error 94.3665 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.565 0.077 0.549 0.565 0.557 0.767 chest 0.625 0.069 0.598 0.625 0.611 0.813 forearm 0.656 0.063 0.636 0.656 0.646 0.826 head 0.673 0.067 0.626 0.673 0.649 0.809 shin 0.524 0.08 0.523 0.524 0.523 0.718 thigh 0.527 0.064 0.579 0.527 0.552 0.765 upperarm 0.449 0.076 0.496 0.449 0.471 0.705 waist Weighted Avg. 0.574 0.071 0.572 0.574 0.573 0.772 === Confusion Matrix === a b c d e f g <-- classified as 212 35 19 17 30 15 47 | a = chest 32 232 11 22 21 10 43 | b = forearm 20 14 246 16 27 40 12 | c = head 14 17 17 253 31 23 21 | d = shin 33 18 26 39 196 34 28 | e = thigh 32 25 41 24 36 198 20 | f = upperarm 43 47 27 33 34 22 168 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1548 59.0389 % Incorrectly Classified Instances 1074 40.9611 % Kappa statistic 0.5221 Mean absolute error 0.1219 Root mean squared error 0.3239 Relative absolute error 49.7557 % Root relative squared error 92.5654 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.605 0.089 0.533 0.605 0.567 0.778 chest 0.577 0.073 0.565 0.577 0.571 0.765 forearm 0.685 0.058 0.664 0.685 0.675 0.832 head 0.653 0.062 0.637 0.653 0.645 0.806 shin 0.513 0.064 0.573 0.513 0.542 0.747 thigh 0.54 0.062 0.592 0.54 0.565 0.76 upperarm 0.559 0.07 0.571 0.559 0.565 0.764 waist Weighted Avg. 0.59 0.068 0.591 0.59 0.59 0.779 === Confusion Matrix === a b c d e f g <-- classified as 227 29 15 14 29 23 38 | a = chest 48 214 16 21 17 17 38 | b = forearm 26 12 257 17 14 36 13 | c = head 24 22 17 246 31 22 15 | d = shin 31 30 26 41 192 28 26 | e = thigh 28 23 41 26 28 203 27 | f = upperarm 42 49 15 21 24 14 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1538 58.6575 % Incorrectly Classified Instances 1084 41.3425 % Kappa statistic 0.5177 Mean absolute error 0.1235 Root mean squared error 0.3279 Relative absolute error 50.4444 % Root relative squared error 93.7133 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.555 0.083 0.528 0.555 0.541 0.748 chest 0.618 0.075 0.578 0.618 0.597 0.79 forearm 0.661 0.046 0.707 0.661 0.683 0.823 head 0.676 0.052 0.685 0.676 0.68 0.809 shin 0.543 0.07 0.564 0.543 0.553 0.737 thigh 0.548 0.074 0.554 0.548 0.551 0.764 upperarm 0.505 0.083 0.503 0.505 0.504 0.746 waist Weighted Avg. 0.587 0.069 0.588 0.587 0.587 0.774 === Confusion Matrix === a b c d e f g <-- classified as 208 33 19 14 31 25 45 | a = chest 32 230 7 14 15 22 52 | b = forearm 27 9 248 15 18 37 21 | c = head 21 18 11 254 31 20 21 | d = shin 32 31 13 40 203 34 21 | e = thigh 27 23 42 16 35 206 27 | f = upperarm 47 54 11 18 27 28 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1511 57.6278 % Incorrectly Classified Instances 1111 42.3722 % Kappa statistic 0.5057 Mean absolute error 0.1246 Root mean squared error 0.3281 Relative absolute error 50.8622 % Root relative squared error 93.755 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.517 0.083 0.511 0.517 0.514 0.744 chest 0.605 0.076 0.568 0.605 0.586 0.793 forearm 0.677 0.059 0.656 0.677 0.667 0.831 head 0.612 0.063 0.62 0.612 0.616 0.789 shin 0.527 0.079 0.525 0.527 0.526 0.736 thigh 0.593 0.057 0.635 0.593 0.613 0.801 upperarm 0.503 0.077 0.519 0.503 0.511 0.744 waist Weighted Avg. 0.576 0.071 0.577 0.576 0.576 0.777 === Confusion Matrix === a b c d e f g <-- classified as 194 36 24 14 43 14 50 | a = chest 41 225 9 21 17 19 40 | b = forearm 22 18 254 11 20 34 16 | c = head 24 22 20 230 45 18 17 | d = shin 29 27 23 42 197 23 33 | e = thigh 26 16 39 25 29 223 18 | f = upperarm 44 52 18 28 24 20 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1476 56.2929 % Incorrectly Classified Instances 1146 43.7071 % Kappa statistic 0.4901 Mean absolute error 0.1272 Root mean squared error 0.3326 Relative absolute error 51.9513 % Root relative squared error 95.0535 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.517 0.087 0.497 0.517 0.507 0.745 chest 0.591 0.076 0.563 0.591 0.577 0.781 forearm 0.631 0.06 0.634 0.631 0.633 0.809 head 0.646 0.061 0.641 0.646 0.644 0.804 shin 0.52 0.076 0.534 0.52 0.527 0.725 thigh 0.545 0.074 0.553 0.545 0.549 0.774 upperarm 0.489 0.076 0.517 0.489 0.503 0.737 waist Weighted Avg. 0.563 0.073 0.563 0.563 0.563 0.768 === Confusion Matrix === a b c d e f g <-- classified as 194 34 24 16 35 32 40 | a = chest 37 220 13 17 26 18 41 | b = forearm 26 18 236 17 20 46 11 | c = head 18 22 15 243 32 23 23 | d = shin 33 23 22 40 195 30 32 | e = thigh 23 18 45 25 36 205 24 | f = upperarm 59 56 17 21 21 17 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1480 56.4455 % Incorrectly Classified Instances 1142 43.5545 % Kappa statistic 0.4919 Mean absolute error 0.1268 Root mean squared error 0.3329 Relative absolute error 51.7615 % Root relative squared error 95.1312 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.6 0.088 0.533 0.6 0.565 0.772 chest 0.581 0.074 0.564 0.581 0.572 0.768 forearm 0.644 0.062 0.634 0.644 0.639 0.823 head 0.697 0.066 0.637 0.697 0.666 0.835 shin 0.48 0.072 0.528 0.48 0.503 0.716 thigh 0.511 0.071 0.545 0.511 0.527 0.747 upperarm 0.439 0.075 0.492 0.439 0.464 0.711 waist Weighted Avg. 0.564 0.073 0.562 0.564 0.562 0.768 === Confusion Matrix === a b c d e f g <-- classified as 225 32 17 21 27 15 38 | a = chest 32 216 18 23 24 14 45 | b = forearm 20 16 241 15 21 53 8 | c = head 15 19 14 262 29 17 20 | d = shin 41 18 19 45 180 39 33 | e = thigh 33 22 47 23 34 192 25 | f = upperarm 56 60 24 22 26 22 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1511 57.6278 % Incorrectly Classified Instances 1111 42.3722 % Kappa statistic 0.5057 Mean absolute error 0.125 Root mean squared error 0.3298 Relative absolute error 51.0283 % Root relative squared error 94.2559 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.073 0.571 0.579 0.575 0.77 chest 0.598 0.081 0.55 0.598 0.573 0.792 forearm 0.644 0.055 0.662 0.644 0.653 0.803 head 0.652 0.06 0.646 0.652 0.649 0.825 shin 0.475 0.077 0.506 0.475 0.49 0.694 thigh 0.598 0.073 0.577 0.598 0.587 0.795 upperarm 0.488 0.076 0.518 0.488 0.503 0.733 waist Weighted Avg. 0.576 0.071 0.576 0.576 0.576 0.773 === Confusion Matrix === a b c d e f g <-- classified as 217 34 24 14 25 24 37 | a = chest 36 222 11 24 24 19 35 | b = forearm 20 12 241 10 29 43 19 | c = head 12 19 13 245 35 18 34 | d = shin 30 35 28 37 178 43 24 | e = thigh 26 24 33 23 24 225 21 | f = upperarm 39 58 14 26 37 18 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1496 57.0775 % Incorrectly Classified Instances 1125 42.9225 % Kappa statistic 0.4992 Mean absolute error 0.1263 Root mean squared error 0.3312 Relative absolute error 51.5571 % Root relative squared error 94.6537 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.088 0.492 0.513 0.503 0.732 chest 0.569 0.063 0.598 0.569 0.583 0.768 forearm 0.639 0.051 0.677 0.639 0.657 0.825 head 0.66 0.065 0.629 0.66 0.644 0.814 shin 0.533 0.088 0.503 0.533 0.517 0.715 thigh 0.559 0.073 0.563 0.559 0.561 0.77 upperarm 0.523 0.073 0.544 0.523 0.533 0.757 waist Weighted Avg. 0.571 0.072 0.572 0.571 0.571 0.769 === Confusion Matrix === a b c d e f g <-- classified as 192 39 19 17 44 22 41 | a = chest 29 211 18 22 28 24 39 | b = forearm 31 6 239 12 30 45 11 | c = head 17 19 10 248 34 23 25 | d = shin 50 16 16 42 200 29 22 | e = thigh 27 15 33 30 35 210 26 | f = upperarm 44 47 18 23 27 20 196 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1528 58.2984 % Incorrectly Classified Instances 1093 41.7016 % Kappa statistic 0.5135 Mean absolute error 0.1228 Root mean squared error 0.3274 Relative absolute error 50.1333 % Root relative squared error 93.5751 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.08 0.535 0.553 0.544 0.771 chest 0.596 0.074 0.571 0.596 0.583 0.784 forearm 0.636 0.061 0.635 0.636 0.636 0.8 head 0.657 0.061 0.645 0.657 0.651 0.814 shin 0.504 0.073 0.535 0.504 0.519 0.736 thigh 0.588 0.069 0.588 0.588 0.588 0.779 upperarm 0.547 0.069 0.569 0.547 0.558 0.76 waist Weighted Avg. 0.583 0.069 0.583 0.583 0.583 0.778 === Confusion Matrix === a b c d e f g <-- classified as 207 33 26 12 32 24 40 | a = chest 35 221 14 22 19 17 43 | b = forearm 27 18 238 14 18 43 16 | c = head 22 29 16 247 30 12 20 | d = shin 33 28 17 48 189 38 22 | e = thigh 22 18 51 16 34 221 14 | f = upperarm 41 40 13 24 31 21 205 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1515 57.8024 % Incorrectly Classified Instances 1106 42.1976 % Kappa statistic 0.5077 Mean absolute error 0.1244 Root mean squared error 0.3302 Relative absolute error 50.7767 % Root relative squared error 94.3638 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.093 0.488 0.532 0.509 0.747 chest 0.631 0.062 0.626 0.631 0.628 0.813 forearm 0.661 0.061 0.644 0.661 0.653 0.823 head 0.649 0.058 0.652 0.649 0.651 0.805 shin 0.536 0.08 0.529 0.536 0.532 0.728 thigh 0.543 0.069 0.567 0.543 0.554 0.752 upperarm 0.495 0.069 0.544 0.495 0.518 0.723 waist Weighted Avg. 0.578 0.07 0.579 0.578 0.578 0.77 === Confusion Matrix === a b c d e f g <-- classified as 199 26 28 24 26 24 47 | a = chest 38 234 11 10 21 18 39 | b = forearm 26 18 248 11 24 36 12 | c = head 19 19 18 244 39 22 15 | d = shin 37 21 28 36 201 28 24 | e = thigh 30 17 40 25 42 204 18 | f = upperarm 59 39 12 24 27 28 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1472 56.1618 % Incorrectly Classified Instances 1149 43.8382 % Kappa statistic 0.4886 Mean absolute error 0.1286 Root mean squared error 0.3353 Relative absolute error 52.4985 % Root relative squared error 95.815 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.082 0.53 0.557 0.544 0.759 chest 0.561 0.073 0.558 0.561 0.559 0.766 forearm 0.667 0.061 0.644 0.667 0.655 0.834 head 0.609 0.06 0.631 0.609 0.62 0.781 shin 0.537 0.078 0.535 0.537 0.536 0.737 thigh 0.495 0.069 0.544 0.495 0.518 0.736 upperarm 0.505 0.087 0.491 0.505 0.498 0.734 waist Weighted Avg. 0.562 0.073 0.562 0.562 0.561 0.764 === Confusion Matrix === a b c d e f g <-- classified as 209 32 15 17 30 19 53 | a = chest 36 208 13 24 21 15 54 | b = forearm 26 14 250 14 24 36 11 | c = head 22 26 10 229 34 27 28 | d = shin 31 32 21 36 201 31 22 | e = thigh 26 23 58 21 34 186 28 | f = upperarm 44 38 21 22 32 28 189 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1488 56.7506 % Incorrectly Classified Instances 1134 43.2494 % Kappa statistic 0.4954 Mean absolute error 0.1278 Root mean squared error 0.3331 Relative absolute error 52.1951 % Root relative squared error 95.1806 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.56 0.099 0.485 0.56 0.52 0.742 chest 0.589 0.068 0.587 0.589 0.588 0.79 forearm 0.634 0.063 0.627 0.634 0.63 0.818 head 0.66 0.056 0.665 0.66 0.662 0.813 shin 0.48 0.07 0.533 0.48 0.505 0.719 thigh 0.553 0.07 0.568 0.553 0.561 0.767 upperarm 0.497 0.078 0.515 0.497 0.506 0.725 waist Weighted Avg. 0.568 0.072 0.569 0.568 0.567 0.768 === Confusion Matrix === a b c d e f g <-- classified as 210 38 24 15 29 19 40 | a = chest 41 219 16 11 20 17 48 | b = forearm 25 11 237 10 31 42 18 | c = head 28 17 12 248 27 18 26 | d = shin 35 35 24 46 180 30 25 | e = thigh 34 18 48 20 30 208 18 | f = upperarm 60 35 17 23 21 32 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1514 57.7422 % Incorrectly Classified Instances 1108 42.2578 % Kappa statistic 0.507 Mean absolute error 0.1248 Root mean squared error 0.3281 Relative absolute error 50.9593 % Root relative squared error 93.7724 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.541 0.083 0.522 0.541 0.531 0.749 chest 0.606 0.07 0.587 0.606 0.597 0.791 forearm 0.648 0.061 0.639 0.648 0.644 0.813 head 0.657 0.059 0.65 0.657 0.653 0.836 shin 0.523 0.072 0.549 0.523 0.536 0.748 thigh 0.561 0.066 0.586 0.561 0.573 0.773 upperarm 0.505 0.082 0.507 0.505 0.506 0.734 waist Weighted Avg. 0.577 0.07 0.577 0.577 0.577 0.778 === Confusion Matrix === a b c d e f g <-- classified as 203 29 31 18 24 18 52 | a = chest 43 225 9 20 17 16 41 | b = forearm 23 15 243 8 25 44 17 | c = head 23 20 10 247 28 21 27 | d = shin 31 25 21 40 196 35 27 | e = thigh 20 20 48 22 35 211 20 | f = upperarm 46 49 18 25 32 15 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1526 58.1998 % Incorrectly Classified Instances 1096 41.8002 % Kappa statistic 0.5123 Mean absolute error 0.1227 Root mean squared error 0.3272 Relative absolute error 50.0985 % Root relative squared error 93.5189 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.089 0.519 0.579 0.547 0.764 chest 0.609 0.076 0.571 0.609 0.589 0.786 forearm 0.709 0.067 0.639 0.709 0.673 0.838 head 0.596 0.045 0.689 0.596 0.639 0.79 shin 0.483 0.062 0.564 0.483 0.52 0.716 thigh 0.601 0.067 0.599 0.601 0.6 0.795 upperarm 0.497 0.081 0.504 0.497 0.501 0.732 waist Weighted Avg. 0.582 0.07 0.584 0.582 0.581 0.774 === Confusion Matrix === a b c d e f g <-- classified as 217 30 23 13 27 19 46 | a = chest 33 226 17 22 19 15 39 | b = forearm 23 13 266 8 12 33 20 | c = head 26 31 22 224 30 23 20 | d = shin 43 29 28 17 181 38 39 | e = thigh 32 15 43 20 21 226 19 | f = upperarm 44 52 17 21 31 23 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1546 58.9626 % Incorrectly Classified Instances 1076 41.0374 % Kappa statistic 0.5212 Mean absolute error 0.1202 Root mean squared error 0.3236 Relative absolute error 49.0684 % Root relative squared error 92.464 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.575 0.071 0.573 0.575 0.574 0.775 chest 0.606 0.068 0.595 0.606 0.601 0.796 forearm 0.653 0.06 0.646 0.653 0.65 0.814 head 0.67 0.059 0.656 0.67 0.663 0.827 shin 0.525 0.08 0.523 0.525 0.524 0.733 thigh 0.569 0.067 0.588 0.569 0.578 0.788 upperarm 0.528 0.074 0.542 0.528 0.535 0.744 waist Weighted Avg. 0.59 0.068 0.589 0.59 0.589 0.782 === Confusion Matrix === a b c d e f g <-- classified as 215 34 20 14 32 20 39 | a = chest 31 225 16 21 28 12 38 | b = forearm 30 9 245 12 20 43 16 | c = head 17 15 12 252 31 22 27 | d = shin 26 24 25 37 197 36 30 | e = thigh 16 21 46 25 37 214 17 | f = upperarm 40 50 15 23 32 17 198 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1505 57.3989 % Incorrectly Classified Instances 1117 42.6011 % Kappa statistic 0.503 Mean absolute error 0.1257 Root mean squared error 0.3287 Relative absolute error 51.3179 % Root relative squared error 93.948 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.596 0.087 0.533 0.596 0.563 0.782 chest 0.588 0.077 0.558 0.588 0.572 0.778 forearm 0.643 0.061 0.636 0.643 0.639 0.825 head 0.66 0.064 0.633 0.66 0.646 0.814 shin 0.539 0.073 0.55 0.539 0.544 0.749 thigh 0.487 0.061 0.57 0.487 0.525 0.748 upperarm 0.507 0.073 0.537 0.507 0.521 0.747 waist Weighted Avg. 0.574 0.071 0.574 0.574 0.573 0.778 === Confusion Matrix === a b c d e f g <-- classified as 223 34 18 17 23 17 42 | a = chest 32 218 17 22 14 25 43 | b = forearm 31 16 241 11 23 36 17 | c = head 18 23 17 248 31 19 20 | d = shin 35 24 22 43 202 28 21 | e = thigh 23 27 50 25 47 183 21 | f = upperarm 56 49 14 26 27 13 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1557 59.3822 % Incorrectly Classified Instances 1065 40.6178 % Kappa statistic 0.5261 Mean absolute error 0.1197 Root mean squared error 0.3216 Relative absolute error 48.8813 % Root relative squared error 91.8909 % Total Number of Instances 2622 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.575 0.08 0.546 0.575 0.56 0.767 chest 0.642 0.064 0.621 0.642 0.631 0.818 forearm 0.712 0.054 0.686 0.712 0.699 0.844 head 0.67 0.06 0.653 0.67 0.661 0.832 shin 0.52 0.069 0.556 0.52 0.537 0.746 thigh 0.551 0.074 0.555 0.551 0.553 0.766 upperarm 0.488 0.073 0.529 0.488 0.508 0.73 waist Weighted Avg. 0.594 0.068 0.592 0.594 0.593 0.786 === Confusion Matrix === a b c d e f g <-- classified as 215 30 20 16 25 21 47 | a = chest 30 238 14 15 23 18 33 | b = forearm 19 9 267 14 20 38 8 | c = head 21 20 13 252 26 19 25 | d = shin 32 20 16 41 195 39 32 | e = thigh 31 20 46 20 34 207 18 | f = upperarm 46 46 13 28 28 31 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1479 56.4288 % Incorrectly Classified Instances 1142 43.5712 % Kappa statistic 0.4917 Mean absolute error 0.1279 Root mean squared error 0.3333 Relative absolute error 52.2437 % Root relative squared error 95.2368 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.086 0.509 0.536 0.522 0.761 chest 0.604 0.078 0.561 0.604 0.582 0.783 forearm 0.66 0.056 0.662 0.66 0.661 0.822 head 0.626 0.061 0.633 0.626 0.629 0.807 shin 0.489 0.069 0.541 0.489 0.514 0.737 thigh 0.548 0.082 0.527 0.548 0.537 0.754 upperarm 0.487 0.076 0.517 0.487 0.501 0.712 waist Weighted Avg. 0.564 0.073 0.564 0.564 0.564 0.768 === Confusion Matrix === a b c d e f g <-- classified as 201 33 26 18 23 33 41 | a = chest 34 224 12 19 15 27 40 | b = forearm 26 10 247 9 25 40 17 | c = head 21 30 16 236 25 30 19 | d = shin 32 25 19 46 183 39 30 | e = thigh 32 22 38 21 34 206 23 | f = upperarm 49 55 15 24 33 16 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1507 57.4971 % Incorrectly Classified Instances 1114 42.5029 % Kappa statistic 0.5041 Mean absolute error 0.1248 Root mean squared error 0.331 Relative absolute error 50.9407 % Root relative squared error 94.5798 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.563 0.089 0.515 0.563 0.538 0.76 chest 0.624 0.07 0.595 0.624 0.609 0.803 forearm 0.668 0.055 0.67 0.668 0.669 0.834 head 0.646 0.068 0.615 0.646 0.63 0.798 shin 0.524 0.073 0.546 0.524 0.535 0.733 thigh 0.527 0.066 0.571 0.527 0.548 0.756 upperarm 0.473 0.076 0.51 0.473 0.491 0.694 waist Weighted Avg. 0.575 0.071 0.575 0.575 0.574 0.768 === Confusion Matrix === a b c d e f g <-- classified as 211 26 21 22 28 21 46 | a = chest 35 232 15 17 21 12 40 | b = forearm 28 14 250 12 20 36 14 | c = head 21 25 13 243 28 20 26 | d = shin 33 23 18 45 196 32 27 | e = thigh 30 24 44 23 40 198 17 | f = upperarm 52 46 12 33 26 28 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1487 56.7341 % Incorrectly Classified Instances 1134 43.2659 % Kappa statistic 0.4952 Mean absolute error 0.1261 Root mean squared error 0.3333 Relative absolute error 51.4924 % Root relative squared error 95.2484 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.549 0.084 0.523 0.549 0.536 0.76 chest 0.586 0.066 0.594 0.586 0.59 0.781 forearm 0.618 0.052 0.666 0.618 0.641 0.8 head 0.644 0.059 0.647 0.644 0.645 0.81 shin 0.548 0.077 0.542 0.548 0.545 0.737 thigh 0.543 0.082 0.527 0.543 0.535 0.745 upperarm 0.484 0.086 0.484 0.484 0.484 0.723 waist Weighted Avg. 0.567 0.072 0.569 0.567 0.568 0.765 === Confusion Matrix === a b c d e f g <-- classified as 206 33 26 7 24 28 51 | a = chest 30 218 16 15 18 25 50 | b = forearm 28 12 231 13 17 57 16 | c = head 25 20 9 242 32 24 24 | d = shin 34 17 17 40 205 34 27 | e = thigh 26 16 33 30 42 204 25 | f = upperarm 45 51 15 27 40 15 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1527 58.2602 % Incorrectly Classified Instances 1094 41.7398 % Kappa statistic 0.513 Mean absolute error 0.1227 Root mean squared error 0.3278 Relative absolute error 50.1144 % Root relative squared error 93.667 % Total Number of Instances 2621 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.576 0.084 0.535 0.576 0.555 0.758 chest 0.618 0.065 0.61 0.618 0.614 0.788 forearm 0.676 0.068 0.625 0.676 0.65 0.827 head 0.66 0.064 0.633 0.66 0.646 0.823 shin 0.503 0.068 0.553 0.503 0.527 0.723 thigh 0.54 0.066 0.577 0.54 0.558 0.761 upperarm 0.505 0.072 0.538 0.505 0.521 0.748 waist Weighted Avg. 0.583 0.07 0.581 0.583 0.581 0.775 === Confusion Matrix === a b c d e f g <-- classified as 216 22 24 19 29 25 40 | a = chest 39 230 14 17 18 10 44 | b = forearm 23 10 253 15 25 31 17 | c = head 16 22 17 248 33 23 17 | d = shin 30 21 17 55 188 40 23 | e = thigh 33 21 61 19 18 203 21 | f = upperarm 47 51 19 19 29 20 189 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 2 RUN: 0 FOLD: 0 Correctly Classified Instances 1716 68.1493 % Incorrectly Classified Instances 802 31.8507 % Kappa statistic 0.6284 Mean absolute error 0.0945 Root mean squared error 0.2858 Relative absolute error 38.5753 % Root relative squared error 81.6651 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.038 0.743 0.67 0.705 0.84 chest 0.654 0.067 0.619 0.654 0.636 0.816 forearm 0.601 0.064 0.611 0.601 0.606 0.799 head 0.797 0.029 0.82 0.797 0.808 0.926 shin 0.656 0.063 0.633 0.656 0.644 0.816 thigh 0.72 0.05 0.707 0.72 0.713 0.851 upperarm 0.672 0.06 0.652 0.672 0.662 0.823 waist Weighted Avg. 0.681 0.053 0.684 0.681 0.682 0.839 === Confusion Matrix === a b c d e f g <-- classified as 240 31 14 2 31 10 30 | a = chest 19 234 38 3 15 11 38 | b = forearm 12 43 217 4 13 44 28 | c = head 0 2 8 287 48 13 2 | d = shin 20 22 17 38 236 14 13 | e = thigh 7 12 33 14 17 260 18 | f = upperarm 25 34 28 2 13 16 242 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1735 68.9039 % Incorrectly Classified Instances 783 31.0961 % Kappa statistic 0.6372 Mean absolute error 0.0921 Root mean squared error 0.2823 Relative absolute error 37.595 % Root relative squared error 80.679 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.052 0.696 0.718 0.707 0.852 chest 0.684 0.057 0.664 0.684 0.674 0.833 forearm 0.604 0.064 0.614 0.604 0.609 0.793 head 0.817 0.035 0.795 0.817 0.805 0.919 shin 0.658 0.057 0.66 0.658 0.659 0.835 thigh 0.715 0.039 0.752 0.715 0.733 0.859 upperarm 0.628 0.059 0.64 0.628 0.634 0.797 waist Weighted Avg. 0.689 0.052 0.689 0.689 0.689 0.841 === Confusion Matrix === a b c d e f g <-- classified as 257 23 23 1 26 9 19 | a = chest 21 245 34 1 12 10 35 | b = forearm 25 30 218 7 19 25 37 | c = head 2 2 10 294 43 6 3 | d = shin 26 17 11 45 237 12 12 | e = thigh 7 14 32 19 10 258 21 | f = upperarm 31 38 27 3 12 23 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1764 70.0556 % Incorrectly Classified Instances 754 29.9444 % Kappa statistic 0.6507 Mean absolute error 0.0887 Root mean squared error 0.2763 Relative absolute error 36.239 % Root relative squared error 78.9473 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.049 0.714 0.74 0.727 0.869 chest 0.692 0.06 0.657 0.692 0.674 0.837 forearm 0.629 0.066 0.615 0.629 0.622 0.802 head 0.797 0.026 0.834 0.797 0.815 0.913 shin 0.7 0.053 0.687 0.7 0.693 0.844 thigh 0.712 0.045 0.728 0.712 0.72 0.85 upperarm 0.634 0.051 0.678 0.634 0.655 0.818 waist Weighted Avg. 0.701 0.05 0.702 0.701 0.701 0.848 === Confusion Matrix === a b c d e f g <-- classified as 265 24 11 2 30 13 13 | a = chest 21 247 34 0 9 11 35 | b = forearm 21 35 227 2 15 28 33 | c = head 6 3 10 287 37 13 4 | d = shin 19 24 12 32 252 12 9 | e = thigh 10 13 43 12 11 257 15 | f = upperarm 29 30 32 9 13 19 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1744 69.2613 % Incorrectly Classified Instances 774 30.7387 % Kappa statistic 0.6414 Mean absolute error 0.0911 Root mean squared error 0.28 Relative absolute error 37.2054 % Root relative squared error 80.006 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.054 0.688 0.715 0.701 0.852 chest 0.683 0.057 0.665 0.683 0.674 0.832 forearm 0.582 0.064 0.605 0.582 0.593 0.776 head 0.811 0.031 0.813 0.811 0.812 0.909 shin 0.654 0.055 0.665 0.654 0.659 0.831 thigh 0.74 0.041 0.752 0.74 0.746 0.862 upperarm 0.664 0.057 0.658 0.664 0.661 0.837 waist Weighted Avg. 0.693 0.051 0.692 0.693 0.692 0.843 === Confusion Matrix === a b c d e f g <-- classified as 256 29 15 6 22 5 25 | a = chest 26 244 30 3 21 7 26 | b = forearm 24 33 210 3 18 38 35 | c = head 4 3 9 292 35 10 7 | d = shin 25 18 15 41 236 11 15 | e = thigh 8 12 36 11 11 267 16 | f = upperarm 29 28 32 3 12 17 239 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1742 69.1819 % Incorrectly Classified Instances 776 30.8181 % Kappa statistic 0.6405 Mean absolute error 0.0924 Root mean squared error 0.2811 Relative absolute error 37.7268 % Root relative squared error 80.3212 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.055 0.678 0.691 0.684 0.836 chest 0.644 0.056 0.653 0.644 0.649 0.832 forearm 0.584 0.064 0.603 0.584 0.594 0.782 head 0.828 0.03 0.823 0.828 0.825 0.931 shin 0.694 0.06 0.66 0.694 0.677 0.837 thigh 0.729 0.042 0.745 0.729 0.737 0.876 upperarm 0.672 0.053 0.68 0.672 0.676 0.828 waist Weighted Avg. 0.692 0.051 0.692 0.692 0.692 0.846 === Confusion Matrix === a b c d e f g <-- classified as 248 32 17 0 30 13 19 | a = chest 34 230 37 3 18 6 29 | b = forearm 19 31 211 11 19 34 36 | c = head 1 3 5 298 39 11 3 | d = shin 27 13 13 32 250 9 16 | e = thigh 16 8 40 13 10 263 11 | f = upperarm 21 35 27 5 13 17 242 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1725 68.5068 % Incorrectly Classified Instances 793 31.4932 % Kappa statistic 0.6326 Mean absolute error 0.0932 Root mean squared error 0.2829 Relative absolute error 38.062 % Root relative squared error 80.8388 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.056 0.674 0.691 0.682 0.844 chest 0.627 0.055 0.653 0.627 0.64 0.816 forearm 0.633 0.065 0.62 0.633 0.626 0.813 head 0.803 0.021 0.863 0.803 0.832 0.91 shin 0.653 0.063 0.632 0.653 0.642 0.822 thigh 0.751 0.049 0.721 0.751 0.735 0.872 upperarm 0.636 0.058 0.645 0.636 0.641 0.809 waist Weighted Avg. 0.685 0.052 0.687 0.685 0.686 0.841 === Confusion Matrix === a b c d e f g <-- classified as 248 22 20 1 38 7 23 | a = chest 28 224 38 0 15 13 39 | b = forearm 18 33 228 8 14 41 18 | c = head 1 3 14 290 34 14 5 | d = shin 29 16 17 28 235 15 20 | e = thigh 11 14 28 3 13 271 21 | f = upperarm 33 31 23 6 23 15 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1771 70.3615 % Incorrectly Classified Instances 746 29.6385 % Kappa statistic 0.6542 Mean absolute error 0.088 Root mean squared error 0.2737 Relative absolute error 35.9506 % Root relative squared error 78.2047 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.046 0.707 0.673 0.69 0.831 chest 0.675 0.056 0.664 0.675 0.669 0.84 forearm 0.633 0.054 0.661 0.633 0.647 0.824 head 0.828 0.031 0.819 0.828 0.824 0.924 shin 0.711 0.051 0.701 0.711 0.706 0.851 thigh 0.751 0.055 0.697 0.751 0.723 0.875 upperarm 0.653 0.053 0.673 0.653 0.663 0.827 waist Weighted Avg. 0.704 0.049 0.703 0.704 0.703 0.853 === Confusion Matrix === a b c d e f g <-- classified as 241 34 17 3 28 10 25 | a = chest 28 241 32 3 11 13 29 | b = forearm 14 31 228 5 12 41 29 | c = head 4 1 9 299 32 14 2 | d = shin 19 12 12 36 256 13 12 | e = thigh 6 11 28 16 12 271 17 | f = upperarm 29 33 19 3 14 27 235 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1752 69.6067 % Incorrectly Classified Instances 765 30.3933 % Kappa statistic 0.6454 Mean absolute error 0.0917 Root mean squared error 0.2814 Relative absolute error 37.4254 % Root relative squared error 80.4106 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.051 0.704 0.732 0.718 0.849 chest 0.668 0.071 0.61 0.668 0.637 0.827 forearm 0.6 0.067 0.598 0.6 0.599 0.789 head 0.842 0.029 0.83 0.842 0.836 0.927 shin 0.667 0.05 0.692 0.667 0.679 0.83 thigh 0.679 0.034 0.768 0.679 0.721 0.833 upperarm 0.686 0.053 0.684 0.686 0.685 0.831 waist Weighted Avg. 0.696 0.051 0.698 0.696 0.696 0.841 === Confusion Matrix === a b c d e f g <-- classified as 262 24 18 4 23 5 22 | a = chest 39 239 32 1 13 5 29 | b = forearm 14 49 216 8 11 32 30 | c = head 4 2 3 303 33 9 6 | d = shin 29 22 17 28 240 11 13 | e = thigh 6 24 47 15 10 245 14 | f = upperarm 18 32 28 6 17 12 247 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1727 68.6134 % Incorrectly Classified Instances 790 31.3866 % Kappa statistic 0.6338 Mean absolute error 0.0928 Root mean squared error 0.2841 Relative absolute error 37.8923 % Root relative squared error 81.1794 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.054 0.687 0.718 0.702 0.853 chest 0.623 0.054 0.658 0.623 0.64 0.797 forearm 0.607 0.068 0.598 0.607 0.602 0.798 head 0.811 0.027 0.832 0.811 0.821 0.928 shin 0.672 0.061 0.649 0.672 0.66 0.812 thigh 0.706 0.041 0.743 0.706 0.724 0.845 upperarm 0.667 0.061 0.645 0.667 0.656 0.821 waist Weighted Avg. 0.686 0.052 0.687 0.686 0.687 0.836 === Confusion Matrix === a b c d e f g <-- classified as 257 22 13 3 29 6 28 | a = chest 17 223 46 3 17 13 39 | b = forearm 28 32 219 6 15 29 32 | c = head 6 3 2 292 41 14 2 | d = shin 25 17 16 34 242 13 13 | e = thigh 17 14 36 10 11 254 18 | f = upperarm 24 28 34 3 18 13 240 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1743 69.2491 % Incorrectly Classified Instances 774 30.7509 % Kappa statistic 0.6412 Mean absolute error 0.0918 Root mean squared error 0.2805 Relative absolute error 37.4869 % Root relative squared error 80.1526 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.057 0.683 0.74 0.71 0.859 chest 0.665 0.05 0.688 0.665 0.676 0.824 forearm 0.607 0.072 0.586 0.607 0.596 0.784 head 0.783 0.019 0.873 0.783 0.826 0.926 shin 0.667 0.056 0.667 0.667 0.667 0.822 thigh 0.736 0.044 0.736 0.736 0.736 0.871 upperarm 0.65 0.061 0.639 0.65 0.645 0.823 waist Weighted Avg. 0.692 0.051 0.696 0.692 0.694 0.844 === Confusion Matrix === a b c d e f g <-- classified as 265 16 12 1 26 11 27 | a = chest 27 238 36 2 12 7 36 | b = forearm 20 35 219 4 11 41 31 | c = head 8 1 12 282 43 12 2 | d = shin 31 13 26 22 240 10 18 | e = thigh 11 14 36 8 8 265 18 | f = upperarm 26 29 33 4 20 14 234 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1723 68.4273 % Incorrectly Classified Instances 795 31.5727 % Kappa statistic 0.6317 Mean absolute error 0.0933 Root mean squared error 0.2838 Relative absolute error 38.0943 % Root relative squared error 81.1156 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.063 0.655 0.724 0.688 0.837 chest 0.625 0.058 0.639 0.625 0.632 0.807 forearm 0.628 0.07 0.601 0.628 0.614 0.796 head 0.817 0.028 0.829 0.817 0.823 0.937 shin 0.664 0.055 0.669 0.664 0.667 0.829 thigh 0.697 0.042 0.734 0.697 0.715 0.865 upperarm 0.634 0.052 0.672 0.634 0.652 0.815 waist Weighted Avg. 0.684 0.053 0.686 0.684 0.684 0.841 === Confusion Matrix === a b c d e f g <-- classified as 260 33 12 2 20 12 20 | a = chest 35 223 42 1 20 9 27 | b = forearm 13 35 226 6 19 31 30 | c = head 4 1 5 295 42 9 5 | d = shin 37 11 17 31 239 15 10 | e = thigh 11 7 44 19 8 251 20 | f = upperarm 37 39 30 2 9 15 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1738 69.023 % Incorrectly Classified Instances 780 30.977 % Kappa statistic 0.6386 Mean absolute error 0.0921 Root mean squared error 0.2835 Relative absolute error 37.6198 % Root relative squared error 81.0163 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.046 0.722 0.716 0.719 0.852 chest 0.676 0.062 0.645 0.676 0.66 0.824 forearm 0.589 0.072 0.576 0.589 0.582 0.787 head 0.825 0.025 0.846 0.825 0.835 0.931 shin 0.704 0.056 0.679 0.704 0.691 0.844 thigh 0.703 0.049 0.705 0.703 0.704 0.849 upperarm 0.619 0.052 0.666 0.619 0.642 0.796 waist Weighted Avg. 0.69 0.052 0.691 0.69 0.691 0.84 === Confusion Matrix === a b c d e f g <-- classified as 257 18 23 4 23 15 19 | a = chest 22 242 33 3 11 14 33 | b = forearm 25 43 212 4 11 35 30 | c = head 0 0 7 297 42 13 1 | d = shin 20 17 19 28 254 13 10 | e = thigh 11 12 42 10 13 253 19 | f = upperarm 21 43 32 5 20 16 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1731 68.745 % Incorrectly Classified Instances 787 31.255 % Kappa statistic 0.6354 Mean absolute error 0.093 Root mean squared error 0.2833 Relative absolute error 37.9868 % Root relative squared error 80.9561 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.061 0.662 0.723 0.692 0.858 chest 0.634 0.055 0.658 0.634 0.646 0.814 forearm 0.632 0.07 0.602 0.632 0.616 0.8 head 0.856 0.032 0.817 0.856 0.836 0.939 shin 0.631 0.05 0.678 0.631 0.653 0.834 thigh 0.723 0.041 0.746 0.723 0.734 0.857 upperarm 0.614 0.056 0.648 0.614 0.631 0.809 waist Weighted Avg. 0.687 0.052 0.687 0.687 0.687 0.844 === Confusion Matrix === a b c d e f g <-- classified as 259 27 11 6 25 8 22 | a = chest 30 227 40 3 17 10 31 | b = forearm 18 37 228 2 13 37 26 | c = head 5 1 8 308 26 10 2 | d = shin 39 12 15 44 227 8 15 | e = thigh 8 10 37 11 10 261 24 | f = upperarm 32 31 40 3 17 16 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1762 69.9762 % Incorrectly Classified Instances 756 30.0238 % Kappa statistic 0.6497 Mean absolute error 0.09 Root mean squared error 0.2789 Relative absolute error 36.7361 % Root relative squared error 79.6888 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.045 0.724 0.712 0.718 0.847 chest 0.718 0.051 0.698 0.718 0.708 0.854 forearm 0.615 0.067 0.605 0.615 0.61 0.795 head 0.853 0.032 0.814 0.853 0.833 0.931 shin 0.644 0.055 0.661 0.644 0.653 0.828 thigh 0.72 0.05 0.707 0.72 0.713 0.846 upperarm 0.636 0.049 0.684 0.636 0.659 0.82 waist Weighted Avg. 0.7 0.05 0.699 0.7 0.699 0.846 === Confusion Matrix === a b c d e f g <-- classified as 255 17 18 7 29 9 23 | a = chest 18 257 31 1 15 8 28 | b = forearm 14 32 222 4 21 46 22 | c = head 0 0 10 307 28 11 4 | d = shin 23 14 20 42 232 13 16 | e = thigh 15 11 37 13 12 260 13 | f = upperarm 27 37 29 3 14 21 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1758 69.8173 % Incorrectly Classified Instances 760 30.1827 % Kappa statistic 0.6479 Mean absolute error 0.09 Root mean squared error 0.2784 Relative absolute error 36.742 % Root relative squared error 79.5615 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.042 0.729 0.676 0.701 0.824 chest 0.676 0.055 0.67 0.676 0.673 0.823 forearm 0.59 0.064 0.609 0.59 0.599 0.795 head 0.842 0.029 0.83 0.842 0.836 0.926 shin 0.689 0.053 0.685 0.689 0.687 0.85 thigh 0.748 0.057 0.685 0.748 0.715 0.868 upperarm 0.667 0.053 0.678 0.667 0.672 0.821 waist Weighted Avg. 0.698 0.05 0.698 0.698 0.698 0.844 === Confusion Matrix === a b c d e f g <-- classified as 242 27 21 2 30 10 26 | a = chest 20 242 39 1 14 13 29 | b = forearm 11 33 213 8 18 51 27 | c = head 4 3 6 303 28 14 2 | d = shin 25 13 9 32 248 14 19 | e = thigh 10 11 34 16 9 270 11 | f = upperarm 20 32 28 3 15 22 240 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1776 70.5322 % Incorrectly Classified Instances 742 29.4678 % Kappa statistic 0.6562 Mean absolute error 0.0876 Root mean squared error 0.2742 Relative absolute error 35.7714 % Root relative squared error 78.3502 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.046 0.72 0.712 0.716 0.849 chest 0.654 0.058 0.65 0.654 0.652 0.83 forearm 0.629 0.069 0.604 0.629 0.616 0.802 head 0.819 0.02 0.87 0.819 0.844 0.92 shin 0.736 0.058 0.678 0.736 0.706 0.855 thigh 0.753 0.039 0.764 0.753 0.759 0.867 upperarm 0.633 0.053 0.667 0.633 0.65 0.819 waist Weighted Avg. 0.705 0.049 0.708 0.705 0.706 0.849 === Confusion Matrix === a b c d e f g <-- classified as 255 24 14 3 29 8 25 | a = chest 23 234 42 0 18 5 36 | b = forearm 20 38 227 6 11 34 25 | c = head 5 5 4 295 38 9 4 | d = shin 20 14 20 21 265 9 11 | e = thigh 12 10 31 11 12 272 13 | f = upperarm 19 35 38 3 18 19 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1798 71.4342 % Incorrectly Classified Instances 719 28.5658 % Kappa statistic 0.6667 Mean absolute error 0.0859 Root mean squared error 0.2711 Relative absolute error 35.0868 % Root relative squared error 77.4635 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.038 0.748 0.67 0.707 0.831 chest 0.723 0.069 0.634 0.723 0.675 0.845 forearm 0.687 0.06 0.656 0.687 0.671 0.828 head 0.839 0.027 0.839 0.839 0.839 0.93 shin 0.686 0.047 0.71 0.686 0.698 0.836 thigh 0.745 0.037 0.773 0.745 0.759 0.866 upperarm 0.65 0.056 0.659 0.65 0.655 0.815 waist Weighted Avg. 0.714 0.048 0.717 0.714 0.715 0.85 === Confusion Matrix === a b c d e f g <-- classified as 240 31 15 3 27 11 31 | a = chest 16 258 29 4 12 9 29 | b = forearm 10 39 248 3 11 24 26 | c = head 2 3 7 302 26 13 7 | d = shin 22 16 19 31 247 8 17 | e = thigh 8 22 30 7 14 269 11 | f = upperarm 23 38 30 10 11 14 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1684 66.905 % Incorrectly Classified Instances 833 33.095 % Kappa statistic 0.6139 Mean absolute error 0.0973 Root mean squared error 0.2909 Relative absolute error 39.7308 % Root relative squared error 83.1413 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.053 0.693 0.723 0.708 0.858 chest 0.641 0.07 0.601 0.641 0.621 0.811 forearm 0.584 0.072 0.575 0.584 0.58 0.779 head 0.772 0.031 0.808 0.772 0.79 0.905 shin 0.642 0.058 0.647 0.642 0.644 0.825 thigh 0.679 0.045 0.716 0.679 0.697 0.836 upperarm 0.642 0.056 0.656 0.642 0.649 0.804 waist Weighted Avg. 0.669 0.055 0.671 0.669 0.67 0.831 === Confusion Matrix === a b c d e f g <-- classified as 259 25 15 2 21 9 27 | a = chest 33 229 43 1 15 7 29 | b = forearm 17 49 211 5 17 37 25 | c = head 7 0 10 278 44 17 4 | d = shin 23 25 14 43 231 12 12 | e = thigh 6 17 44 11 14 245 24 | f = upperarm 29 36 30 4 15 15 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1754 69.6861 % Incorrectly Classified Instances 763 30.3139 % Kappa statistic 0.6463 Mean absolute error 0.0903 Root mean squared error 0.2785 Relative absolute error 36.8775 % Root relative squared error 79.5865 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.059 0.672 0.726 0.698 0.844 chest 0.667 0.057 0.659 0.667 0.663 0.829 forearm 0.648 0.074 0.595 0.648 0.621 0.798 head 0.794 0.024 0.849 0.794 0.821 0.921 shin 0.714 0.048 0.712 0.714 0.713 0.857 thigh 0.734 0.04 0.755 0.734 0.744 0.874 upperarm 0.594 0.052 0.654 0.594 0.623 0.791 waist Weighted Avg. 0.697 0.051 0.7 0.697 0.698 0.845 === Confusion Matrix === a b c d e f g <-- classified as 260 26 25 3 18 5 21 | a = chest 29 238 38 1 16 6 29 | b = forearm 25 33 234 4 12 27 26 | c = head 3 0 12 286 36 15 8 | d = shin 21 16 15 26 257 13 12 | e = thigh 11 15 36 11 6 265 17 | f = upperarm 38 33 33 6 16 20 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1707 67.8188 % Incorrectly Classified Instances 810 32.1812 % Kappa statistic 0.6246 Mean absolute error 0.0943 Root mean squared error 0.2875 Relative absolute error 38.5194 % Root relative squared error 82.1662 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.068 0.631 0.701 0.664 0.85 chest 0.644 0.06 0.639 0.644 0.642 0.804 forearm 0.589 0.07 0.584 0.589 0.586 0.792 head 0.82 0.024 0.853 0.82 0.836 0.919 shin 0.675 0.052 0.685 0.675 0.68 0.828 thigh 0.726 0.039 0.755 0.726 0.74 0.879 upperarm 0.592 0.062 0.614 0.592 0.603 0.789 waist Weighted Avg. 0.678 0.054 0.68 0.678 0.679 0.838 === Confusion Matrix === a b c d e f g <-- classified as 251 28 12 4 23 5 35 | a = chest 30 230 42 1 16 6 32 | b = forearm 27 47 212 4 14 26 30 | c = head 3 2 11 296 29 18 2 | d = shin 39 12 12 30 243 6 18 | e = thigh 14 12 34 8 14 262 17 | f = upperarm 34 29 40 4 16 24 213 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1758 69.8173 % Incorrectly Classified Instances 760 30.1827 % Kappa statistic 0.6479 Mean absolute error 0.0898 Root mean squared error 0.2777 Relative absolute error 36.6781 % Root relative squared error 79.3465 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.044 0.735 0.737 0.736 0.871 chest 0.698 0.066 0.638 0.698 0.667 0.832 forearm 0.579 0.065 0.599 0.579 0.589 0.782 head 0.822 0.022 0.863 0.822 0.842 0.938 shin 0.7 0.061 0.656 0.7 0.677 0.845 thigh 0.698 0.039 0.75 0.698 0.723 0.865 upperarm 0.653 0.056 0.662 0.653 0.657 0.823 waist Weighted Avg. 0.698 0.05 0.7 0.698 0.699 0.851 === Confusion Matrix === a b c d e f g <-- classified as 264 30 15 2 23 7 17 | a = chest 21 250 41 2 12 5 27 | b = forearm 16 43 209 4 22 35 32 | c = head 2 1 5 296 38 15 3 | d = shin 19 21 22 25 252 8 13 | e = thigh 6 16 32 13 14 252 28 | f = upperarm 31 31 25 1 23 14 235 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1744 69.2613 % Incorrectly Classified Instances 774 30.7387 % Kappa statistic 0.6414 Mean absolute error 0.0923 Root mean squared error 0.2806 Relative absolute error 37.6839 % Root relative squared error 80.19 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.049 0.697 0.682 0.689 0.842 chest 0.67 0.054 0.672 0.67 0.671 0.838 forearm 0.648 0.072 0.6 0.648 0.623 0.823 head 0.808 0.027 0.834 0.808 0.821 0.927 shin 0.672 0.057 0.661 0.672 0.667 0.81 thigh 0.731 0.041 0.75 0.731 0.741 0.868 upperarm 0.636 0.058 0.647 0.636 0.641 0.81 waist Weighted Avg. 0.693 0.051 0.694 0.693 0.693 0.845 === Confusion Matrix === a b c d e f g <-- classified as 244 26 23 3 26 5 31 | a = chest 32 240 31 2 11 16 26 | b = forearm 14 30 234 12 12 33 26 | c = head 5 2 7 291 45 7 3 | d = shin 28 17 19 27 242 10 17 | e = thigh 4 9 40 11 11 264 22 | f = upperarm 23 33 36 3 19 17 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1764 70.0556 % Incorrectly Classified Instances 754 29.9444 % Kappa statistic 0.6507 Mean absolute error 0.089 Root mean squared error 0.2769 Relative absolute error 36.3533 % Root relative squared error 79.1298 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.052 0.705 0.747 0.725 0.866 chest 0.712 0.066 0.642 0.712 0.675 0.841 forearm 0.594 0.063 0.61 0.594 0.602 0.794 head 0.812 0.026 0.84 0.812 0.825 0.919 shin 0.672 0.061 0.647 0.672 0.659 0.839 thigh 0.722 0.042 0.741 0.722 0.731 0.866 upperarm 0.644 0.039 0.734 0.644 0.686 0.817 waist Weighted Avg. 0.701 0.05 0.703 0.701 0.701 0.849 === Confusion Matrix === a b c d e f g <-- classified as 268 25 13 1 37 2 13 | a = chest 27 255 33 2 12 10 19 | b = forearm 20 41 214 5 26 38 16 | c = head 4 4 10 293 36 8 6 | d = shin 17 18 22 38 242 15 8 | e = thigh 13 17 30 8 10 260 22 | f = upperarm 31 37 29 2 11 18 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1760 69.8967 % Incorrectly Classified Instances 758 30.1033 % Kappa statistic 0.6488 Mean absolute error 0.0901 Root mean squared error 0.2797 Relative absolute error 36.8062 % Root relative squared error 79.9385 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.057 0.681 0.724 0.702 0.857 chest 0.668 0.066 0.626 0.668 0.646 0.822 forearm 0.644 0.062 0.636 0.644 0.64 0.796 head 0.798 0.024 0.85 0.798 0.823 0.926 shin 0.692 0.057 0.669 0.692 0.68 0.833 thigh 0.697 0.038 0.756 0.697 0.725 0.847 upperarm 0.669 0.049 0.697 0.669 0.683 0.821 waist Weighted Avg. 0.699 0.05 0.702 0.699 0.7 0.843 === Confusion Matrix === a b c d e f g <-- classified as 260 34 10 6 24 8 17 | a = chest 27 239 32 2 18 5 35 | b = forearm 15 32 232 4 17 33 27 | c = head 5 4 8 288 37 15 4 | d = shin 34 23 14 25 249 6 9 | e = thigh 19 12 39 10 16 251 13 | f = upperarm 22 38 30 4 11 14 241 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1762 69.9762 % Incorrectly Classified Instances 756 30.0238 % Kappa statistic 0.6497 Mean absolute error 0.0892 Root mean squared error 0.2775 Relative absolute error 36.4168 % Root relative squared error 79.309 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.049 0.702 0.698 0.7 0.85 chest 0.684 0.053 0.682 0.684 0.683 0.84 forearm 0.617 0.056 0.647 0.617 0.632 0.808 head 0.8 0.035 0.793 0.8 0.797 0.925 shin 0.714 0.051 0.698 0.714 0.706 0.844 thigh 0.729 0.047 0.721 0.729 0.725 0.868 upperarm 0.657 0.059 0.651 0.657 0.654 0.817 waist Weighted Avg. 0.7 0.05 0.699 0.7 0.699 0.85 === Confusion Matrix === a b c d e f g <-- classified as 250 24 17 7 26 10 24 | a = chest 29 245 31 0 11 6 36 | b = forearm 15 38 222 6 10 38 31 | c = head 8 3 7 288 38 12 4 | d = shin 25 11 7 36 257 10 14 | e = thigh 9 8 32 20 11 263 18 | f = upperarm 20 30 27 6 15 26 237 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1828 72.5973 % Incorrectly Classified Instances 690 27.4027 % Kappa statistic 0.6803 Mean absolute error 0.0836 Root mean squared error 0.2656 Relative absolute error 34.1169 % Root relative squared error 75.9075 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.044 0.73 0.709 0.72 0.858 chest 0.664 0.046 0.703 0.664 0.683 0.841 forearm 0.679 0.061 0.65 0.679 0.664 0.84 head 0.844 0.028 0.835 0.844 0.84 0.938 shin 0.712 0.042 0.741 0.712 0.726 0.868 thigh 0.74 0.044 0.74 0.74 0.74 0.865 upperarm 0.733 0.056 0.688 0.733 0.71 0.841 waist Weighted Avg. 0.726 0.046 0.727 0.726 0.726 0.864 === Confusion Matrix === a b c d e f g <-- classified as 254 24 15 3 25 15 22 | a = chest 18 237 47 2 8 10 35 | b = forearm 13 26 245 3 15 31 28 | c = head 3 1 9 304 31 11 1 | d = shin 22 12 13 34 257 11 12 | e = thigh 14 8 29 16 5 267 22 | f = upperarm 24 29 19 2 6 16 264 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1778 70.6397 % Incorrectly Classified Instances 739 29.3603 % Kappa statistic 0.6575 Mean absolute error 0.0882 Root mean squared error 0.2753 Relative absolute error 36.0007 % Root relative squared error 78.684 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.782 0.057 0.693 0.782 0.735 0.887 chest 0.641 0.044 0.705 0.641 0.672 0.83 forearm 0.618 0.067 0.608 0.618 0.613 0.806 head 0.814 0.029 0.823 0.814 0.818 0.918 shin 0.692 0.05 0.699 0.692 0.696 0.846 thigh 0.74 0.047 0.726 0.74 0.733 0.863 upperarm 0.658 0.048 0.695 0.658 0.676 0.824 waist Weighted Avg. 0.706 0.049 0.707 0.706 0.706 0.853 === Confusion Matrix === a b c d e f g <-- classified as 280 16 13 4 22 7 16 | a = chest 30 229 45 2 13 11 27 | b = forearm 18 32 223 8 15 34 31 | c = head 7 4 5 293 31 16 4 | d = shin 29 12 13 39 249 6 12 | e = thigh 14 9 37 6 14 267 14 | f = upperarm 26 23 31 4 12 27 237 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1740 69.1299 % Incorrectly Classified Instances 777 30.8701 % Kappa statistic 0.6398 Mean absolute error 0.0918 Root mean squared error 0.2792 Relative absolute error 37.4759 % Root relative squared error 79.7758 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.062 0.666 0.746 0.704 0.863 chest 0.625 0.056 0.65 0.625 0.637 0.803 forearm 0.618 0.075 0.581 0.618 0.599 0.795 head 0.828 0.03 0.821 0.828 0.824 0.925 shin 0.644 0.05 0.684 0.644 0.664 0.827 thigh 0.731 0.044 0.737 0.731 0.734 0.872 upperarm 0.647 0.045 0.708 0.647 0.676 0.812 waist Weighted Avg. 0.691 0.051 0.693 0.691 0.691 0.842 === Confusion Matrix === a b c d e f g <-- classified as 267 21 25 0 19 8 18 | a = chest 35 223 43 0 22 6 28 | b = forearm 18 34 223 5 13 42 26 | c = head 2 2 9 298 37 10 2 | d = shin 33 7 17 41 232 16 14 | e = thigh 14 14 42 13 6 264 8 | f = upperarm 32 42 25 6 10 12 233 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1708 67.8586 % Incorrectly Classified Instances 809 32.1414 % Kappa statistic 0.625 Mean absolute error 0.0936 Root mean squared error 0.284 Relative absolute error 38.2215 % Root relative squared error 81.1506 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.061 0.662 0.721 0.69 0.849 chest 0.647 0.056 0.658 0.647 0.653 0.823 forearm 0.596 0.065 0.606 0.596 0.601 0.798 head 0.794 0.024 0.846 0.794 0.819 0.937 shin 0.653 0.071 0.606 0.653 0.628 0.82 thigh 0.737 0.042 0.745 0.737 0.741 0.872 upperarm 0.603 0.056 0.642 0.603 0.622 0.798 waist Weighted Avg. 0.679 0.054 0.681 0.679 0.679 0.842 === Confusion Matrix === a b c d e f g <-- classified as 258 15 16 3 34 9 23 | a = chest 31 231 31 3 17 5 39 | b = forearm 27 39 215 6 12 38 24 | c = head 4 2 3 286 55 7 3 | d = shin 36 18 16 28 235 12 15 | e = thigh 6 13 40 7 12 266 17 | f = upperarm 28 33 34 5 23 20 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1743 69.2491 % Incorrectly Classified Instances 774 30.7509 % Kappa statistic 0.6412 Mean absolute error 0.0914 Root mean squared error 0.2797 Relative absolute error 37.3179 % Root relative squared error 79.9289 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.051 0.699 0.712 0.705 0.853 chest 0.653 0.059 0.647 0.653 0.65 0.829 forearm 0.623 0.077 0.577 0.623 0.599 0.801 head 0.803 0.021 0.865 0.803 0.833 0.932 shin 0.706 0.055 0.681 0.706 0.693 0.86 thigh 0.717 0.038 0.757 0.717 0.737 0.858 upperarm 0.633 0.058 0.646 0.633 0.64 0.79 waist Weighted Avg. 0.692 0.051 0.696 0.692 0.694 0.846 === Confusion Matrix === a b c d e f g <-- classified as 255 21 24 2 22 10 24 | a = chest 35 233 40 1 17 8 23 | b = forearm 18 43 225 1 15 30 29 | c = head 4 1 11 289 35 12 8 | d = shin 22 19 18 25 254 8 14 | e = thigh 6 3 44 14 8 259 27 | f = upperarm 25 40 28 2 22 15 228 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1762 69.9762 % Incorrectly Classified Instances 756 30.0238 % Kappa statistic 0.6497 Mean absolute error 0.0896 Root mean squared error 0.2778 Relative absolute error 36.5746 % Root relative squared error 79.3772 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.05 0.711 0.735 0.723 0.86 chest 0.656 0.063 0.635 0.656 0.646 0.821 forearm 0.604 0.062 0.619 0.604 0.612 0.787 head 0.794 0.032 0.806 0.794 0.8 0.908 shin 0.725 0.047 0.721 0.725 0.723 0.849 thigh 0.726 0.042 0.742 0.726 0.734 0.87 upperarm 0.658 0.055 0.666 0.658 0.662 0.827 waist Weighted Avg. 0.7 0.05 0.7 0.7 0.7 0.846 === Confusion Matrix === a b c d e f g <-- classified as 263 27 13 7 19 8 21 | a = chest 31 235 37 1 10 9 35 | b = forearm 15 41 218 10 14 33 30 | c = head 6 3 8 286 40 13 4 | d = shin 18 15 10 29 261 10 17 | e = thigh 12 13 44 13 5 262 12 | f = upperarm 25 36 22 9 13 18 237 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1765 70.0953 % Incorrectly Classified Instances 753 29.9047 % Kappa statistic 0.6511 Mean absolute error 0.0895 Root mean squared error 0.2792 Relative absolute error 36.5613 % Root relative squared error 79.8002 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.044 0.723 0.698 0.71 0.844 chest 0.69 0.056 0.673 0.69 0.681 0.839 forearm 0.623 0.066 0.611 0.623 0.617 0.791 head 0.839 0.028 0.834 0.839 0.837 0.928 shin 0.65 0.051 0.682 0.65 0.666 0.831 thigh 0.709 0.044 0.731 0.709 0.72 0.849 upperarm 0.697 0.061 0.657 0.697 0.677 0.826 waist Weighted Avg. 0.701 0.05 0.702 0.701 0.701 0.844 === Confusion Matrix === a b c d e f g <-- classified as 250 31 11 2 28 8 28 | a = chest 19 247 36 3 12 12 29 | b = forearm 21 29 225 4 16 29 37 | c = head 3 1 8 302 30 12 4 | d = shin 23 20 15 43 234 12 13 | e = thigh 12 14 44 5 10 256 20 | f = upperarm 18 25 29 3 13 21 251 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1759 69.857 % Incorrectly Classified Instances 759 30.143 % Kappa statistic 0.6483 Mean absolute error 0.0907 Root mean squared error 0.279 Relative absolute error 37.0495 % Root relative squared error 79.7276 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.049 0.716 0.74 0.728 0.865 chest 0.645 0.061 0.638 0.645 0.642 0.824 forearm 0.633 0.061 0.633 0.633 0.633 0.813 head 0.797 0.024 0.847 0.797 0.821 0.924 shin 0.72 0.054 0.69 0.72 0.705 0.857 thigh 0.712 0.049 0.708 0.712 0.71 0.84 upperarm 0.642 0.054 0.666 0.642 0.653 0.812 waist Weighted Avg. 0.699 0.05 0.7 0.699 0.699 0.848 === Confusion Matrix === a b c d e f g <-- classified as 265 28 10 2 20 11 22 | a = chest 27 231 38 2 14 10 36 | b = forearm 14 39 228 7 13 36 23 | c = head 1 2 7 287 46 15 2 | d = shin 25 15 7 24 260 17 13 | e = thigh 10 12 38 13 11 257 20 | f = upperarm 28 35 32 4 13 17 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1711 67.9508 % Incorrectly Classified Instances 807 32.0492 % Kappa statistic 0.6261 Mean absolute error 0.0954 Root mean squared error 0.2879 Relative absolute error 38.9409 % Root relative squared error 82.2627 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.05 0.694 0.688 0.691 0.827 chest 0.704 0.067 0.636 0.704 0.668 0.844 forearm 0.606 0.076 0.569 0.606 0.587 0.791 head 0.806 0.025 0.841 0.806 0.823 0.916 shin 0.667 0.057 0.661 0.667 0.664 0.821 thigh 0.697 0.043 0.732 0.697 0.714 0.852 upperarm 0.589 0.055 0.64 0.589 0.614 0.8 waist Weighted Avg. 0.68 0.053 0.682 0.68 0.68 0.836 === Confusion Matrix === a b c d e f g <-- classified as 247 32 19 5 25 8 23 | a = chest 22 252 35 1 11 5 32 | b = forearm 22 41 218 4 13 35 27 | c = head 1 3 8 291 39 12 7 | d = shin 26 15 26 26 240 14 13 | e = thigh 15 11 38 10 18 251 17 | f = upperarm 23 42 39 9 17 18 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1765 70.0953 % Incorrectly Classified Instances 753 29.9047 % Kappa statistic 0.6511 Mean absolute error 0.0892 Root mean squared error 0.2757 Relative absolute error 36.4068 % Root relative squared error 78.7905 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.054 0.677 0.682 0.68 0.837 chest 0.682 0.056 0.667 0.682 0.674 0.835 forearm 0.608 0.059 0.631 0.608 0.62 0.796 head 0.848 0.031 0.823 0.848 0.835 0.944 shin 0.678 0.054 0.678 0.678 0.678 0.848 thigh 0.769 0.042 0.755 0.769 0.762 0.889 upperarm 0.639 0.053 0.669 0.639 0.653 0.813 waist Weighted Avg. 0.701 0.05 0.7 0.701 0.7 0.852 === Confusion Matrix === a b c d e f g <-- classified as 245 25 24 4 28 10 23 | a = chest 26 244 31 0 12 6 39 | b = forearm 16 34 219 12 23 37 19 | c = head 4 1 4 306 35 8 3 | d = shin 32 12 15 31 244 8 18 | e = thigh 11 13 31 14 2 277 12 | f = upperarm 28 37 23 5 16 21 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1679 66.6799 % Incorrectly Classified Instances 839 33.3201 % Kappa statistic 0.6113 Mean absolute error 0.0979 Root mean squared error 0.2913 Relative absolute error 39.9727 % Root relative squared error 83.2384 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.06 0.666 0.723 0.693 0.842 chest 0.608 0.062 0.618 0.608 0.613 0.791 forearm 0.576 0.071 0.575 0.576 0.575 0.783 head 0.833 0.035 0.8 0.833 0.816 0.927 shin 0.611 0.055 0.649 0.611 0.629 0.811 thigh 0.676 0.045 0.716 0.676 0.695 0.848 upperarm 0.64 0.06 0.64 0.64 0.64 0.81 waist Weighted Avg. 0.667 0.056 0.666 0.667 0.666 0.83 === Confusion Matrix === a b c d e f g <-- classified as 259 27 11 5 27 8 21 | a = chest 37 217 40 0 22 6 35 | b = forearm 18 50 208 2 20 31 32 | c = head 1 6 9 300 29 13 2 | d = shin 33 9 11 48 220 21 18 | e = thigh 7 11 55 15 7 244 22 | f = upperarm 34 31 28 5 14 18 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1737 69.0107 % Incorrectly Classified Instances 780 30.9893 % Kappa statistic 0.6385 Mean absolute error 0.0927 Root mean squared error 0.2801 Relative absolute error 37.8552 % Root relative squared error 80.0538 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.049 0.71 0.723 0.716 0.854 chest 0.658 0.06 0.644 0.658 0.651 0.822 forearm 0.565 0.07 0.576 0.565 0.571 0.766 head 0.811 0.022 0.861 0.811 0.835 0.946 shin 0.703 0.053 0.688 0.703 0.695 0.861 thigh 0.729 0.05 0.709 0.729 0.719 0.864 upperarm 0.642 0.057 0.651 0.642 0.646 0.811 waist Weighted Avg. 0.69 0.052 0.691 0.69 0.69 0.846 === Confusion Matrix === a b c d e f g <-- classified as 259 25 17 0 28 10 19 | a = chest 22 235 47 2 15 11 25 | b = forearm 20 38 204 7 11 41 40 | c = head 5 3 5 292 37 11 7 | d = shin 25 13 16 24 253 13 16 | e = thigh 10 15 29 12 15 263 17 | f = upperarm 24 36 36 2 9 22 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1748 69.4478 % Incorrectly Classified Instances 769 30.5522 % Kappa statistic 0.6436 Mean absolute error 0.0914 Root mean squared error 0.2803 Relative absolute error 37.3177 % Root relative squared error 80.0886 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.05 0.703 0.721 0.712 0.856 chest 0.697 0.066 0.637 0.697 0.666 0.835 forearm 0.587 0.063 0.611 0.587 0.599 0.788 head 0.817 0.025 0.842 0.817 0.829 0.928 shin 0.686 0.054 0.68 0.686 0.683 0.831 thigh 0.69 0.045 0.718 0.69 0.703 0.854 upperarm 0.664 0.053 0.677 0.664 0.67 0.827 waist Weighted Avg. 0.694 0.051 0.696 0.694 0.695 0.846 === Confusion Matrix === a b c d e f g <-- classified as 258 26 13 3 22 10 26 | a = chest 35 249 31 0 13 8 21 | b = forearm 17 43 212 5 19 35 30 | c = head 3 3 4 294 35 14 7 | d = shin 17 16 21 31 247 14 14 | e = thigh 10 16 40 16 14 249 16 | f = upperarm 27 38 26 0 13 17 239 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1718 68.2559 % Incorrectly Classified Instances 799 31.7441 % Kappa statistic 0.6296 Mean absolute error 0.095 Root mean squared error 0.285 Relative absolute error 38.8118 % Root relative squared error 81.4595 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.058 0.67 0.709 0.689 0.83 chest 0.622 0.056 0.649 0.622 0.635 0.826 forearm 0.651 0.076 0.59 0.651 0.619 0.81 head 0.839 0.025 0.846 0.839 0.842 0.936 shin 0.672 0.054 0.676 0.672 0.674 0.833 thigh 0.704 0.043 0.732 0.704 0.718 0.845 upperarm 0.581 0.059 0.622 0.581 0.601 0.789 waist Weighted Avg. 0.683 0.053 0.684 0.683 0.683 0.839 === Confusion Matrix === a b c d e f g <-- classified as 254 23 22 2 26 12 19 | a = chest 39 222 36 0 10 6 44 | b = forearm 17 34 235 7 10 33 25 | c = head 5 1 8 302 33 10 1 | d = shin 22 21 19 28 242 6 22 | e = thigh 6 14 39 12 20 254 16 | f = upperarm 36 27 39 6 17 26 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1788 71.0369 % Incorrectly Classified Instances 729 28.9631 % Kappa statistic 0.6621 Mean absolute error 0.0875 Root mean squared error 0.2717 Relative absolute error 35.7171 % Root relative squared error 77.6446 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.05 0.713 0.743 0.728 0.87 chest 0.669 0.05 0.687 0.669 0.678 0.828 forearm 0.626 0.062 0.628 0.626 0.627 0.795 head 0.822 0.022 0.86 0.822 0.841 0.94 shin 0.717 0.05 0.707 0.717 0.712 0.863 thigh 0.745 0.044 0.741 0.745 0.743 0.87 upperarm 0.65 0.06 0.643 0.65 0.646 0.819 waist Weighted Avg. 0.71 0.048 0.711 0.71 0.711 0.855 === Confusion Matrix === a b c d e f g <-- classified as 266 24 13 0 26 6 23 | a = chest 22 239 26 1 10 15 44 | b = forearm 24 33 226 7 14 31 26 | c = head 5 2 7 296 35 13 2 | d = shin 24 13 17 26 258 7 15 | e = thigh 8 6 39 12 7 269 20 | f = upperarm 24 31 32 2 15 22 234 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1737 68.9833 % Incorrectly Classified Instances 781 31.0167 % Kappa statistic 0.6381 Mean absolute error 0.0925 Root mean squared error 0.2822 Relative absolute error 37.7625 % Root relative squared error 80.6547 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.052 0.697 0.726 0.711 0.849 chest 0.623 0.052 0.664 0.623 0.643 0.818 forearm 0.62 0.066 0.61 0.62 0.615 0.799 head 0.828 0.033 0.808 0.828 0.818 0.925 shin 0.631 0.051 0.674 0.631 0.651 0.8 thigh 0.717 0.049 0.712 0.717 0.714 0.857 upperarm 0.683 0.058 0.661 0.683 0.672 0.826 waist Weighted Avg. 0.69 0.052 0.689 0.69 0.689 0.839 === Confusion Matrix === a b c d e f g <-- classified as 260 26 11 2 28 7 24 | a = chest 30 223 48 0 17 14 26 | b = forearm 17 30 224 7 14 40 29 | c = head 4 3 8 298 32 14 1 | d = shin 30 13 18 41 227 11 20 | e = thigh 11 10 29 17 9 259 26 | f = upperarm 21 31 29 4 10 19 246 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1715 68.1096 % Incorrectly Classified Instances 803 31.8904 % Kappa statistic 0.6279 Mean absolute error 0.0943 Root mean squared error 0.2861 Relative absolute error 38.5058 % Root relative squared error 81.7656 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.056 0.674 0.698 0.686 0.835 chest 0.668 0.064 0.634 0.668 0.65 0.825 forearm 0.607 0.065 0.61 0.607 0.608 0.804 head 0.792 0.032 0.805 0.792 0.798 0.903 shin 0.642 0.055 0.66 0.642 0.651 0.818 thigh 0.737 0.049 0.717 0.737 0.727 0.858 upperarm 0.625 0.051 0.67 0.625 0.647 0.804 waist Weighted Avg. 0.681 0.053 0.681 0.681 0.681 0.835 === Confusion Matrix === a b c d e f g <-- classified as 250 34 16 1 18 14 25 | a = chest 31 239 30 4 15 8 31 | b = forearm 21 39 219 5 15 38 24 | c = head 3 4 12 285 39 15 2 | d = shin 31 11 21 44 231 12 10 | e = thigh 7 15 31 12 11 266 19 | f = upperarm 28 35 30 3 21 18 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1772 70.3733 % Incorrectly Classified Instances 746 29.6267 % Kappa statistic 0.6544 Mean absolute error 0.0887 Root mean squared error 0.2767 Relative absolute error 36.2179 % Root relative squared error 79.0644 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.062 0.661 0.729 0.693 0.862 chest 0.659 0.058 0.652 0.659 0.656 0.809 forearm 0.604 0.064 0.614 0.604 0.609 0.783 head 0.839 0.021 0.87 0.839 0.854 0.941 shin 0.719 0.045 0.725 0.719 0.722 0.861 thigh 0.731 0.043 0.742 0.731 0.736 0.858 upperarm 0.644 0.053 0.671 0.644 0.657 0.825 waist Weighted Avg. 0.704 0.049 0.705 0.704 0.704 0.848 === Confusion Matrix === a b c d e f g <-- classified as 261 24 15 3 24 10 21 | a = chest 40 236 29 2 11 7 33 | b = forearm 19 41 218 5 9 34 35 | c = head 1 3 9 302 31 12 2 | d = shin 35 10 9 19 259 16 12 | e = thigh 9 15 42 12 8 264 11 | f = upperarm 30 33 33 4 15 13 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1770 70.2939 % Incorrectly Classified Instances 748 29.7061 % Kappa statistic 0.6534 Mean absolute error 0.0892 Root mean squared error 0.2783 Relative absolute error 36.4045 % Root relative squared error 79.5196 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.048 0.723 0.751 0.737 0.869 chest 0.665 0.054 0.672 0.665 0.669 0.827 forearm 0.643 0.082 0.569 0.643 0.603 0.798 head 0.814 0.021 0.867 0.814 0.84 0.928 shin 0.686 0.049 0.7 0.686 0.693 0.841 thigh 0.723 0.037 0.765 0.723 0.744 0.853 upperarm 0.639 0.057 0.653 0.639 0.646 0.821 waist Weighted Avg. 0.703 0.05 0.707 0.703 0.704 0.848 === Confusion Matrix === a b c d e f g <-- classified as 269 19 13 3 23 7 24 | a = chest 12 238 52 4 17 3 32 | b = forearm 20 38 232 6 8 34 23 | c = head 4 0 11 293 36 10 6 | d = shin 34 22 15 17 247 12 13 | e = thigh 14 9 33 12 8 261 24 | f = upperarm 19 28 52 3 14 14 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1724 68.467 % Incorrectly Classified Instances 794 31.533 % Kappa statistic 0.6321 Mean absolute error 0.0925 Root mean squared error 0.2828 Relative absolute error 37.7814 % Root relative squared error 80.8033 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.057 0.666 0.684 0.675 0.819 chest 0.67 0.058 0.658 0.67 0.664 0.826 forearm 0.565 0.065 0.591 0.565 0.578 0.767 head 0.825 0.025 0.844 0.825 0.834 0.934 shin 0.686 0.063 0.647 0.686 0.666 0.831 thigh 0.734 0.045 0.73 0.734 0.732 0.856 upperarm 0.628 0.054 0.659 0.628 0.643 0.806 waist Weighted Avg. 0.685 0.053 0.685 0.685 0.685 0.834 === Confusion Matrix === a b c d e f g <-- classified as 245 24 24 5 34 7 19 | a = chest 23 240 38 1 16 9 31 | b = forearm 19 40 204 6 19 41 32 | c = head 7 1 6 297 39 10 0 | d = shin 28 17 10 30 247 14 14 | e = thigh 15 11 28 9 12 265 21 | f = upperarm 31 32 35 4 15 17 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1719 68.2685 % Incorrectly Classified Instances 799 31.7315 % Kappa statistic 0.6298 Mean absolute error 0.0951 Root mean squared error 0.2856 Relative absolute error 38.8127 % Root relative squared error 81.6193 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.064 0.649 0.716 0.681 0.842 chest 0.647 0.055 0.662 0.647 0.654 0.818 forearm 0.626 0.067 0.611 0.626 0.618 0.792 head 0.814 0.037 0.788 0.814 0.801 0.929 shin 0.625 0.053 0.662 0.625 0.643 0.813 thigh 0.69 0.039 0.746 0.69 0.717 0.843 upperarm 0.661 0.055 0.667 0.661 0.664 0.807 waist Weighted Avg. 0.683 0.053 0.683 0.683 0.682 0.835 === Confusion Matrix === a b c d e f g <-- classified as 257 23 19 3 22 10 25 | a = chest 43 231 25 4 15 9 30 | b = forearm 25 45 226 8 13 25 19 | c = head 3 2 9 293 37 13 3 | d = shin 25 9 21 49 225 7 24 | e = thigh 9 11 45 12 17 249 18 | f = upperarm 34 28 25 3 11 21 238 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1718 68.2559 % Incorrectly Classified Instances 799 31.7441 % Kappa statistic 0.6297 Mean absolute error 0.0944 Root mean squared error 0.2862 Relative absolute error 38.5446 % Root relative squared error 81.7926 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.062 0.656 0.71 0.682 0.842 chest 0.672 0.061 0.647 0.672 0.659 0.826 forearm 0.561 0.057 0.623 0.561 0.591 0.771 head 0.858 0.033 0.813 0.858 0.835 0.927 shin 0.629 0.057 0.649 0.629 0.639 0.799 thigh 0.725 0.041 0.746 0.725 0.735 0.853 upperarm 0.622 0.06 0.635 0.622 0.628 0.813 waist Weighted Avg. 0.683 0.053 0.681 0.683 0.681 0.833 === Confusion Matrix === a b c d e f g <-- classified as 255 25 17 3 26 8 25 | a = chest 32 240 28 2 19 8 28 | b = forearm 22 35 202 5 27 37 32 | c = head 6 2 5 309 26 7 5 | d = shin 28 17 14 49 227 7 19 | e = thigh 17 14 32 8 8 261 20 | f = upperarm 29 38 26 4 17 22 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1751 69.5669 % Incorrectly Classified Instances 766 30.4331 % Kappa statistic 0.645 Mean absolute error 0.0913 Root mean squared error 0.281 Relative absolute error 37.2979 % Root relative squared error 80.3113 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.048 0.705 0.696 0.7 0.833 chest 0.655 0.064 0.627 0.655 0.641 0.815 forearm 0.628 0.067 0.609 0.628 0.618 0.8 head 0.778 0.02 0.865 0.778 0.819 0.924 shin 0.719 0.064 0.654 0.719 0.685 0.848 thigh 0.744 0.04 0.755 0.744 0.75 0.868 upperarm 0.648 0.051 0.68 0.648 0.664 0.818 waist Weighted Avg. 0.696 0.051 0.7 0.696 0.697 0.844 === Confusion Matrix === a b c d e f g <-- classified as 249 26 21 2 31 9 20 | a = chest 34 234 36 1 14 15 23 | b = forearm 16 47 226 4 15 25 27 | c = head 5 1 10 281 49 9 6 | d = shin 21 15 9 25 259 11 20 | e = thigh 6 14 37 9 12 268 14 | f = upperarm 22 36 32 3 16 18 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1736 68.971 % Incorrectly Classified Instances 781 31.029 % Kappa statistic 0.638 Mean absolute error 0.0916 Root mean squared error 0.2813 Relative absolute error 37.4081 % Root relative squared error 80.3945 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.05 0.704 0.723 0.713 0.847 chest 0.695 0.056 0.674 0.695 0.684 0.843 forearm 0.594 0.064 0.61 0.594 0.602 0.785 head 0.801 0.035 0.792 0.801 0.796 0.921 shin 0.644 0.061 0.639 0.644 0.642 0.81 thigh 0.723 0.043 0.737 0.723 0.73 0.873 upperarm 0.647 0.053 0.67 0.647 0.658 0.813 waist Weighted Avg. 0.69 0.052 0.689 0.69 0.689 0.842 === Confusion Matrix === a b c d e f g <-- classified as 259 27 11 6 24 7 24 | a = chest 28 248 35 1 15 5 25 | b = forearm 18 29 214 10 22 38 29 | c = head 2 1 9 289 49 7 4 | d = shin 26 13 18 37 232 16 18 | e = thigh 11 13 35 19 7 261 15 | f = upperarm 24 37 29 3 14 20 233 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1716 68.1764 % Incorrectly Classified Instances 801 31.8236 % Kappa statistic 0.6287 Mean absolute error 0.0946 Root mean squared error 0.2872 Relative absolute error 38.6219 % Root relative squared error 82.0842 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.054 0.678 0.687 0.682 0.827 chest 0.692 0.061 0.653 0.692 0.672 0.834 forearm 0.59 0.063 0.61 0.59 0.6 0.787 head 0.794 0.029 0.822 0.794 0.808 0.909 shin 0.667 0.06 0.65 0.667 0.658 0.846 thigh 0.706 0.045 0.722 0.706 0.714 0.858 upperarm 0.636 0.059 0.641 0.636 0.639 0.801 waist Weighted Avg. 0.682 0.053 0.683 0.682 0.682 0.838 === Confusion Matrix === a b c d e f g <-- classified as 246 29 14 4 30 18 17 | a = chest 24 247 32 0 11 4 39 | b = forearm 15 41 213 9 19 30 34 | c = head 6 2 8 286 37 16 5 | d = shin 29 17 16 33 240 10 15 | e = thigh 14 6 39 13 16 255 18 | f = upperarm 29 36 27 3 16 20 229 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1762 69.9762 % Incorrectly Classified Instances 756 30.0238 % Kappa statistic 0.6497 Mean absolute error 0.0893 Root mean squared error 0.2789 Relative absolute error 36.4543 % Root relative squared error 79.7107 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.053 0.693 0.718 0.705 0.857 chest 0.693 0.057 0.668 0.693 0.68 0.842 forearm 0.609 0.066 0.608 0.609 0.609 0.791 head 0.778 0.02 0.864 0.778 0.819 0.909 shin 0.703 0.063 0.649 0.703 0.675 0.828 thigh 0.72 0.043 0.739 0.72 0.729 0.868 upperarm 0.678 0.048 0.701 0.678 0.689 0.834 waist Weighted Avg. 0.7 0.05 0.703 0.7 0.701 0.847 === Confusion Matrix === a b c d e f g <-- classified as 257 28 14 3 32 9 15 | a = chest 22 248 44 1 15 6 22 | b = forearm 17 35 220 7 12 47 23 | c = head 6 2 9 280 45 13 5 | d = shin 28 19 14 19 253 10 17 | e = thigh 10 14 34 10 11 260 22 | f = upperarm 31 25 27 4 22 7 244 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1728 68.6259 % Incorrectly Classified Instances 790 31.3741 % Kappa statistic 0.634 Mean absolute error 0.0931 Root mean squared error 0.2837 Relative absolute error 38.0142 % Root relative squared error 81.0657 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.05 0.696 0.69 0.693 0.847 chest 0.641 0.062 0.629 0.641 0.635 0.819 forearm 0.615 0.075 0.58 0.615 0.597 0.793 head 0.798 0.03 0.818 0.798 0.808 0.92 shin 0.686 0.054 0.679 0.686 0.682 0.841 thigh 0.737 0.039 0.758 0.737 0.747 0.869 upperarm 0.636 0.056 0.656 0.636 0.646 0.803 waist Weighted Avg. 0.686 0.052 0.688 0.686 0.687 0.842 === Confusion Matrix === a b c d e f g <-- classified as 247 32 19 5 23 8 24 | a = chest 30 229 38 2 14 14 30 | b = forearm 18 47 222 6 10 35 23 | c = head 2 0 8 288 46 10 7 | d = shin 20 18 22 32 247 5 16 | e = thigh 8 8 37 15 7 266 20 | f = upperarm 30 30 37 4 17 13 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1757 69.7776 % Incorrectly Classified Instances 761 30.2224 % Kappa statistic 0.6474 Mean absolute error 0.0893 Root mean squared error 0.2775 Relative absolute error 36.4655 % Root relative squared error 79.3039 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.045 0.725 0.715 0.72 0.848 chest 0.675 0.061 0.646 0.675 0.66 0.84 forearm 0.612 0.076 0.576 0.612 0.593 0.802 head 0.839 0.025 0.851 0.839 0.845 0.938 shin 0.689 0.055 0.678 0.689 0.683 0.84 thigh 0.715 0.039 0.752 0.715 0.733 0.864 upperarm 0.639 0.052 0.671 0.639 0.654 0.835 waist Weighted Avg. 0.698 0.05 0.7 0.698 0.699 0.853 === Confusion Matrix === a b c d e f g <-- classified as 256 24 21 4 26 5 22 | a = chest 20 241 41 1 15 9 30 | b = forearm 17 39 221 7 18 34 25 | c = head 2 1 6 303 29 13 7 | d = shin 24 16 19 32 248 8 13 | e = thigh 13 14 40 7 13 258 16 | f = upperarm 21 38 36 2 17 16 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1715 68.1096 % Incorrectly Classified Instances 803 31.8904 % Kappa statistic 0.6279 Mean absolute error 0.0954 Root mean squared error 0.2874 Relative absolute error 38.9604 % Root relative squared error 82.1258 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.053 0.68 0.682 0.681 0.84 chest 0.683 0.065 0.634 0.683 0.658 0.819 forearm 0.609 0.073 0.584 0.609 0.596 0.798 head 0.772 0.024 0.842 0.772 0.806 0.905 shin 0.673 0.057 0.664 0.673 0.669 0.833 thigh 0.731 0.048 0.717 0.731 0.724 0.859 upperarm 0.617 0.051 0.667 0.617 0.641 0.809 waist Weighted Avg. 0.681 0.053 0.684 0.681 0.682 0.838 === Confusion Matrix === a b c d e f g <-- classified as 244 30 18 4 25 11 26 | a = chest 31 244 41 1 12 4 24 | b = forearm 14 39 220 2 17 43 26 | c = head 2 4 11 278 46 13 6 | d = shin 34 16 16 25 243 13 14 | e = thigh 8 13 34 16 11 264 15 | f = upperarm 26 39 37 4 12 20 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1771 70.3336 % Incorrectly Classified Instances 747 29.6664 % Kappa statistic 0.6539 Mean absolute error 0.0887 Root mean squared error 0.2766 Relative absolute error 36.228 % Root relative squared error 79.038 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.05 0.704 0.721 0.713 0.859 chest 0.639 0.05 0.681 0.639 0.659 0.811 forearm 0.612 0.068 0.601 0.612 0.606 0.794 head 0.844 0.031 0.819 0.844 0.832 0.924 shin 0.694 0.055 0.679 0.694 0.687 0.824 thigh 0.717 0.044 0.732 0.717 0.724 0.867 upperarm 0.694 0.048 0.706 0.694 0.7 0.833 waist Weighted Avg. 0.703 0.049 0.703 0.703 0.703 0.845 === Confusion Matrix === a b c d e f g <-- classified as 259 21 20 0 22 11 26 | a = chest 31 228 37 2 19 15 25 | b = forearm 22 30 221 11 17 39 21 | c = head 2 1 8 304 35 7 3 | d = shin 25 7 13 39 250 9 17 | e = thigh 10 13 42 12 13 259 12 | f = upperarm 19 35 27 3 12 14 250 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1699 67.4742 % Incorrectly Classified Instances 819 32.5258 % Kappa statistic 0.6205 Mean absolute error 0.0967 Root mean squared error 0.2899 Relative absolute error 39.4664 % Root relative squared error 82.8409 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.045 0.721 0.699 0.71 0.843 chest 0.625 0.074 0.582 0.625 0.603 0.796 forearm 0.571 0.071 0.574 0.571 0.572 0.767 head 0.772 0.021 0.861 0.772 0.814 0.927 shin 0.672 0.065 0.632 0.672 0.651 0.825 thigh 0.748 0.052 0.705 0.748 0.726 0.878 upperarm 0.636 0.051 0.676 0.636 0.655 0.807 waist Weighted Avg. 0.675 0.054 0.679 0.675 0.676 0.835 === Confusion Matrix === a b c d e f g <-- classified as 251 40 12 2 27 12 15 | a = chest 25 223 49 1 14 9 36 | b = forearm 19 46 206 4 23 36 27 | c = head 3 1 6 278 57 12 3 | d = shin 20 19 19 27 242 21 12 | e = thigh 6 16 40 8 4 270 17 | f = upperarm 24 38 27 3 16 23 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1732 68.8121 % Incorrectly Classified Instances 785 31.1879 % Kappa statistic 0.6361 Mean absolute error 0.0926 Root mean squared error 0.2813 Relative absolute error 37.8138 % Root relative squared error 80.3996 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.05 0.686 0.665 0.675 0.844 chest 0.69 0.06 0.655 0.69 0.672 0.844 forearm 0.604 0.067 0.601 0.604 0.602 0.797 head 0.808 0.025 0.846 0.808 0.827 0.93 shin 0.711 0.062 0.658 0.711 0.684 0.849 thigh 0.719 0.046 0.721 0.719 0.72 0.856 upperarm 0.619 0.053 0.66 0.619 0.639 0.806 waist Weighted Avg. 0.688 0.052 0.69 0.688 0.688 0.847 === Confusion Matrix === a b c d e f g <-- classified as 238 33 17 7 30 9 24 | a = chest 27 247 34 4 19 3 24 | b = forearm 17 44 218 2 19 35 26 | c = head 2 2 6 291 38 15 6 | d = shin 26 9 18 26 256 11 14 | e = thigh 8 12 38 9 13 259 21 | f = upperarm 29 30 32 5 14 27 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1767 70.2026 % Incorrectly Classified Instances 750 29.7974 % Kappa statistic 0.6524 Mean absolute error 0.0895 Root mean squared error 0.2787 Relative absolute error 36.5464 % Root relative squared error 79.6539 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.049 0.715 0.743 0.729 0.858 chest 0.696 0.055 0.678 0.696 0.687 0.834 forearm 0.608 0.071 0.589 0.608 0.598 0.809 head 0.858 0.03 0.826 0.858 0.842 0.936 shin 0.639 0.049 0.687 0.639 0.662 0.822 thigh 0.733 0.048 0.719 0.733 0.726 0.851 upperarm 0.637 0.046 0.697 0.637 0.666 0.806 waist Weighted Avg. 0.702 0.05 0.702 0.702 0.701 0.845 === Confusion Matrix === a b c d e f g <-- classified as 266 22 19 1 30 7 13 | a = chest 27 249 34 1 13 6 28 | b = forearm 18 35 219 7 13 40 28 | c = head 1 3 11 309 26 6 4 | d = shin 22 17 24 41 230 14 12 | e = thigh 14 6 42 13 6 264 15 | f = upperarm 24 35 23 2 17 30 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1738 69.0505 % Incorrectly Classified Instances 779 30.9495 % Kappa statistic 0.6389 Mean absolute error 0.0924 Root mean squared error 0.2826 Relative absolute error 37.7214 % Root relative squared error 80.7627 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.049 0.714 0.732 0.723 0.859 chest 0.626 0.05 0.673 0.626 0.648 0.805 forearm 0.625 0.072 0.591 0.625 0.607 0.801 head 0.794 0.028 0.824 0.794 0.809 0.913 shin 0.706 0.055 0.681 0.706 0.693 0.855 thigh 0.726 0.056 0.686 0.726 0.705 0.852 upperarm 0.625 0.051 0.674 0.625 0.648 0.798 waist Weighted Avg. 0.691 0.052 0.692 0.691 0.691 0.84 === Confusion Matrix === a b c d e f g <-- classified as 262 22 19 5 22 6 22 | a = chest 30 224 33 2 21 14 34 | b = forearm 12 33 225 8 17 43 22 | c = head 2 4 10 286 36 19 3 | d = shin 19 14 20 27 254 12 14 | e = thigh 8 11 40 15 11 262 14 | f = upperarm 34 25 34 4 12 26 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1763 70.0437 % Incorrectly Classified Instances 754 29.9563 % Kappa statistic 0.6505 Mean absolute error 0.0896 Root mean squared error 0.2797 Relative absolute error 36.5752 % Root relative squared error 79.9367 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.044 0.729 0.712 0.72 0.853 chest 0.637 0.053 0.665 0.637 0.65 0.803 forearm 0.617 0.074 0.583 0.617 0.599 0.782 head 0.858 0.022 0.866 0.858 0.862 0.932 shin 0.667 0.046 0.708 0.667 0.687 0.823 thigh 0.734 0.044 0.738 0.734 0.736 0.87 upperarm 0.678 0.067 0.629 0.678 0.652 0.827 waist Weighted Avg. 0.7 0.05 0.702 0.7 0.701 0.841 === Confusion Matrix === a b c d e f g <-- classified as 255 27 21 2 18 7 28 | a = chest 23 228 41 3 14 10 39 | b = forearm 13 32 222 3 16 31 43 | c = head 2 3 9 309 31 5 1 | d = shin 30 17 14 29 240 14 16 | e = thigh 9 8 43 10 9 265 17 | f = upperarm 18 28 31 1 11 27 244 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1762 69.9762 % Incorrectly Classified Instances 756 30.0238 % Kappa statistic 0.6497 Mean absolute error 0.0896 Root mean squared error 0.277 Relative absolute error 36.5781 % Root relative squared error 79.1634 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.053 0.689 0.71 0.7 0.847 chest 0.658 0.046 0.701 0.658 0.679 0.824 forearm 0.629 0.07 0.599 0.629 0.614 0.791 head 0.797 0.028 0.827 0.797 0.812 0.938 shin 0.706 0.052 0.692 0.706 0.699 0.845 thigh 0.753 0.049 0.72 0.753 0.736 0.86 upperarm 0.644 0.051 0.678 0.644 0.661 0.814 waist Weighted Avg. 0.7 0.05 0.701 0.7 0.7 0.845 === Confusion Matrix === a b c d e f g <-- classified as 255 24 22 4 22 12 20 | a = chest 28 235 42 1 17 7 27 | b = forearm 21 23 227 12 9 43 26 | c = head 3 1 9 287 44 11 5 | d = shin 23 17 11 22 254 9 24 | e = thigh 11 6 38 17 9 272 8 | f = upperarm 29 29 30 4 12 24 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1736 68.9436 % Incorrectly Classified Instances 782 31.0564 % Kappa statistic 0.6377 Mean absolute error 0.0914 Root mean squared error 0.2821 Relative absolute error 37.3393 % Root relative squared error 80.6306 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.064 0.653 0.727 0.688 0.853 chest 0.679 0.059 0.655 0.679 0.667 0.829 forearm 0.64 0.072 0.598 0.64 0.618 0.802 head 0.775 0.024 0.843 0.775 0.808 0.908 shin 0.672 0.055 0.67 0.672 0.671 0.832 thigh 0.669 0.041 0.733 0.669 0.7 0.843 upperarm 0.664 0.047 0.703 0.664 0.683 0.824 waist Weighted Avg. 0.689 0.052 0.694 0.689 0.691 0.842 === Confusion Matrix === a b c d e f g <-- classified as 261 24 19 1 21 8 25 | a = chest 27 243 32 0 15 10 31 | b = forearm 26 43 231 6 13 27 15 | c = head 9 3 8 279 41 17 3 | d = shin 28 19 20 30 242 10 11 | e = thigh 18 12 48 11 14 241 16 | f = upperarm 31 27 28 4 15 16 239 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1756 69.7379 % Incorrectly Classified Instances 762 30.2621 % Kappa statistic 0.6469 Mean absolute error 0.0901 Root mean squared error 0.2796 Relative absolute error 36.8005 % Root relative squared error 79.8986 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.05 0.702 0.718 0.71 0.847 chest 0.676 0.059 0.654 0.676 0.665 0.83 forearm 0.629 0.063 0.625 0.629 0.627 0.811 head 0.831 0.03 0.821 0.831 0.826 0.919 shin 0.633 0.057 0.648 0.633 0.64 0.818 thigh 0.767 0.037 0.775 0.767 0.771 0.885 upperarm 0.629 0.056 0.654 0.629 0.641 0.793 waist Weighted Avg. 0.697 0.05 0.697 0.697 0.697 0.843 === Confusion Matrix === a b c d e f g <-- classified as 257 26 12 3 23 10 27 | a = chest 28 242 30 1 23 8 26 | b = forearm 20 40 227 2 12 30 30 | c = head 2 0 8 299 39 7 5 | d = shin 31 15 22 41 228 9 14 | e = thigh 5 13 25 13 10 276 18 | f = upperarm 23 34 39 5 17 16 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1720 68.3082 % Incorrectly Classified Instances 798 31.6918 % Kappa statistic 0.6303 Mean absolute error 0.0936 Root mean squared error 0.2862 Relative absolute error 38.2128 % Root relative squared error 81.7815 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.057 0.677 0.726 0.701 0.851 chest 0.592 0.059 0.624 0.592 0.607 0.778 forearm 0.645 0.069 0.61 0.645 0.627 0.803 head 0.828 0.028 0.83 0.828 0.829 0.92 shin 0.644 0.051 0.678 0.644 0.661 0.813 thigh 0.717 0.05 0.706 0.717 0.712 0.864 upperarm 0.628 0.055 0.657 0.628 0.642 0.81 waist Weighted Avg. 0.683 0.053 0.683 0.683 0.683 0.834 === Confusion Matrix === a b c d e f g <-- classified as 260 32 10 1 24 6 25 | a = chest 35 212 40 4 17 16 34 | b = forearm 14 31 233 6 13 37 27 | c = head 5 3 5 298 32 14 3 | d = shin 32 13 19 33 232 19 12 | e = thigh 9 14 38 13 11 259 17 | f = upperarm 29 35 37 4 13 16 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1732 68.7847 % Incorrectly Classified Instances 786 31.2153 % Kappa statistic 0.6358 Mean absolute error 0.0931 Root mean squared error 0.2839 Relative absolute error 37.9974 % Root relative squared error 81.1327 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.064 0.65 0.715 0.681 0.833 chest 0.687 0.056 0.668 0.687 0.678 0.847 forearm 0.607 0.07 0.593 0.607 0.6 0.778 head 0.819 0.028 0.829 0.819 0.824 0.927 shin 0.656 0.051 0.68 0.656 0.668 0.813 thigh 0.684 0.042 0.731 0.684 0.707 0.843 upperarm 0.647 0.052 0.673 0.647 0.66 0.812 waist Weighted Avg. 0.688 0.052 0.689 0.688 0.688 0.836 === Confusion Matrix === a b c d e f g <-- classified as 256 20 22 5 26 6 23 | a = chest 43 246 34 1 11 5 18 | b = forearm 17 34 219 5 13 39 34 | c = head 2 0 10 295 38 12 3 | d = shin 28 22 16 31 236 13 14 | e = thigh 16 13 38 16 10 247 21 | f = upperarm 32 33 30 3 13 16 233 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1751 69.5393 % Incorrectly Classified Instances 767 30.4607 % Kappa statistic 0.6446 Mean absolute error 0.0902 Root mean squared error 0.2782 Relative absolute error 36.8173 % Root relative squared error 79.5062 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.055 0.684 0.715 0.699 0.84 chest 0.656 0.059 0.647 0.656 0.652 0.818 forearm 0.598 0.065 0.605 0.598 0.602 0.799 head 0.803 0.027 0.83 0.803 0.816 0.924 shin 0.706 0.054 0.685 0.706 0.695 0.841 thigh 0.748 0.041 0.752 0.748 0.75 0.878 upperarm 0.642 0.053 0.668 0.642 0.654 0.814 waist Weighted Avg. 0.695 0.051 0.696 0.695 0.696 0.845 === Confusion Matrix === a b c d e f g <-- classified as 256 33 15 3 20 14 17 | a = chest 27 235 35 2 15 6 38 | b = forearm 21 30 216 9 20 31 34 | c = head 5 3 7 289 42 10 4 | d = shin 27 11 15 29 254 13 11 | e = thigh 10 14 38 11 7 270 11 | f = upperarm 28 37 31 5 13 15 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1741 69.1696 % Incorrectly Classified Instances 776 30.8304 % Kappa statistic 0.6403 Mean absolute error 0.0924 Root mean squared error 0.2815 Relative absolute error 37.7278 % Root relative squared error 80.4337 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.048 0.717 0.729 0.723 0.849 chest 0.602 0.05 0.666 0.602 0.632 0.796 forearm 0.59 0.077 0.561 0.59 0.575 0.787 head 0.856 0.025 0.853 0.856 0.854 0.933 shin 0.683 0.05 0.695 0.683 0.689 0.83 thigh 0.72 0.046 0.724 0.72 0.722 0.854 upperarm 0.661 0.064 0.633 0.661 0.647 0.815 waist Weighted Avg. 0.692 0.051 0.693 0.692 0.692 0.838 === Confusion Matrix === a b c d e f g <-- classified as 261 23 17 2 26 13 16 | a = chest 22 215 47 2 16 14 41 | b = forearm 16 29 213 5 22 37 39 | c = head 3 2 10 308 24 10 3 | d = shin 23 7 19 36 246 10 19 | e = thigh 12 13 39 7 10 260 20 | f = upperarm 27 34 35 1 10 15 238 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1758 69.8451 % Incorrectly Classified Instances 759 30.1549 % Kappa statistic 0.6482 Mean absolute error 0.0907 Root mean squared error 0.2788 Relative absolute error 37.0439 % Root relative squared error 79.6632 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.043 0.726 0.69 0.708 0.841 chest 0.695 0.063 0.646 0.695 0.669 0.835 forearm 0.647 0.072 0.601 0.647 0.623 0.798 head 0.831 0.032 0.813 0.831 0.821 0.93 shin 0.648 0.047 0.696 0.648 0.671 0.835 thigh 0.715 0.042 0.739 0.715 0.727 0.851 upperarm 0.664 0.052 0.679 0.664 0.671 0.822 waist Weighted Avg. 0.698 0.05 0.7 0.698 0.699 0.845 === Confusion Matrix === a b c d e f g <-- classified as 247 24 22 4 30 6 25 | a = chest 22 248 37 1 11 7 31 | b = forearm 9 36 233 13 8 39 22 | c = head 2 5 4 299 30 14 6 | d = shin 28 21 19 35 234 13 11 | e = thigh 9 14 42 7 13 258 18 | f = upperarm 23 36 31 9 10 12 239 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1778 70.6397 % Incorrectly Classified Instances 739 29.3603 % Kappa statistic 0.6575 Mean absolute error 0.087 Root mean squared error 0.2745 Relative absolute error 35.5355 % Root relative squared error 78.4433 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.049 0.72 0.76 0.739 0.869 chest 0.667 0.058 0.654 0.667 0.66 0.824 forearm 0.578 0.063 0.605 0.578 0.591 0.785 head 0.806 0.03 0.817 0.806 0.812 0.917 shin 0.714 0.054 0.689 0.714 0.701 0.845 thigh 0.748 0.042 0.748 0.748 0.748 0.879 upperarm 0.672 0.046 0.71 0.672 0.69 0.841 waist Weighted Avg. 0.706 0.049 0.706 0.706 0.706 0.852 === Confusion Matrix === a b c d e f g <-- classified as 272 25 16 1 21 6 17 | a = chest 29 238 41 2 14 7 26 | b = forearm 23 42 208 6 17 37 27 | c = head 4 1 9 291 38 15 3 | d = shin 20 15 15 34 257 8 11 | e = thigh 10 9 32 17 8 270 15 | f = upperarm 20 34 23 5 18 18 242 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1720 68.3353 % Incorrectly Classified Instances 797 31.6647 % Kappa statistic 0.6306 Mean absolute error 0.0951 Root mean squared error 0.2874 Relative absolute error 38.8492 % Root relative squared error 82.13 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.048 0.705 0.696 0.7 0.841 chest 0.692 0.063 0.647 0.692 0.668 0.832 forearm 0.522 0.058 0.599 0.522 0.558 0.743 head 0.787 0.027 0.828 0.787 0.807 0.92 shin 0.681 0.065 0.635 0.681 0.657 0.842 thigh 0.734 0.049 0.716 0.734 0.725 0.849 upperarm 0.672 0.059 0.656 0.672 0.664 0.828 waist Weighted Avg. 0.683 0.053 0.684 0.683 0.683 0.836 === Confusion Matrix === a b c d e f g <-- classified as 249 25 19 3 22 11 29 | a = chest 25 247 32 1 18 8 26 | b = forearm 22 48 188 4 25 45 28 | c = head 5 1 8 284 45 13 5 | d = shin 17 17 14 38 245 11 18 | e = thigh 10 13 33 11 8 265 21 | f = upperarm 25 31 20 2 23 17 242 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1749 69.4599 % Incorrectly Classified Instances 769 30.5401 % Kappa statistic 0.6437 Mean absolute error 0.0911 Root mean squared error 0.281 Relative absolute error 37.208 % Root relative squared error 80.3003 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.054 0.68 0.69 0.685 0.837 chest 0.678 0.055 0.67 0.678 0.674 0.835 forearm 0.643 0.073 0.596 0.643 0.619 0.811 head 0.844 0.027 0.84 0.844 0.842 0.934 shin 0.665 0.056 0.667 0.665 0.666 0.824 thigh 0.695 0.034 0.775 0.695 0.733 0.855 upperarm 0.647 0.058 0.649 0.647 0.648 0.807 waist Weighted Avg. 0.695 0.051 0.697 0.695 0.695 0.843 === Confusion Matrix === a b c d e f g <-- classified as 247 25 17 3 31 11 24 | a = chest 25 242 40 1 14 8 27 | b = forearm 15 27 232 2 18 30 37 | c = head 3 2 9 304 34 4 4 | d = shin 27 18 20 30 240 12 14 | e = thigh 15 9 44 17 5 251 20 | f = upperarm 31 38 27 5 18 8 233 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1741 69.1422 % Incorrectly Classified Instances 777 30.8578 % Kappa statistic 0.64 Mean absolute error 0.0914 Root mean squared error 0.2802 Relative absolute error 37.3189 % Root relative squared error 80.0855 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.058 0.684 0.763 0.721 0.863 chest 0.642 0.061 0.637 0.642 0.64 0.806 forearm 0.59 0.068 0.593 0.59 0.592 0.787 head 0.781 0.025 0.839 0.781 0.809 0.918 shin 0.722 0.053 0.695 0.722 0.708 0.849 thigh 0.723 0.04 0.75 0.723 0.736 0.864 upperarm 0.619 0.055 0.652 0.619 0.635 0.809 waist Weighted Avg. 0.691 0.051 0.693 0.691 0.692 0.842 === Confusion Matrix === a b c d e f g <-- classified as 273 24 23 1 13 6 18 | a = chest 29 230 38 1 16 10 34 | b = forearm 26 38 213 6 14 34 30 | c = head 7 5 7 281 44 13 3 | d = shin 28 17 12 20 260 7 16 | e = thigh 12 9 33 16 12 261 18 | f = upperarm 24 38 33 10 15 17 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1744 69.2613 % Incorrectly Classified Instances 774 30.7387 % Kappa statistic 0.6414 Mean absolute error 0.0906 Root mean squared error 0.2814 Relative absolute error 37.0151 % Root relative squared error 80.4263 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.044 0.73 0.709 0.72 0.837 chest 0.668 0.05 0.691 0.668 0.679 0.832 forearm 0.601 0.074 0.577 0.601 0.589 0.792 head 0.819 0.031 0.817 0.819 0.818 0.932 shin 0.703 0.054 0.686 0.703 0.694 0.847 thigh 0.731 0.048 0.717 0.731 0.724 0.858 upperarm 0.617 0.059 0.634 0.617 0.625 0.801 waist Weighted Avg. 0.693 0.051 0.693 0.693 0.693 0.843 === Confusion Matrix === a b c d e f g <-- classified as 254 24 18 3 20 10 29 | a = chest 23 239 38 0 12 9 37 | b = forearm 16 23 217 9 16 46 34 | c = head 2 1 9 295 42 7 4 | d = shin 24 13 14 33 253 10 13 | e = thigh 11 12 41 11 11 264 11 | f = upperarm 18 34 39 10 15 22 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1709 67.8713 % Incorrectly Classified Instances 809 32.1287 % Kappa statistic 0.6252 Mean absolute error 0.0957 Root mean squared error 0.2892 Relative absolute error 39.0868 % Root relative squared error 82.6489 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.055 0.671 0.679 0.675 0.833 chest 0.662 0.055 0.666 0.662 0.664 0.822 forearm 0.596 0.075 0.572 0.596 0.583 0.787 head 0.828 0.025 0.847 0.828 0.837 0.933 shin 0.642 0.063 0.631 0.642 0.636 0.809 thigh 0.709 0.043 0.734 0.709 0.721 0.844 upperarm 0.636 0.059 0.641 0.636 0.639 0.805 waist Weighted Avg. 0.679 0.054 0.68 0.679 0.679 0.833 === Confusion Matrix === a b c d e f g <-- classified as 243 23 22 2 30 10 28 | a = chest 27 237 34 0 20 9 31 | b = forearm 19 35 215 12 13 35 32 | c = head 2 2 9 298 43 5 1 | d = shin 28 19 17 32 231 15 18 | e = thigh 13 8 49 7 10 256 18 | f = upperarm 30 32 30 1 19 19 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1735 68.9039 % Incorrectly Classified Instances 783 31.0961 % Kappa statistic 0.6372 Mean absolute error 0.0925 Root mean squared error 0.2827 Relative absolute error 37.7668 % Root relative squared error 80.7811 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.051 0.693 0.693 0.693 0.842 chest 0.684 0.054 0.679 0.684 0.682 0.837 forearm 0.637 0.072 0.596 0.637 0.616 0.797 head 0.831 0.031 0.817 0.831 0.824 0.913 shin 0.647 0.057 0.656 0.647 0.652 0.811 thigh 0.681 0.046 0.713 0.681 0.697 0.843 upperarm 0.65 0.052 0.674 0.65 0.662 0.818 waist Weighted Avg. 0.689 0.052 0.69 0.689 0.689 0.837 === Confusion Matrix === a b c d e f g <-- classified as 248 27 21 2 26 10 24 | a = chest 26 245 35 2 16 8 26 | b = forearm 20 27 230 8 17 33 26 | c = head 1 2 14 299 31 10 3 | d = shin 25 10 19 42 233 12 19 | e = thigh 11 20 40 11 18 246 15 | f = upperarm 27 30 27 2 14 26 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1732 68.7847 % Incorrectly Classified Instances 786 31.2153 % Kappa statistic 0.6358 Mean absolute error 0.0934 Root mean squared error 0.2831 Relative absolute error 38.1233 % Root relative squared error 80.8996 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.057 0.668 0.696 0.681 0.832 chest 0.634 0.06 0.638 0.634 0.636 0.815 forearm 0.634 0.074 0.589 0.634 0.611 0.792 head 0.806 0.025 0.843 0.806 0.824 0.927 shin 0.65 0.052 0.674 0.65 0.662 0.826 thigh 0.745 0.054 0.699 0.745 0.721 0.851 upperarm 0.65 0.042 0.722 0.65 0.684 0.816 waist Weighted Avg. 0.688 0.052 0.69 0.688 0.688 0.837 === Confusion Matrix === a b c d e f g <-- classified as 249 33 24 1 15 14 22 | a = chest 34 227 42 4 15 12 24 | b = forearm 20 34 229 5 12 43 18 | c = head 4 2 4 290 47 12 1 | d = shin 36 19 20 30 234 10 11 | e = thigh 8 11 37 11 11 269 14 | f = upperarm 22 30 33 3 13 25 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1769 70.2821 % Incorrectly Classified Instances 748 29.7179 % Kappa statistic 0.6533 Mean absolute error 0.0884 Root mean squared error 0.277 Relative absolute error 36.1089 % Root relative squared error 79.1665 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.047 0.718 0.718 0.718 0.858 chest 0.647 0.052 0.672 0.647 0.659 0.824 forearm 0.629 0.071 0.596 0.629 0.612 0.799 head 0.797 0.032 0.808 0.797 0.803 0.914 shin 0.717 0.062 0.66 0.717 0.687 0.861 thigh 0.753 0.037 0.773 0.753 0.763 0.87 upperarm 0.658 0.046 0.705 0.658 0.681 0.818 waist Weighted Avg. 0.703 0.05 0.705 0.703 0.703 0.849 === Confusion Matrix === a b c d e f g <-- classified as 257 31 22 2 24 6 16 | a = chest 22 231 44 1 20 13 26 | b = forearm 21 29 227 8 14 33 29 | c = head 5 2 9 287 47 6 4 | d = shin 23 7 16 40 258 6 10 | e = thigh 10 8 35 10 12 272 14 | f = upperarm 20 36 28 7 16 16 237 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1706 67.7791 % Incorrectly Classified Instances 811 32.2209 % Kappa statistic 0.6241 Mean absolute error 0.0957 Root mean squared error 0.2896 Relative absolute error 39.069 % Root relative squared error 82.754 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.053 0.687 0.698 0.693 0.844 chest 0.613 0.058 0.637 0.613 0.625 0.792 forearm 0.586 0.068 0.589 0.586 0.588 0.763 head 0.831 0.032 0.815 0.831 0.823 0.924 shin 0.658 0.054 0.671 0.658 0.665 0.832 thigh 0.693 0.046 0.716 0.693 0.704 0.839 upperarm 0.665 0.066 0.628 0.665 0.646 0.821 waist Weighted Avg. 0.678 0.054 0.678 0.678 0.678 0.831 === Confusion Matrix === a b c d e f g <-- classified as 250 18 18 3 28 15 26 | a = chest 33 219 40 3 13 8 41 | b = forearm 14 46 211 7 14 39 29 | c = head 3 3 8 299 35 8 4 | d = shin 18 18 17 40 237 13 17 | e = thigh 14 13 34 9 16 250 25 | f = upperarm 32 27 30 6 10 16 240 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1745 69.3286 % Incorrectly Classified Instances 772 30.6714 % Kappa statistic 0.6422 Mean absolute error 0.0914 Root mean squared error 0.2791 Relative absolute error 37.3028 % Root relative squared error 79.7518 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.053 0.684 0.694 0.689 0.84 chest 0.661 0.062 0.64 0.661 0.65 0.83 forearm 0.614 0.069 0.599 0.614 0.606 0.807 head 0.798 0.027 0.83 0.798 0.814 0.91 shin 0.697 0.061 0.655 0.697 0.676 0.861 thigh 0.731 0.038 0.765 0.731 0.747 0.878 upperarm 0.658 0.048 0.695 0.658 0.676 0.824 waist Weighted Avg. 0.693 0.051 0.695 0.693 0.694 0.85 === Confusion Matrix === a b c d e f g <-- classified as 249 23 19 4 37 8 19 | a = chest 29 236 42 4 13 8 25 | b = forearm 23 41 221 6 16 28 25 | c = head 6 4 9 288 39 13 2 | d = shin 25 22 13 29 251 10 10 | e = thigh 13 5 37 11 8 263 23 | f = upperarm 19 38 28 5 19 14 237 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1777 70.5999 % Incorrectly Classified Instances 740 29.4001 % Kappa statistic 0.657 Mean absolute error 0.0881 Root mean squared error 0.2747 Relative absolute error 35.961 % Root relative squared error 78.5011 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.048 0.713 0.721 0.717 0.857 chest 0.678 0.063 0.642 0.678 0.659 0.846 forearm 0.6 0.062 0.617 0.6 0.608 0.788 head 0.82 0.023 0.855 0.82 0.837 0.931 shin 0.756 0.052 0.706 0.756 0.73 0.864 thigh 0.733 0.046 0.725 0.733 0.729 0.867 upperarm 0.633 0.048 0.687 0.633 0.659 0.814 waist Weighted Avg. 0.706 0.049 0.707 0.706 0.706 0.852 === Confusion Matrix === a b c d e f g <-- classified as 259 29 14 5 24 9 19 | a = chest 30 242 32 2 16 10 25 | b = forearm 14 45 216 4 21 36 24 | c = head 2 3 7 296 36 13 4 | d = shin 24 7 9 24 272 15 9 | e = thigh 9 7 44 10 3 264 23 | f = upperarm 25 44 28 5 13 17 228 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1701 67.5536 % Incorrectly Classified Instances 817 32.4464 % Kappa statistic 0.6215 Mean absolute error 0.0961 Root mean squared error 0.2887 Relative absolute error 39.2261 % Root relative squared error 82.5047 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.062 0.652 0.701 0.676 0.843 chest 0.648 0.065 0.624 0.648 0.636 0.811 forearm 0.607 0.073 0.581 0.607 0.593 0.779 head 0.794 0.028 0.824 0.794 0.809 0.919 shin 0.658 0.053 0.673 0.658 0.666 0.816 thigh 0.695 0.042 0.734 0.695 0.714 0.856 upperarm 0.625 0.055 0.656 0.625 0.64 0.803 waist Weighted Avg. 0.676 0.054 0.678 0.676 0.676 0.832 === Confusion Matrix === a b c d e f g <-- classified as 251 31 13 6 29 6 22 | a = chest 30 232 40 3 11 9 33 | b = forearm 19 43 219 7 15 36 22 | c = head 3 2 9 286 41 16 3 | d = shin 34 14 22 26 237 8 19 | e = thigh 12 8 50 14 7 251 19 | f = upperarm 36 42 24 5 12 16 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1777 70.5719 % Incorrectly Classified Instances 741 29.4281 % Kappa statistic 0.6567 Mean absolute error 0.0871 Root mean squared error 0.2738 Relative absolute error 35.5509 % Root relative squared error 78.2496 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.053 0.706 0.765 0.735 0.874 chest 0.664 0.048 0.695 0.664 0.679 0.822 forearm 0.609 0.064 0.613 0.609 0.611 0.793 head 0.828 0.027 0.838 0.828 0.833 0.939 shin 0.661 0.059 0.652 0.661 0.657 0.828 thigh 0.723 0.039 0.754 0.723 0.738 0.853 upperarm 0.689 0.053 0.685 0.689 0.687 0.853 waist Weighted Avg. 0.706 0.049 0.706 0.706 0.706 0.851 === Confusion Matrix === a b c d e f g <-- classified as 274 13 14 4 28 5 20 | a = chest 26 237 33 1 19 8 33 | b = forearm 13 36 220 8 18 37 29 | c = head 0 3 10 299 38 9 2 | d = shin 28 15 26 29 238 7 17 | e = thigh 20 12 29 12 14 261 13 | f = upperarm 27 25 27 4 10 19 248 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1755 69.6982 % Incorrectly Classified Instances 763 30.3018 % Kappa statistic 0.6465 Mean absolute error 0.0905 Root mean squared error 0.2783 Relative absolute error 36.9635 % Root relative squared error 79.5347 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.056 0.681 0.721 0.7 0.851 chest 0.65 0.052 0.672 0.65 0.661 0.837 forearm 0.596 0.064 0.611 0.596 0.603 0.809 head 0.814 0.03 0.819 0.814 0.817 0.926 shin 0.658 0.054 0.669 0.658 0.664 0.833 thigh 0.731 0.046 0.725 0.731 0.728 0.86 upperarm 0.708 0.051 0.699 0.708 0.703 0.849 waist Weighted Avg. 0.697 0.05 0.697 0.697 0.697 0.852 === Confusion Matrix === a b c d e f g <-- classified as 258 25 17 3 25 12 18 | a = chest 29 232 41 2 14 5 34 | b = forearm 18 33 215 8 16 47 24 | c = head 5 3 7 294 38 9 5 | d = shin 31 18 12 36 237 12 14 | e = thigh 7 11 39 12 13 264 15 | f = upperarm 31 23 21 4 11 15 255 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1734 68.8642 % Incorrectly Classified Instances 784 31.1358 % Kappa statistic 0.6368 Mean absolute error 0.0916 Root mean squared error 0.2817 Relative absolute error 37.3866 % Root relative squared error 80.5116 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.052 0.691 0.705 0.698 0.845 chest 0.689 0.067 0.631 0.689 0.659 0.82 forearm 0.593 0.064 0.61 0.593 0.601 0.787 head 0.847 0.032 0.818 0.847 0.832 0.927 shin 0.644 0.049 0.686 0.644 0.665 0.838 thigh 0.712 0.041 0.743 0.712 0.727 0.865 upperarm 0.631 0.059 0.641 0.631 0.636 0.799 waist Weighted Avg. 0.689 0.052 0.689 0.689 0.688 0.84 === Confusion Matrix === a b c d e f g <-- classified as 253 29 14 2 24 14 23 | a = chest 31 246 26 2 12 9 31 | b = forearm 18 43 214 4 16 34 32 | c = head 2 2 8 305 30 8 5 | d = shin 24 23 11 43 232 9 18 | e = thigh 9 13 44 14 6 257 18 | f = upperarm 29 34 34 3 18 15 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1753 69.6187 % Incorrectly Classified Instances 765 30.3813 % Kappa statistic 0.6456 Mean absolute error 0.0902 Root mean squared error 0.2805 Relative absolute error 36.848 % Root relative squared error 80.1525 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.05 0.702 0.71 0.706 0.842 chest 0.633 0.059 0.638 0.633 0.636 0.812 forearm 0.648 0.062 0.638 0.648 0.643 0.805 head 0.817 0.03 0.821 0.817 0.819 0.92 shin 0.658 0.049 0.693 0.658 0.675 0.816 thigh 0.74 0.042 0.746 0.74 0.743 0.877 upperarm 0.667 0.063 0.638 0.667 0.652 0.825 waist Weighted Avg. 0.696 0.051 0.697 0.696 0.696 0.843 === Confusion Matrix === a b c d e f g <-- classified as 255 26 19 3 22 8 26 | a = chest 34 226 29 2 15 10 41 | b = forearm 14 41 234 3 14 32 23 | c = head 4 1 11 294 32 12 6 | d = shin 25 15 16 39 237 11 17 | e = thigh 9 13 30 14 5 267 23 | f = upperarm 22 32 28 3 17 18 240 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1749 69.4599 % Incorrectly Classified Instances 769 30.5401 % Kappa statistic 0.6437 Mean absolute error 0.091 Root mean squared error 0.2802 Relative absolute error 37.1482 % Root relative squared error 80.0761 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.055 0.69 0.74 0.714 0.856 chest 0.647 0.059 0.645 0.647 0.646 0.819 forearm 0.62 0.064 0.62 0.62 0.62 0.808 head 0.811 0.021 0.866 0.811 0.838 0.928 shin 0.657 0.055 0.666 0.657 0.661 0.821 thigh 0.737 0.046 0.729 0.737 0.733 0.868 upperarm 0.65 0.057 0.655 0.65 0.653 0.812 waist Weighted Avg. 0.695 0.051 0.696 0.695 0.695 0.845 === Confusion Matrix === a b c d e f g <-- classified as 265 25 13 0 23 11 21 | a = chest 34 231 36 1 14 7 34 | b = forearm 13 38 224 11 13 35 27 | c = head 5 4 7 292 39 9 4 | d = shin 28 16 13 27 237 17 23 | e = thigh 16 12 36 5 12 266 14 | f = upperarm 23 32 32 1 18 20 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1706 67.7791 % Incorrectly Classified Instances 811 32.2209 % Kappa statistic 0.6241 Mean absolute error 0.0953 Root mean squared error 0.287 Relative absolute error 38.9042 % Root relative squared error 82.0307 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.063 0.661 0.735 0.696 0.839 chest 0.659 0.055 0.665 0.659 0.662 0.821 forearm 0.575 0.069 0.583 0.575 0.579 0.774 head 0.8 0.029 0.823 0.8 0.811 0.921 shin 0.642 0.061 0.638 0.642 0.64 0.811 thigh 0.695 0.046 0.717 0.695 0.706 0.849 upperarm 0.639 0.054 0.663 0.639 0.651 0.812 waist Weighted Avg. 0.678 0.054 0.679 0.678 0.678 0.833 === Confusion Matrix === a b c d e f g <-- classified as 263 18 16 3 28 4 26 | a = chest 33 236 41 2 14 11 21 | b = forearm 28 34 207 9 22 33 27 | c = head 4 2 5 288 49 10 2 | d = shin 33 17 15 29 231 16 19 | e = thigh 10 14 43 14 7 251 22 | f = upperarm 27 34 28 5 11 25 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1738 69.0505 % Incorrectly Classified Instances 779 30.9495 % Kappa statistic 0.6389 Mean absolute error 0.0912 Root mean squared error 0.2797 Relative absolute error 37.222 % Root relative squared error 79.9366 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.055 0.683 0.709 0.696 0.846 chest 0.637 0.047 0.691 0.637 0.663 0.821 forearm 0.603 0.069 0.593 0.603 0.598 0.793 head 0.814 0.031 0.816 0.814 0.815 0.932 shin 0.675 0.058 0.66 0.675 0.668 0.848 thigh 0.704 0.045 0.724 0.704 0.713 0.856 upperarm 0.692 0.057 0.671 0.692 0.681 0.839 waist Weighted Avg. 0.691 0.052 0.691 0.691 0.691 0.848 === Confusion Matrix === a b c d e f g <-- classified as 254 18 16 5 25 14 26 | a = chest 26 228 41 3 19 6 35 | b = forearm 22 30 217 5 18 35 33 | c = head 2 1 8 293 40 14 2 | d = shin 32 13 16 37 243 10 9 | e = thigh 14 13 38 13 12 254 17 | f = upperarm 22 27 30 3 11 18 249 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1800 71.5137 % Incorrectly Classified Instances 717 28.4863 % Kappa statistic 0.6677 Mean absolute error 0.0862 Root mean squared error 0.2717 Relative absolute error 35.1827 % Root relative squared error 77.6499 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.049 0.712 0.726 0.719 0.852 chest 0.69 0.053 0.684 0.69 0.687 0.841 forearm 0.628 0.058 0.642 0.628 0.635 0.806 head 0.806 0.023 0.855 0.806 0.83 0.935 shin 0.714 0.052 0.695 0.714 0.704 0.852 thigh 0.767 0.05 0.721 0.767 0.743 0.877 upperarm 0.676 0.048 0.703 0.676 0.689 0.836 waist Weighted Avg. 0.715 0.047 0.716 0.715 0.715 0.857 === Confusion Matrix === a b c d e f g <-- classified as 260 31 14 2 21 15 15 | a = chest 23 247 37 2 9 13 27 | b = forearm 14 23 226 8 14 41 34 | c = head 3 3 4 290 47 11 2 | d = shin 30 13 13 25 257 10 12 | e = thigh 7 14 31 9 10 276 13 | f = upperarm 28 30 27 3 12 17 244 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1761 69.9642 % Incorrectly Classified Instances 756 30.0358 % Kappa statistic 0.6496 Mean absolute error 0.0889 Root mean squared error 0.2786 Relative absolute error 36.3063 % Root relative squared error 79.6074 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.049 0.705 0.707 0.706 0.842 chest 0.693 0.065 0.638 0.693 0.664 0.846 forearm 0.573 0.058 0.623 0.573 0.597 0.782 head 0.822 0.027 0.836 0.822 0.829 0.908 shin 0.703 0.053 0.689 0.703 0.696 0.848 thigh 0.758 0.05 0.717 0.758 0.737 0.871 upperarm 0.642 0.048 0.69 0.642 0.665 0.813 waist Weighted Avg. 0.7 0.05 0.7 0.7 0.699 0.844 === Confusion Matrix === a b c d e f g <-- classified as 253 29 16 3 21 11 25 | a = chest 29 248 28 0 20 9 24 | b = forearm 22 37 207 5 20 45 25 | c = head 2 5 5 296 31 16 5 | d = shin 22 15 17 34 253 9 10 | e = thigh 6 13 30 12 11 273 15 | f = upperarm 25 42 29 4 11 18 231 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1704 67.6728 % Incorrectly Classified Instances 814 32.3272 % Kappa statistic 0.6228 Mean absolute error 0.0948 Root mean squared error 0.2867 Relative absolute error 38.723 % Root relative squared error 81.9337 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.056 0.672 0.687 0.68 0.845 chest 0.631 0.055 0.655 0.631 0.643 0.819 forearm 0.594 0.07 0.588 0.594 0.591 0.793 head 0.759 0.024 0.843 0.759 0.799 0.912 shin 0.708 0.061 0.661 0.708 0.684 0.83 thigh 0.709 0.057 0.674 0.709 0.691 0.843 upperarm 0.647 0.055 0.662 0.647 0.654 0.831 waist Weighted Avg. 0.677 0.054 0.679 0.677 0.677 0.839 === Confusion Matrix === a b c d e f g <-- classified as 246 28 21 2 30 11 20 | a = chest 28 226 33 0 19 19 33 | b = forearm 18 37 214 5 16 40 30 | c = head 6 1 11 274 43 19 7 | d = shin 30 14 9 31 255 12 9 | e = thigh 12 10 43 11 9 256 20 | f = upperarm 26 29 33 2 14 23 233 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1738 69.023 % Incorrectly Classified Instances 780 30.977 % Kappa statistic 0.6386 Mean absolute error 0.0934 Root mean squared error 0.2837 Relative absolute error 38.1369 % Root relative squared error 81.0699 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.047 0.707 0.682 0.694 0.84 chest 0.654 0.066 0.621 0.654 0.637 0.823 forearm 0.617 0.071 0.59 0.617 0.603 0.8 head 0.812 0.029 0.825 0.812 0.818 0.921 shin 0.669 0.051 0.687 0.669 0.678 0.834 thigh 0.745 0.049 0.719 0.745 0.732 0.854 upperarm 0.653 0.049 0.691 0.653 0.671 0.809 waist Weighted Avg. 0.69 0.052 0.692 0.69 0.691 0.84 === Confusion Matrix === a b c d e f g <-- classified as 244 34 18 5 25 13 19 | a = chest 30 234 37 3 15 16 23 | b = forearm 14 42 222 5 14 29 34 | c = head 3 1 11 293 32 17 4 | d = shin 19 18 18 37 241 15 12 | e = thigh 7 10 40 7 15 269 13 | f = upperarm 28 38 30 5 9 15 235 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1701 67.5536 % Incorrectly Classified Instances 817 32.4464 % Kappa statistic 0.6215 Mean absolute error 0.0954 Root mean squared error 0.2875 Relative absolute error 38.9578 % Root relative squared error 82.1706 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.062 0.648 0.69 0.668 0.835 chest 0.659 0.069 0.615 0.659 0.636 0.82 forearm 0.556 0.063 0.597 0.556 0.576 0.771 head 0.814 0.027 0.835 0.814 0.824 0.905 shin 0.651 0.05 0.687 0.651 0.669 0.833 thigh 0.734 0.043 0.74 0.734 0.737 0.866 upperarm 0.625 0.066 0.613 0.625 0.619 0.808 waist Weighted Avg. 0.676 0.054 0.677 0.676 0.676 0.834 === Confusion Matrix === a b c d e f g <-- classified as 247 29 16 7 21 11 27 | a = chest 36 236 38 1 12 4 31 | b = forearm 22 46 200 7 13 39 33 | c = head 4 2 5 293 42 11 3 | d = shin 33 13 17 29 235 12 22 | e = thigh 8 9 31 13 9 265 26 | f = upperarm 31 49 28 1 10 16 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1753 69.6187 % Incorrectly Classified Instances 765 30.3813 % Kappa statistic 0.6455 Mean absolute error 0.0904 Root mean squared error 0.2798 Relative absolute error 36.8975 % Root relative squared error 79.9665 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.06 0.656 0.687 0.671 0.839 chest 0.647 0.05 0.681 0.647 0.664 0.817 forearm 0.612 0.059 0.635 0.612 0.623 0.79 head 0.844 0.028 0.833 0.844 0.839 0.941 shin 0.678 0.054 0.678 0.678 0.678 0.827 thigh 0.717 0.043 0.738 0.717 0.728 0.858 upperarm 0.687 0.061 0.653 0.687 0.669 0.823 waist Weighted Avg. 0.696 0.051 0.696 0.696 0.696 0.842 === Confusion Matrix === a b c d e f g <-- classified as 246 24 15 5 40 9 19 | a = chest 35 231 38 1 13 10 29 | b = forearm 20 35 221 5 17 33 30 | c = head 4 2 4 304 29 11 6 | d = shin 26 13 16 36 244 9 16 | e = thigh 8 8 35 14 5 259 32 | f = upperarm 36 26 19 0 12 20 248 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1733 68.8245 % Incorrectly Classified Instances 785 31.1755 % Kappa statistic 0.6363 Mean absolute error 0.0934 Root mean squared error 0.2838 Relative absolute error 38.1229 % Root relative squared error 81.1132 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.057 0.677 0.713 0.695 0.845 chest 0.692 0.067 0.632 0.692 0.66 0.826 forearm 0.626 0.065 0.617 0.626 0.622 0.799 head 0.8 0.026 0.837 0.8 0.818 0.924 shin 0.661 0.051 0.684 0.661 0.672 0.818 thigh 0.729 0.048 0.717 0.729 0.723 0.859 upperarm 0.597 0.051 0.664 0.597 0.629 0.802 waist Weighted Avg. 0.688 0.052 0.69 0.688 0.688 0.839 === Confusion Matrix === a b c d e f g <-- classified as 256 32 12 2 24 13 20 | a = chest 23 247 32 0 16 8 31 | b = forearm 22 32 226 7 10 39 25 | c = head 4 5 9 288 43 10 1 | d = shin 29 19 16 31 238 13 14 | e = thigh 9 11 44 11 5 263 18 | f = upperarm 35 45 27 5 12 21 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1761 69.9365 % Incorrectly Classified Instances 757 30.0635 % Kappa statistic 0.6493 Mean absolute error 0.0907 Root mean squared error 0.28 Relative absolute error 37.0543 % Root relative squared error 80.0284 % Total Number of Instances 2518 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.045 0.726 0.724 0.725 0.853 chest 0.723 0.066 0.645 0.723 0.682 0.848 forearm 0.593 0.058 0.629 0.593 0.611 0.785 head 0.828 0.025 0.847 0.828 0.837 0.935 shin 0.697 0.057 0.673 0.697 0.685 0.837 thigh 0.698 0.048 0.708 0.698 0.703 0.839 upperarm 0.633 0.051 0.673 0.633 0.652 0.801 waist Weighted Avg. 0.699 0.05 0.7 0.699 0.699 0.842 === Confusion Matrix === a b c d e f g <-- classified as 260 27 21 1 20 6 24 | a = chest 24 258 26 0 12 12 25 | b = forearm 17 42 214 8 14 43 23 | c = head 0 1 9 298 39 10 3 | d = shin 28 19 7 28 251 15 12 | e = thigh 9 18 32 12 14 252 24 | f = upperarm 20 35 31 5 23 18 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1740 69.1299 % Incorrectly Classified Instances 777 30.8701 % Kappa statistic 0.6399 Mean absolute error 0.092 Root mean squared error 0.282 Relative absolute error 37.5764 % Root relative squared error 80.5992 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.054 0.691 0.726 0.708 0.847 chest 0.683 0.059 0.656 0.683 0.669 0.833 forearm 0.62 0.076 0.577 0.62 0.598 0.792 head 0.786 0.031 0.811 0.786 0.798 0.9 shin 0.7 0.047 0.714 0.7 0.707 0.855 thigh 0.709 0.051 0.701 0.709 0.705 0.849 upperarm 0.614 0.043 0.704 0.614 0.656 0.81 waist Weighted Avg. 0.691 0.051 0.694 0.691 0.692 0.841 === Confusion Matrix === a b c d e f g <-- classified as 260 25 21 6 25 8 13 | a = chest 33 244 32 0 7 12 29 | b = forearm 21 38 224 10 11 40 17 | c = head 4 4 11 283 36 18 4 | d = shin 22 11 21 36 252 8 10 | e = thigh 9 10 45 10 11 256 20 | f = upperarm 27 40 34 4 11 23 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1753 69.6464 % Incorrectly Classified Instances 764 30.3536 % Kappa statistic 0.6459 Mean absolute error 0.0893 Root mean squared error 0.2786 Relative absolute error 36.4761 % Root relative squared error 79.6211 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.059 0.663 0.698 0.68 0.832 chest 0.717 0.053 0.69 0.717 0.703 0.844 forearm 0.612 0.066 0.607 0.612 0.61 0.799 head 0.828 0.029 0.828 0.828 0.828 0.922 shin 0.672 0.06 0.652 0.672 0.662 0.838 thigh 0.72 0.042 0.741 0.72 0.73 0.853 upperarm 0.628 0.045 0.7 0.628 0.662 0.827 waist Weighted Avg. 0.696 0.051 0.697 0.696 0.696 0.845 === Confusion Matrix === a b c d e f g <-- classified as 250 23 25 2 32 10 16 | a = chest 25 256 26 0 13 10 27 | b = forearm 21 34 221 7 16 38 24 | c = head 2 3 8 298 37 9 3 | d = shin 32 14 15 38 242 8 11 | e = thigh 17 10 35 10 13 260 16 | f = upperarm 30 31 34 5 18 16 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1708 67.8586 % Incorrectly Classified Instances 809 32.1414 % Kappa statistic 0.625 Mean absolute error 0.0941 Root mean squared error 0.2868 Relative absolute error 38.4125 % Root relative squared error 81.9714 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.05 0.684 0.659 0.671 0.836 chest 0.64 0.058 0.645 0.64 0.642 0.816 forearm 0.701 0.075 0.61 0.701 0.652 0.832 head 0.778 0.027 0.826 0.778 0.801 0.898 shin 0.644 0.059 0.644 0.644 0.644 0.825 thigh 0.686 0.051 0.692 0.686 0.689 0.842 upperarm 0.642 0.053 0.668 0.642 0.654 0.813 waist Weighted Avg. 0.679 0.054 0.681 0.679 0.679 0.837 === Confusion Matrix === a b c d e f g <-- classified as 236 27 25 2 31 11 26 | a = chest 31 229 39 2 12 15 30 | b = forearm 11 34 253 4 10 28 21 | c = head 3 2 9 280 42 20 4 | d = shin 28 11 21 34 232 16 18 | e = thigh 12 12 45 14 14 247 16 | f = upperarm 24 40 23 3 19 20 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1774 70.4807 % Incorrectly Classified Instances 743 29.5193 % Kappa statistic 0.6556 Mean absolute error 0.0875 Root mean squared error 0.2731 Relative absolute error 35.7337 % Root relative squared error 78.0521 % Total Number of Instances 2517 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.047 0.717 0.721 0.719 0.868 chest 0.665 0.052 0.68 0.665 0.672 0.832 forearm 0.637 0.061 0.637 0.637 0.637 0.815 head 0.844 0.031 0.819 0.844 0.832 0.944 shin 0.678 0.052 0.685 0.678 0.682 0.851 thigh 0.728 0.039 0.755 0.728 0.741 0.879 upperarm 0.661 0.062 0.64 0.661 0.65 0.823 waist Weighted Avg. 0.705 0.049 0.705 0.705 0.705 0.859 === Confusion Matrix === a b c d e f g <-- classified as 258 30 10 1 30 4 25 | a = chest 32 238 32 1 12 12 31 | b = forearm 10 28 230 6 18 35 34 | c = head 6 2 4 304 33 8 3 | d = shin 20 14 11 39 244 14 18 | e = thigh 9 5 46 11 4 262 23 | f = upperarm 25 33 28 9 15 12 238 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 3 RUN: 0 FOLD: 0 Correctly Classified Instances 1638 63.9095 % Incorrectly Classified Instances 925 36.0905 % Kappa statistic 0.5789 Mean absolute error 0.1089 Root mean squared error 0.3065 Relative absolute error 44.4473 % Root relative squared error 87.5901 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.045 0.734 0.746 0.74 0.871 chest 0.67 0.047 0.703 0.67 0.686 0.821 forearm 0.577 0.075 0.563 0.577 0.57 0.753 head 0.68 0.052 0.686 0.68 0.683 0.83 shin 0.591 0.08 0.552 0.591 0.571 0.778 thigh 0.627 0.063 0.625 0.627 0.626 0.785 upperarm 0.583 0.06 0.62 0.583 0.601 0.778 waist Weighted Avg. 0.639 0.06 0.64 0.639 0.639 0.802 === Confusion Matrix === a b c d e f g <-- classified as 273 7 19 2 23 24 18 | a = chest 18 244 36 9 12 21 24 | b = forearm 24 35 211 10 30 28 28 | c = head 3 5 10 249 58 25 16 | d = shin 17 7 34 54 217 20 18 | e = thigh 15 21 30 13 31 230 27 | f = upperarm 22 28 35 26 22 20 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1662 64.8459 % Incorrectly Classified Instances 901 35.1541 % Kappa statistic 0.5899 Mean absolute error 0.1045 Root mean squared error 0.3011 Relative absolute error 42.6804 % Root relative squared error 86.0481 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.04 0.756 0.746 0.751 0.868 chest 0.67 0.056 0.665 0.67 0.668 0.822 forearm 0.626 0.07 0.599 0.626 0.612 0.804 head 0.697 0.058 0.666 0.697 0.681 0.847 shin 0.569 0.066 0.59 0.569 0.58 0.771 thigh 0.619 0.062 0.625 0.619 0.622 0.807 upperarm 0.613 0.058 0.637 0.613 0.625 0.802 waist Weighted Avg. 0.648 0.059 0.648 0.648 0.648 0.817 === Confusion Matrix === a b c d e f g <-- classified as 273 17 20 6 11 19 20 | a = chest 16 244 38 8 13 22 23 | b = forearm 11 31 229 13 27 32 23 | c = head 9 1 13 255 55 19 14 | d = shin 11 20 21 59 209 22 25 | e = thigh 18 31 29 21 18 227 23 | f = upperarm 23 23 32 21 21 22 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1623 63.3242 % Incorrectly Classified Instances 940 36.6758 % Kappa statistic 0.5721 Mean absolute error 0.1082 Root mean squared error 0.3073 Relative absolute error 44.1965 % Root relative squared error 87.8256 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.051 0.702 0.727 0.714 0.854 chest 0.703 0.052 0.692 0.703 0.698 0.841 forearm 0.607 0.07 0.59 0.607 0.598 0.789 head 0.648 0.061 0.639 0.648 0.643 0.834 shin 0.531 0.072 0.551 0.531 0.541 0.781 thigh 0.605 0.058 0.634 0.605 0.619 0.785 upperarm 0.613 0.063 0.62 0.613 0.616 0.783 waist Weighted Avg. 0.633 0.061 0.632 0.633 0.633 0.81 === Confusion Matrix === a b c d e f g <-- classified as 266 17 20 9 10 17 27 | a = chest 21 256 39 5 14 14 15 | b = forearm 25 24 222 11 25 31 28 | c = head 6 6 8 237 65 19 25 | d = shin 12 11 41 63 195 25 20 | e = thigh 23 28 23 23 25 222 23 | f = upperarm 26 28 23 23 20 22 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1636 63.8314 % Incorrectly Classified Instances 927 36.1686 % Kappa statistic 0.578 Mean absolute error 0.1077 Root mean squared error 0.3049 Relative absolute error 43.9732 % Root relative squared error 87.1429 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.048 0.719 0.74 0.729 0.869 chest 0.677 0.057 0.662 0.677 0.669 0.827 forearm 0.601 0.065 0.608 0.601 0.604 0.792 head 0.648 0.053 0.671 0.648 0.659 0.826 shin 0.634 0.075 0.586 0.634 0.609 0.815 thigh 0.553 0.064 0.592 0.553 0.572 0.783 upperarm 0.616 0.061 0.63 0.616 0.623 0.799 waist Weighted Avg. 0.638 0.06 0.638 0.638 0.638 0.816 === Confusion Matrix === a b c d e f g <-- classified as 271 17 15 6 16 24 17 | a = chest 12 247 39 8 12 23 24 | b = forearm 18 37 220 12 28 27 24 | c = head 9 5 11 237 60 22 22 | d = shin 11 15 22 45 232 20 21 | e = thigh 31 22 39 20 27 203 25 | f = upperarm 25 30 16 25 21 24 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1636 63.8314 % Incorrectly Classified Instances 927 36.1686 % Kappa statistic 0.578 Mean absolute error 0.107 Root mean squared error 0.3058 Relative absolute error 43.6875 % Root relative squared error 87.4031 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.749 0.045 0.737 0.749 0.743 0.862 chest 0.693 0.059 0.662 0.693 0.677 0.844 forearm 0.577 0.068 0.584 0.577 0.58 0.788 head 0.681 0.054 0.678 0.681 0.679 0.841 shin 0.566 0.065 0.593 0.566 0.579 0.783 thigh 0.587 0.064 0.606 0.587 0.596 0.783 upperarm 0.616 0.068 0.603 0.616 0.609 0.79 waist Weighted Avg. 0.638 0.06 0.637 0.638 0.638 0.813 === Confusion Matrix === a b c d e f g <-- classified as 274 14 20 6 9 20 23 | a = chest 8 253 41 2 3 25 33 | b = forearm 16 46 211 10 27 26 30 | c = head 6 8 7 250 53 24 19 | d = shin 15 8 26 58 207 31 21 | e = thigh 23 29 27 22 27 215 23 | f = upperarm 30 24 29 21 23 14 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1632 63.6754 % Incorrectly Classified Instances 931 36.3246 % Kappa statistic 0.5762 Mean absolute error 0.1083 Root mean squared error 0.3074 Relative absolute error 44.2126 % Root relative squared error 87.8473 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.046 0.733 0.751 0.742 0.876 chest 0.701 0.056 0.675 0.701 0.688 0.849 forearm 0.563 0.068 0.58 0.563 0.571 0.759 head 0.64 0.063 0.63 0.64 0.635 0.83 shin 0.587 0.072 0.575 0.587 0.581 0.796 thigh 0.587 0.063 0.609 0.587 0.598 0.775 upperarm 0.627 0.056 0.65 0.627 0.638 0.796 waist Weighted Avg. 0.637 0.061 0.636 0.637 0.636 0.812 === Confusion Matrix === a b c d e f g <-- classified as 275 20 12 6 15 21 17 | a = chest 18 256 38 5 12 13 23 | b = forearm 30 33 206 8 33 34 22 | c = head 4 9 13 235 55 28 23 | d = shin 14 13 29 61 215 17 17 | e = thigh 19 19 28 34 29 215 22 | f = upperarm 15 29 29 24 15 25 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1656 64.6118 % Incorrectly Classified Instances 907 35.3882 % Kappa statistic 0.5871 Mean absolute error 0.1053 Root mean squared error 0.3019 Relative absolute error 42.9939 % Root relative squared error 86.265 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.762 0.045 0.74 0.762 0.751 0.872 chest 0.66 0.046 0.703 0.66 0.681 0.818 forearm 0.62 0.072 0.59 0.62 0.605 0.806 head 0.657 0.059 0.65 0.657 0.653 0.831 shin 0.598 0.067 0.598 0.598 0.598 0.811 thigh 0.566 0.056 0.625 0.566 0.594 0.776 upperarm 0.659 0.067 0.621 0.659 0.639 0.816 waist Weighted Avg. 0.646 0.059 0.647 0.646 0.646 0.818 === Confusion Matrix === a b c d e f g <-- classified as 279 12 23 7 7 20 18 | a = chest 18 241 35 3 14 19 35 | b = forearm 13 33 227 13 20 34 26 | c = head 6 3 13 241 64 15 25 | d = shin 11 12 33 53 219 17 21 | e = thigh 23 25 29 31 28 207 23 | f = upperarm 27 17 25 23 14 19 242 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1628 63.5441 % Incorrectly Classified Instances 934 36.4559 % Kappa statistic 0.5747 Mean absolute error 0.1082 Root mean squared error 0.3055 Relative absolute error 44.1831 % Root relative squared error 87.2972 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.052 0.699 0.73 0.714 0.861 chest 0.66 0.056 0.662 0.66 0.661 0.823 forearm 0.571 0.069 0.579 0.571 0.575 0.774 head 0.648 0.058 0.649 0.648 0.648 0.818 shin 0.609 0.071 0.59 0.609 0.599 0.798 thigh 0.612 0.061 0.626 0.612 0.619 0.811 upperarm 0.619 0.058 0.641 0.619 0.63 0.805 waist Weighted Avg. 0.635 0.061 0.635 0.635 0.635 0.813 === Confusion Matrix === a b c d e f g <-- classified as 267 20 19 5 14 25 16 | a = chest 23 241 31 6 11 21 32 | b = forearm 22 46 209 13 27 26 23 | c = head 8 6 20 237 62 21 12 | d = shin 20 10 23 58 223 13 19 | e = thigh 22 19 29 24 23 224 25 | f = upperarm 20 22 30 22 18 28 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1641 64.0515 % Incorrectly Classified Instances 921 35.9485 % Kappa statistic 0.5806 Mean absolute error 0.1076 Root mean squared error 0.306 Relative absolute error 43.955 % Root relative squared error 87.455 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.749 0.046 0.729 0.749 0.739 0.882 chest 0.729 0.049 0.713 0.729 0.721 0.854 forearm 0.601 0.073 0.577 0.601 0.589 0.782 head 0.648 0.057 0.655 0.648 0.651 0.822 shin 0.563 0.073 0.561 0.563 0.562 0.76 thigh 0.552 0.054 0.629 0.552 0.588 0.771 upperarm 0.643 0.067 0.618 0.643 0.63 0.809 waist Weighted Avg. 0.641 0.06 0.64 0.641 0.64 0.812 === Confusion Matrix === a b c d e f g <-- classified as 274 14 15 6 13 13 31 | a = chest 14 266 33 8 10 14 20 | b = forearm 20 30 220 13 32 31 20 | c = head 7 6 10 237 60 20 26 | d = shin 20 7 33 57 206 19 24 | e = thigh 15 32 45 19 28 202 25 | f = upperarm 26 18 25 22 18 22 236 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1587 61.9438 % Incorrectly Classified Instances 975 38.0562 % Kappa statistic 0.556 Mean absolute error 0.112 Root mean squared error 0.3128 Relative absolute error 45.73 % Root relative squared error 89.3982 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.052 0.7 0.732 0.716 0.857 chest 0.625 0.058 0.64 0.625 0.632 0.812 forearm 0.571 0.072 0.569 0.571 0.57 0.759 head 0.689 0.063 0.646 0.689 0.667 0.835 shin 0.486 0.071 0.533 0.486 0.509 0.755 thigh 0.604 0.062 0.617 0.604 0.61 0.804 upperarm 0.629 0.065 0.618 0.629 0.623 0.806 waist Weighted Avg. 0.619 0.063 0.618 0.619 0.618 0.804 === Confusion Matrix === a b c d e f g <-- classified as 268 22 17 7 11 21 20 | a = chest 25 228 48 5 13 23 23 | b = forearm 21 33 209 12 36 27 28 | c = head 3 7 9 252 58 14 23 | d = shin 17 18 30 66 178 31 26 | e = thigh 19 23 31 25 24 221 23 | f = upperarm 30 25 23 23 14 21 231 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1617 63.0901 % Incorrectly Classified Instances 946 36.9099 % Kappa statistic 0.5694 Mean absolute error 0.1089 Root mean squared error 0.3074 Relative absolute error 44.4854 % Root relative squared error 87.845 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.053 0.699 0.735 0.716 0.869 chest 0.685 0.058 0.661 0.685 0.673 0.831 forearm 0.56 0.074 0.557 0.56 0.559 0.767 head 0.659 0.056 0.665 0.659 0.662 0.832 shin 0.601 0.074 0.576 0.601 0.588 0.8 thigh 0.566 0.064 0.595 0.566 0.58 0.782 upperarm 0.61 0.052 0.663 0.61 0.635 0.8 waist Weighted Avg. 0.631 0.062 0.631 0.631 0.631 0.811 === Confusion Matrix === a b c d e f g <-- classified as 269 19 19 2 16 19 22 | a = chest 17 250 48 6 7 22 15 | b = forearm 22 45 205 14 34 29 17 | c = head 5 3 9 242 56 28 24 | d = shin 20 9 28 54 220 19 16 | e = thigh 26 21 34 29 29 207 20 | f = upperarm 26 31 25 17 20 24 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1634 63.7534 % Incorrectly Classified Instances 929 36.2466 % Kappa statistic 0.5771 Mean absolute error 0.108 Root mean squared error 0.307 Relative absolute error 44.1151 % Root relative squared error 87.7202 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.045 0.737 0.751 0.744 0.867 chest 0.66 0.055 0.666 0.66 0.663 0.832 forearm 0.557 0.077 0.547 0.557 0.552 0.76 head 0.659 0.051 0.682 0.659 0.67 0.822 shin 0.62 0.078 0.57 0.62 0.594 0.8 thigh 0.571 0.06 0.615 0.571 0.592 0.776 upperarm 0.643 0.057 0.652 0.643 0.647 0.803 waist Weighted Avg. 0.638 0.06 0.638 0.638 0.638 0.809 === Confusion Matrix === a b c d e f g <-- classified as 275 15 23 6 11 26 10 | a = chest 15 241 46 4 13 17 29 | b = forearm 15 44 204 17 37 21 28 | c = head 9 9 12 242 55 18 22 | d = shin 13 9 29 45 227 25 18 | e = thigh 26 27 28 24 33 209 19 | f = upperarm 20 17 31 17 22 24 236 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1579 61.6075 % Incorrectly Classified Instances 984 38.3925 % Kappa statistic 0.5521 Mean absolute error 0.1124 Root mean squared error 0.3121 Relative absolute error 45.9076 % Root relative squared error 89.1937 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.05 0.714 0.743 0.728 0.864 chest 0.66 0.062 0.638 0.66 0.649 0.81 forearm 0.568 0.068 0.583 0.568 0.575 0.771 head 0.632 0.051 0.674 0.632 0.653 0.823 shin 0.56 0.082 0.532 0.56 0.546 0.764 thigh 0.563 0.069 0.575 0.563 0.569 0.782 upperarm 0.586 0.066 0.597 0.586 0.591 0.79 waist Weighted Avg. 0.616 0.064 0.616 0.616 0.616 0.801 === Confusion Matrix === a b c d e f g <-- classified as 272 20 14 2 18 20 20 | a = chest 25 241 35 5 13 20 26 | b = forearm 15 40 208 9 34 26 34 | c = head 7 6 22 232 57 28 15 | d = shin 10 17 18 56 205 35 25 | e = thigh 18 29 34 21 33 206 25 | f = upperarm 34 25 26 19 25 23 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1629 63.5583 % Incorrectly Classified Instances 934 36.4417 % Kappa statistic 0.5748 Mean absolute error 0.1084 Root mean squared error 0.3076 Relative absolute error 44.2556 % Root relative squared error 87.8899 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.045 0.73 0.732 0.731 0.869 chest 0.679 0.055 0.673 0.679 0.676 0.828 forearm 0.598 0.074 0.575 0.598 0.586 0.778 head 0.686 0.048 0.703 0.686 0.694 0.84 shin 0.561 0.071 0.571 0.561 0.566 0.778 thigh 0.583 0.068 0.588 0.583 0.585 0.766 upperarm 0.61 0.065 0.612 0.61 0.611 0.793 waist Weighted Avg. 0.636 0.061 0.636 0.636 0.636 0.807 === Confusion Matrix === a b c d e f g <-- classified as 268 15 19 4 16 24 20 | a = chest 18 247 39 1 12 17 30 | b = forearm 17 39 219 13 22 37 19 | c = head 2 1 14 251 61 19 18 | d = shin 12 11 29 49 206 28 32 | e = thigh 25 29 34 20 22 214 23 | f = upperarm 25 25 27 19 22 25 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1631 63.6364 % Incorrectly Classified Instances 932 36.3636 % Kappa statistic 0.5758 Mean absolute error 0.1075 Root mean squared error 0.3043 Relative absolute error 43.8959 % Root relative squared error 86.9489 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.046 0.728 0.73 0.729 0.866 chest 0.69 0.059 0.659 0.69 0.674 0.845 forearm 0.587 0.076 0.561 0.587 0.574 0.773 head 0.672 0.056 0.667 0.672 0.669 0.833 shin 0.556 0.064 0.593 0.556 0.574 0.788 thigh 0.589 0.068 0.592 0.589 0.59 0.775 upperarm 0.632 0.056 0.655 0.632 0.644 0.81 waist Weighted Avg. 0.636 0.061 0.636 0.636 0.636 0.813 === Confusion Matrix === a b c d e f g <-- classified as 267 19 16 8 9 27 20 | a = chest 13 251 46 4 6 17 27 | b = forearm 27 38 215 15 26 25 20 | c = head 6 4 16 246 48 27 19 | d = shin 9 14 38 56 204 27 19 | e = thigh 19 33 23 22 37 216 17 | f = upperarm 26 22 29 18 14 26 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1615 63.0121 % Incorrectly Classified Instances 948 36.9879 % Kappa statistic 0.5685 Mean absolute error 0.1088 Root mean squared error 0.3063 Relative absolute error 44.4382 % Root relative squared error 87.5412 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.045 0.726 0.71 0.718 0.844 chest 0.695 0.053 0.684 0.695 0.689 0.826 forearm 0.593 0.084 0.541 0.593 0.566 0.788 head 0.615 0.059 0.636 0.615 0.625 0.806 shin 0.583 0.069 0.586 0.583 0.585 0.792 thigh 0.594 0.057 0.636 0.594 0.614 0.797 upperarm 0.621 0.066 0.613 0.621 0.617 0.805 waist Weighted Avg. 0.63 0.062 0.632 0.63 0.631 0.808 === Confusion Matrix === a b c d e f g <-- classified as 260 21 22 7 12 18 26 | a = chest 14 253 42 2 9 18 26 | b = forearm 22 36 217 17 17 29 28 | c = head 11 2 18 225 58 23 29 | d = shin 8 12 31 63 214 22 17 | e = thigh 29 24 32 16 30 218 18 | f = upperarm 14 22 39 24 25 15 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1637 63.8705 % Incorrectly Classified Instances 926 36.1295 % Kappa statistic 0.5785 Mean absolute error 0.1085 Root mean squared error 0.3049 Relative absolute error 44.2876 % Root relative squared error 87.1367 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.06 0.672 0.74 0.705 0.857 chest 0.666 0.057 0.659 0.666 0.662 0.832 forearm 0.62 0.065 0.614 0.62 0.617 0.806 head 0.658 0.05 0.687 0.658 0.672 0.835 shin 0.571 0.063 0.602 0.571 0.586 0.781 thigh 0.591 0.062 0.615 0.591 0.603 0.775 upperarm 0.624 0.064 0.619 0.624 0.621 0.794 waist Weighted Avg. 0.639 0.06 0.638 0.639 0.638 0.811 === Confusion Matrix === a b c d e f g <-- classified as 271 14 14 4 10 22 31 | a = chest 24 243 30 4 9 31 24 | b = forearm 32 41 227 4 15 21 26 | c = head 11 4 14 241 59 20 17 | d = shin 19 19 27 50 209 20 22 | e = thigh 23 23 34 26 23 217 21 | f = upperarm 23 25 24 22 22 22 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1624 63.388 % Incorrectly Classified Instances 938 36.612 % Kappa statistic 0.5729 Mean absolute error 0.1094 Root mean squared error 0.3083 Relative absolute error 44.6587 % Root relative squared error 88.0927 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.046 0.728 0.73 0.729 0.856 chest 0.679 0.058 0.66 0.679 0.669 0.825 forearm 0.587 0.068 0.589 0.587 0.588 0.784 head 0.62 0.053 0.66 0.62 0.639 0.813 shin 0.574 0.07 0.579 0.574 0.576 0.774 thigh 0.607 0.067 0.602 0.607 0.604 0.771 upperarm 0.64 0.065 0.622 0.64 0.631 0.8 waist Weighted Avg. 0.634 0.061 0.634 0.634 0.634 0.803 === Confusion Matrix === a b c d e f g <-- classified as 267 16 16 9 18 20 20 | a = chest 18 248 34 4 11 26 24 | b = forearm 20 41 215 10 27 31 22 | c = head 4 10 10 227 55 33 27 | d = shin 16 13 29 51 210 21 26 | e = thigh 18 22 36 18 26 222 24 | f = upperarm 24 26 25 25 16 16 235 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1603 62.5683 % Incorrectly Classified Instances 959 37.4317 % Kappa statistic 0.5633 Mean absolute error 0.1098 Root mean squared error 0.3101 Relative absolute error 44.8435 % Root relative squared error 88.6089 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.04 0.763 0.765 0.764 0.885 chest 0.655 0.066 0.621 0.655 0.637 0.815 forearm 0.544 0.077 0.541 0.544 0.542 0.761 head 0.65 0.06 0.645 0.65 0.648 0.826 shin 0.519 0.074 0.538 0.519 0.529 0.765 thigh 0.626 0.057 0.645 0.626 0.635 0.799 upperarm 0.621 0.062 0.625 0.621 0.623 0.795 waist Weighted Avg. 0.626 0.062 0.625 0.626 0.625 0.807 === Confusion Matrix === a b c d e f g <-- classified as 280 16 17 6 15 12 20 | a = chest 19 239 44 4 20 18 21 | b = forearm 13 56 199 14 26 35 23 | c = head 4 10 9 238 61 22 22 | d = shin 11 13 33 62 190 22 35 | e = thigh 12 23 41 20 25 229 16 | f = upperarm 28 28 25 25 16 17 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1613 62.9586 % Incorrectly Classified Instances 949 37.0414 % Kappa statistic 0.5679 Mean absolute error 0.1091 Root mean squared error 0.3091 Relative absolute error 44.5363 % Root relative squared error 88.3387 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.051 0.706 0.74 0.723 0.865 chest 0.696 0.061 0.655 0.696 0.675 0.83 forearm 0.579 0.059 0.62 0.579 0.599 0.782 head 0.642 0.06 0.64 0.642 0.641 0.819 shin 0.582 0.083 0.538 0.582 0.559 0.778 thigh 0.571 0.058 0.62 0.571 0.595 0.779 upperarm 0.597 0.059 0.629 0.597 0.613 0.785 waist Weighted Avg. 0.63 0.062 0.63 0.63 0.629 0.806 === Confusion Matrix === a b c d e f g <-- classified as 271 20 16 5 15 16 23 | a = chest 12 254 34 4 13 27 21 | b = forearm 26 47 212 7 32 24 18 | c = head 6 5 9 235 74 18 19 | d = shin 15 8 21 62 213 24 23 | e = thigh 25 28 30 27 22 209 25 | f = upperarm 29 26 20 27 27 19 219 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1629 63.5583 % Incorrectly Classified Instances 934 36.4417 % Kappa statistic 0.5749 Mean absolute error 0.108 Root mean squared error 0.3046 Relative absolute error 44.1098 % Root relative squared error 87.0523 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.749 0.045 0.735 0.749 0.742 0.867 chest 0.682 0.055 0.673 0.682 0.678 0.847 forearm 0.555 0.074 0.556 0.555 0.555 0.773 head 0.612 0.055 0.649 0.612 0.63 0.812 shin 0.639 0.081 0.567 0.639 0.601 0.818 thigh 0.594 0.063 0.612 0.594 0.603 0.81 upperarm 0.619 0.052 0.666 0.619 0.641 0.817 waist Weighted Avg. 0.636 0.061 0.637 0.636 0.636 0.82 === Confusion Matrix === a b c d e f g <-- classified as 274 21 13 3 20 19 16 | a = chest 17 249 42 8 12 21 16 | b = forearm 19 37 203 16 31 36 24 | c = head 4 9 13 224 66 24 26 | d = shin 16 7 34 45 234 19 11 | e = thigh 25 29 26 29 19 218 21 | f = upperarm 18 18 34 20 31 19 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1605 62.6219 % Incorrectly Classified Instances 958 37.3781 % Kappa statistic 0.5639 Mean absolute error 0.1099 Root mean squared error 0.3107 Relative absolute error 44.8727 % Root relative squared error 88.7792 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.776 0.053 0.708 0.776 0.741 0.882 chest 0.663 0.06 0.647 0.663 0.655 0.815 forearm 0.585 0.073 0.572 0.585 0.578 0.782 head 0.653 0.049 0.691 0.653 0.671 0.834 shin 0.518 0.071 0.551 0.518 0.534 0.745 thigh 0.601 0.074 0.574 0.601 0.587 0.781 upperarm 0.589 0.056 0.635 0.589 0.611 0.79 waist Weighted Avg. 0.626 0.062 0.625 0.626 0.625 0.804 === Confusion Matrix === a b c d e f g <-- classified as 284 17 19 1 9 21 15 | a = chest 21 242 38 7 9 24 24 | b = forearm 25 44 214 10 27 29 17 | c = head 5 4 13 239 66 19 20 | d = shin 20 11 35 50 190 35 26 | e = thigh 21 22 33 24 24 220 22 | f = upperarm 25 34 22 15 20 35 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1597 62.3098 % Incorrectly Classified Instances 966 37.6902 % Kappa statistic 0.5603 Mean absolute error 0.1112 Root mean squared error 0.3113 Relative absolute error 45.4204 % Root relative squared error 88.9503 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.054 0.7 0.76 0.729 0.872 chest 0.688 0.056 0.673 0.688 0.68 0.842 forearm 0.566 0.071 0.57 0.566 0.568 0.771 head 0.615 0.051 0.668 0.615 0.64 0.817 shin 0.559 0.082 0.531 0.559 0.544 0.769 thigh 0.587 0.066 0.599 0.587 0.593 0.778 upperarm 0.589 0.06 0.621 0.589 0.604 0.799 waist Weighted Avg. 0.623 0.063 0.623 0.623 0.623 0.807 === Confusion Matrix === a b c d e f g <-- classified as 278 21 14 6 10 22 15 | a = chest 17 251 38 5 14 17 23 | b = forearm 17 36 207 8 36 31 31 | c = head 13 3 15 225 63 24 23 | d = shin 16 11 28 59 205 26 22 | e = thigh 27 24 34 19 29 215 18 | f = upperarm 29 27 27 15 29 24 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1621 63.2462 % Incorrectly Classified Instances 942 36.7538 % Kappa statistic 0.5712 Mean absolute error 0.1082 Root mean squared error 0.306 Relative absolute error 44.1975 % Root relative squared error 87.4606 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.042 0.738 0.716 0.727 0.868 chest 0.679 0.06 0.654 0.679 0.667 0.849 forearm 0.609 0.08 0.559 0.609 0.583 0.786 head 0.658 0.053 0.673 0.658 0.666 0.839 shin 0.553 0.065 0.588 0.553 0.57 0.786 thigh 0.62 0.068 0.602 0.62 0.611 0.808 upperarm 0.591 0.061 0.62 0.591 0.605 0.78 waist Weighted Avg. 0.632 0.061 0.634 0.632 0.633 0.817 === Confusion Matrix === a b c d e f g <-- classified as 262 15 23 3 13 18 32 | a = chest 14 248 42 2 14 23 22 | b = forearm 20 39 223 10 14 30 30 | c = head 6 6 17 241 58 24 14 | d = shin 13 20 32 61 203 27 11 | e = thigh 16 23 31 20 25 227 24 | f = upperarm 24 28 31 21 18 28 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1634 63.7534 % Incorrectly Classified Instances 929 36.2466 % Kappa statistic 0.5771 Mean absolute error 0.1077 Root mean squared error 0.3055 Relative absolute error 43.9631 % Root relative squared error 87.2996 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.044 0.743 0.76 0.751 0.876 chest 0.693 0.062 0.65 0.693 0.671 0.828 forearm 0.596 0.075 0.569 0.596 0.582 0.765 head 0.621 0.052 0.665 0.621 0.642 0.811 shin 0.607 0.071 0.589 0.607 0.598 0.807 thigh 0.568 0.056 0.627 0.568 0.596 0.792 upperarm 0.619 0.063 0.622 0.619 0.62 0.8 waist Weighted Avg. 0.638 0.06 0.638 0.638 0.637 0.811 === Confusion Matrix === a b c d e f g <-- classified as 278 15 14 2 15 15 27 | a = chest 19 253 43 4 12 19 15 | b = forearm 19 44 218 10 26 25 24 | c = head 6 5 15 228 64 21 28 | d = shin 13 12 26 53 222 21 19 | e = thigh 19 35 35 21 23 208 25 | f = upperarm 20 25 32 25 15 23 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1617 63.0901 % Incorrectly Classified Instances 946 36.9099 % Kappa statistic 0.5694 Mean absolute error 0.1097 Root mean squared error 0.3086 Relative absolute error 44.7911 % Root relative squared error 88.197 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.762 0.056 0.696 0.762 0.728 0.873 chest 0.622 0.048 0.684 0.622 0.651 0.824 forearm 0.596 0.074 0.574 0.596 0.584 0.786 head 0.635 0.063 0.628 0.635 0.631 0.823 shin 0.552 0.069 0.571 0.552 0.561 0.779 thigh 0.596 0.056 0.637 0.596 0.616 0.796 upperarm 0.654 0.065 0.627 0.654 0.64 0.799 waist Weighted Avg. 0.631 0.062 0.631 0.631 0.63 0.812 === Confusion Matrix === a b c d e f g <-- classified as 279 20 23 3 12 17 12 | a = chest 19 227 38 8 19 19 35 | b = forearm 23 35 218 8 25 30 27 | c = head 11 2 14 233 59 23 25 | d = shin 21 11 34 62 202 17 19 | e = thigh 19 20 30 33 21 218 25 | f = upperarm 29 17 23 24 16 18 240 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1602 62.5049 % Incorrectly Classified Instances 961 37.4951 % Kappa statistic 0.5626 Mean absolute error 0.1111 Root mean squared error 0.3095 Relative absolute error 45.3567 % Root relative squared error 88.4489 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.054 0.69 0.724 0.707 0.865 chest 0.677 0.052 0.684 0.677 0.68 0.832 forearm 0.566 0.07 0.575 0.566 0.57 0.77 head 0.643 0.057 0.654 0.643 0.648 0.828 shin 0.563 0.07 0.574 0.563 0.568 0.788 thigh 0.577 0.069 0.583 0.577 0.58 0.786 upperarm 0.627 0.066 0.612 0.627 0.619 0.803 waist Weighted Avg. 0.625 0.062 0.624 0.625 0.625 0.81 === Confusion Matrix === a b c d e f g <-- classified as 265 18 19 3 15 19 27 | a = chest 16 247 41 6 8 26 21 | b = forearm 24 40 207 13 22 37 23 | c = head 7 2 15 236 58 22 27 | d = shin 17 9 24 62 206 27 21 | e = thigh 32 24 25 18 29 211 27 | f = upperarm 23 21 29 23 21 20 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1635 63.8173 % Incorrectly Classified Instances 927 36.1827 % Kappa statistic 0.5779 Mean absolute error 0.1072 Root mean squared error 0.3063 Relative absolute error 43.7851 % Root relative squared error 87.5188 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.048 0.726 0.76 0.742 0.872 chest 0.668 0.052 0.681 0.668 0.674 0.828 forearm 0.607 0.071 0.586 0.607 0.596 0.797 head 0.661 0.049 0.693 0.661 0.677 0.825 shin 0.59 0.077 0.561 0.59 0.575 0.784 thigh 0.591 0.066 0.601 0.591 0.596 0.785 upperarm 0.591 0.06 0.624 0.591 0.607 0.788 waist Weighted Avg. 0.638 0.06 0.639 0.638 0.638 0.811 === Confusion Matrix === a b c d e f g <-- classified as 278 13 21 4 13 19 18 | a = chest 19 243 43 4 9 23 23 | b = forearm 21 37 222 5 36 26 19 | c = head 7 3 10 242 62 22 20 | d = shin 13 10 29 44 216 30 24 | e = thigh 21 22 30 30 20 217 27 | f = upperarm 24 29 24 20 29 24 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1592 62.139 % Incorrectly Classified Instances 970 37.861 % Kappa statistic 0.5583 Mean absolute error 0.1126 Root mean squared error 0.3124 Relative absolute error 45.9859 % Root relative squared error 89.2779 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.052 0.696 0.719 0.707 0.852 chest 0.679 0.052 0.682 0.679 0.68 0.832 forearm 0.582 0.072 0.573 0.582 0.577 0.781 head 0.628 0.063 0.623 0.628 0.626 0.805 shin 0.571 0.073 0.565 0.571 0.568 0.773 thigh 0.572 0.062 0.609 0.572 0.59 0.779 upperarm 0.599 0.067 0.601 0.599 0.6 0.789 waist Weighted Avg. 0.621 0.063 0.621 0.621 0.621 0.802 === Confusion Matrix === a b c d e f g <-- classified as 263 23 21 5 17 18 19 | a = chest 21 247 43 3 9 19 22 | b = forearm 18 35 213 11 32 25 32 | c = head 11 7 15 230 54 26 23 | d = shin 16 10 27 63 209 22 19 | e = thigh 26 27 26 27 20 210 31 | f = upperarm 23 13 27 30 29 25 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1662 64.8712 % Incorrectly Classified Instances 900 35.1288 % Kappa statistic 0.5902 Mean absolute error 0.1044 Root mean squared error 0.3011 Relative absolute error 42.6398 % Root relative squared error 86.0558 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.042 0.745 0.735 0.74 0.872 chest 0.695 0.049 0.701 0.695 0.698 0.836 forearm 0.617 0.072 0.587 0.617 0.602 0.782 head 0.683 0.061 0.651 0.683 0.667 0.835 shin 0.574 0.069 0.58 0.574 0.577 0.798 thigh 0.624 0.056 0.649 0.624 0.636 0.806 upperarm 0.613 0.06 0.632 0.613 0.622 0.807 waist Weighted Avg. 0.649 0.059 0.649 0.649 0.649 0.82 === Confusion Matrix === a b c d e f g <-- classified as 269 15 26 2 12 20 22 | a = chest 17 253 39 6 8 17 24 | b = forearm 17 41 226 13 30 22 17 | c = head 7 2 16 250 55 16 20 | d = shin 11 4 23 74 210 21 23 | e = thigh 19 18 30 18 28 229 25 | f = upperarm 21 28 25 21 19 28 225 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1607 62.7 % Incorrectly Classified Instances 956 37.3 % Kappa statistic 0.5648 Mean absolute error 0.1094 Root mean squared error 0.3094 Relative absolute error 44.6658 % Root relative squared error 88.409 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.052 0.702 0.732 0.717 0.848 chest 0.671 0.056 0.664 0.671 0.668 0.836 forearm 0.587 0.067 0.594 0.587 0.591 0.792 head 0.628 0.057 0.646 0.628 0.637 0.816 shin 0.578 0.068 0.586 0.578 0.582 0.787 thigh 0.555 0.074 0.555 0.555 0.555 0.766 upperarm 0.638 0.06 0.639 0.638 0.638 0.819 waist Weighted Avg. 0.627 0.062 0.626 0.627 0.627 0.809 === Confusion Matrix === a b c d e f g <-- classified as 268 22 16 3 16 23 18 | a = chest 16 245 38 7 11 22 26 | b = forearm 16 37 215 15 23 39 21 | c = head 3 5 13 230 60 31 24 | d = shin 20 8 25 61 212 27 14 | e = thigh 26 35 35 17 21 203 29 | f = upperarm 33 17 20 23 19 21 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1586 61.8806 % Incorrectly Classified Instances 977 38.1194 % Kappa statistic 0.5553 Mean absolute error 0.1132 Root mean squared error 0.3142 Relative absolute error 46.2076 % Root relative squared error 89.7978 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.048 0.721 0.743 0.732 0.869 chest 0.666 0.06 0.65 0.666 0.658 0.832 forearm 0.555 0.075 0.552 0.555 0.553 0.767 head 0.631 0.053 0.664 0.631 0.647 0.797 shin 0.591 0.079 0.555 0.591 0.573 0.782 thigh 0.568 0.062 0.605 0.568 0.586 0.763 upperarm 0.578 0.068 0.587 0.578 0.582 0.778 waist Weighted Avg. 0.619 0.064 0.619 0.619 0.619 0.798 === Confusion Matrix === a b c d e f g <-- classified as 272 18 15 6 13 20 22 | a = chest 18 243 37 4 12 22 29 | b = forearm 19 49 203 8 25 32 30 | c = head 12 2 18 231 64 21 18 | d = shin 13 15 29 47 217 24 22 | e = thigh 24 20 33 26 27 208 28 | f = upperarm 19 27 33 26 33 17 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1614 62.9731 % Incorrectly Classified Instances 949 37.0269 % Kappa statistic 0.568 Mean absolute error 0.1094 Root mean squared error 0.3087 Relative absolute error 44.6811 % Root relative squared error 88.2111 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.053 0.69 0.705 0.697 0.85 chest 0.671 0.06 0.65 0.671 0.66 0.832 forearm 0.609 0.071 0.587 0.609 0.598 0.781 head 0.667 0.051 0.683 0.667 0.675 0.84 shin 0.589 0.08 0.552 0.589 0.57 0.788 thigh 0.549 0.055 0.626 0.549 0.585 0.775 upperarm 0.619 0.062 0.625 0.619 0.622 0.797 waist Weighted Avg. 0.63 0.062 0.631 0.63 0.63 0.809 === Confusion Matrix === a b c d e f g <-- classified as 258 16 23 9 18 21 21 | a = chest 19 245 42 2 14 20 23 | b = forearm 20 42 223 9 21 26 25 | c = head 5 4 8 244 74 9 22 | d = shin 14 13 26 50 216 24 24 | e = thigh 36 24 30 27 27 201 21 | f = upperarm 22 33 28 16 21 20 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1640 63.9875 % Incorrectly Classified Instances 923 36.0125 % Kappa statistic 0.5799 Mean absolute error 0.1064 Root mean squared error 0.3034 Relative absolute error 43.4548 % Root relative squared error 86.7158 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.049 0.722 0.768 0.744 0.872 chest 0.663 0.047 0.701 0.663 0.682 0.836 forearm 0.563 0.066 0.587 0.563 0.575 0.777 head 0.632 0.058 0.646 0.632 0.639 0.828 shin 0.628 0.075 0.584 0.628 0.605 0.796 thigh 0.598 0.058 0.633 0.598 0.615 0.787 upperarm 0.627 0.068 0.607 0.627 0.617 0.802 waist Weighted Avg. 0.64 0.06 0.64 0.64 0.64 0.814 === Confusion Matrix === a b c d e f g <-- classified as 281 12 13 3 15 17 25 | a = chest 23 242 45 3 6 13 33 | b = forearm 22 36 206 16 26 37 23 | c = head 9 3 12 232 66 21 24 | d = shin 14 2 22 57 230 19 22 | e = thigh 19 24 28 25 29 219 22 | f = upperarm 21 26 25 23 22 20 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1640 63.9875 % Incorrectly Classified Instances 923 36.0125 % Kappa statistic 0.5799 Mean absolute error 0.1067 Root mean squared error 0.3051 Relative absolute error 43.5563 % Root relative squared error 87.1792 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.051 0.701 0.719 0.71 0.853 chest 0.682 0.055 0.675 0.682 0.678 0.841 forearm 0.557 0.062 0.6 0.557 0.578 0.762 head 0.64 0.049 0.685 0.64 0.662 0.83 shin 0.582 0.071 0.579 0.582 0.58 0.782 thigh 0.62 0.066 0.612 0.62 0.616 0.796 upperarm 0.678 0.067 0.627 0.678 0.652 0.822 waist Weighted Avg. 0.64 0.06 0.64 0.64 0.639 0.812 === Confusion Matrix === a b c d e f g <-- classified as 263 19 17 9 13 23 22 | a = chest 22 249 32 3 10 27 22 | b = forearm 22 31 204 15 30 29 35 | c = head 4 2 17 235 60 24 25 | d = shin 19 17 28 46 213 23 20 | e = thigh 27 27 24 16 21 227 24 | f = upperarm 18 24 18 19 21 18 249 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1613 62.9341 % Incorrectly Classified Instances 950 37.0659 % Kappa statistic 0.5676 Mean absolute error 0.1091 Root mean squared error 0.3076 Relative absolute error 44.549 % Root relative squared error 87.9024 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.044 0.735 0.727 0.731 0.86 chest 0.685 0.058 0.663 0.685 0.674 0.84 forearm 0.59 0.075 0.567 0.59 0.578 0.787 head 0.635 0.061 0.635 0.635 0.635 0.825 shin 0.544 0.073 0.554 0.544 0.549 0.76 thigh 0.568 0.061 0.606 0.568 0.587 0.775 upperarm 0.657 0.061 0.644 0.657 0.65 0.828 waist Weighted Avg. 0.629 0.062 0.629 0.629 0.629 0.811 === Confusion Matrix === a b c d e f g <-- classified as 266 16 22 8 12 21 21 | a = chest 17 250 34 5 12 21 26 | b = forearm 17 46 216 12 23 26 26 | c = head 6 6 9 233 61 31 21 | d = shin 12 16 41 62 199 22 14 | e = thigh 19 21 34 27 32 208 25 | f = upperarm 25 22 25 20 20 14 241 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1659 64.7288 % Incorrectly Classified Instances 904 35.2712 % Kappa statistic 0.5885 Mean absolute error 0.1042 Root mean squared error 0.3006 Relative absolute error 42.5383 % Root relative squared error 85.9164 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.048 0.72 0.738 0.729 0.869 chest 0.759 0.056 0.693 0.759 0.724 0.869 forearm 0.607 0.061 0.625 0.607 0.616 0.796 head 0.634 0.057 0.648 0.634 0.641 0.825 shin 0.593 0.072 0.579 0.593 0.586 0.782 thigh 0.578 0.06 0.616 0.578 0.596 0.8 upperarm 0.624 0.058 0.643 0.624 0.633 0.798 waist Weighted Avg. 0.647 0.059 0.646 0.647 0.646 0.82 === Confusion Matrix === a b c d e f g <-- classified as 270 18 16 0 17 19 26 | a = chest 11 277 29 4 14 18 12 | b = forearm 24 39 222 9 27 26 19 | c = head 9 3 17 232 55 20 30 | d = shin 16 13 19 60 217 22 19 | e = thigh 20 24 30 35 25 212 21 | f = upperarm 25 26 22 18 20 27 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1623 63.3489 % Incorrectly Classified Instances 939 36.6511 % Kappa statistic 0.5724 Mean absolute error 0.1078 Root mean squared error 0.3069 Relative absolute error 44.0094 % Root relative squared error 87.7059 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.041 0.744 0.716 0.73 0.848 chest 0.69 0.058 0.662 0.69 0.676 0.838 forearm 0.617 0.082 0.555 0.617 0.585 0.782 head 0.656 0.057 0.656 0.656 0.656 0.833 shin 0.525 0.069 0.558 0.525 0.541 0.762 thigh 0.599 0.063 0.613 0.599 0.606 0.791 upperarm 0.632 0.056 0.654 0.632 0.643 0.817 waist Weighted Avg. 0.633 0.061 0.635 0.633 0.634 0.81 === Confusion Matrix === a b c d e f g <-- classified as 262 15 27 7 16 17 22 | a = chest 18 251 43 2 7 28 15 | b = forearm 20 34 226 13 23 34 16 | c = head 4 7 7 240 61 23 24 | d = shin 18 16 37 59 192 17 27 | e = thigh 15 30 37 20 26 220 19 | f = upperarm 15 26 30 25 19 20 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1636 63.8564 % Incorrectly Classified Instances 926 36.1436 % Kappa statistic 0.5783 Mean absolute error 0.1072 Root mean squared error 0.3065 Relative absolute error 43.7703 % Root relative squared error 87.6018 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.042 0.748 0.746 0.747 0.876 chest 0.659 0.055 0.667 0.659 0.663 0.813 forearm 0.612 0.078 0.567 0.612 0.589 0.784 head 0.702 0.06 0.662 0.702 0.682 0.84 shin 0.568 0.071 0.571 0.568 0.57 0.788 thigh 0.586 0.056 0.634 0.586 0.609 0.798 upperarm 0.597 0.06 0.624 0.597 0.61 0.792 waist Weighted Avg. 0.639 0.06 0.639 0.639 0.638 0.813 === Confusion Matrix === a b c d e f g <-- classified as 273 16 22 3 11 16 25 | a = chest 21 240 42 5 16 13 27 | b = forearm 17 34 224 8 31 28 24 | c = head 3 7 11 257 54 18 16 | d = shin 14 10 26 62 208 28 18 | e = thigh 20 32 32 25 21 215 22 | f = upperarm 17 21 38 28 23 21 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1620 63.2319 % Incorrectly Classified Instances 942 36.7681 % Kappa statistic 0.571 Mean absolute error 0.1098 Root mean squared error 0.3095 Relative absolute error 44.8396 % Root relative squared error 88.4382 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.043 0.745 0.757 0.751 0.872 chest 0.665 0.059 0.652 0.665 0.659 0.813 forearm 0.585 0.073 0.572 0.585 0.578 0.772 head 0.607 0.051 0.667 0.607 0.635 0.804 shin 0.607 0.075 0.575 0.607 0.59 0.78 thigh 0.583 0.069 0.585 0.583 0.584 0.785 upperarm 0.624 0.06 0.636 0.624 0.63 0.807 waist Weighted Avg. 0.632 0.061 0.633 0.632 0.632 0.805 === Confusion Matrix === a b c d e f g <-- classified as 277 18 24 6 9 18 14 | a = chest 20 242 38 5 20 12 27 | b = forearm 15 46 214 9 24 35 23 | c = head 8 7 12 222 63 31 23 | d = shin 12 10 30 43 222 30 19 | e = thigh 24 24 28 26 26 214 25 | f = upperarm 16 24 28 22 22 26 229 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1578 61.5685 % Incorrectly Classified Instances 985 38.4315 % Kappa statistic 0.5516 Mean absolute error 0.1131 Root mean squared error 0.3152 Relative absolute error 46.1829 % Root relative squared error 90.0676 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.046 0.717 0.699 0.708 0.849 chest 0.644 0.062 0.632 0.644 0.638 0.801 forearm 0.593 0.074 0.573 0.593 0.583 0.78 head 0.675 0.059 0.655 0.675 0.665 0.827 shin 0.5 0.073 0.534 0.5 0.516 0.753 thigh 0.575 0.068 0.584 0.575 0.58 0.772 upperarm 0.624 0.066 0.612 0.624 0.618 0.8 waist Weighted Avg. 0.616 0.064 0.615 0.616 0.615 0.797 === Confusion Matrix === a b c d e f g <-- classified as 256 23 14 3 16 35 19 | a = chest 17 235 33 10 18 24 28 | b = forearm 24 45 217 7 15 25 33 | c = head 4 3 16 247 60 23 13 | d = shin 12 12 38 64 183 25 32 | e = thigh 18 33 33 22 30 211 20 | f = upperarm 26 21 28 24 21 18 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1629 63.5583 % Incorrectly Classified Instances 934 36.4417 % Kappa statistic 0.5749 Mean absolute error 0.1083 Root mean squared error 0.3064 Relative absolute error 44.204 % Root relative squared error 87.5562 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.044 0.743 0.757 0.75 0.874 chest 0.693 0.065 0.641 0.693 0.666 0.834 forearm 0.56 0.067 0.581 0.56 0.57 0.776 head 0.658 0.062 0.639 0.658 0.649 0.822 shin 0.568 0.075 0.559 0.568 0.564 0.773 thigh 0.61 0.066 0.609 0.61 0.61 0.807 upperarm 0.602 0.047 0.68 0.602 0.639 0.806 waist Weighted Avg. 0.636 0.061 0.636 0.636 0.635 0.813 === Confusion Matrix === a b c d e f g <-- classified as 277 20 11 8 12 21 17 | a = chest 13 253 35 9 8 27 20 | b = forearm 14 57 205 11 33 24 22 | c = head 6 5 11 241 59 27 17 | d = shin 18 13 29 61 208 21 16 | e = thigh 25 20 32 26 28 224 12 | f = upperarm 20 27 30 21 24 24 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1571 61.2954 % Incorrectly Classified Instances 992 38.7046 % Kappa statistic 0.5484 Mean absolute error 0.1135 Root mean squared error 0.315 Relative absolute error 46.3653 % Root relative squared error 90.0105 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.049 0.714 0.738 0.726 0.871 chest 0.644 0.052 0.671 0.644 0.657 0.819 forearm 0.552 0.08 0.536 0.552 0.544 0.775 head 0.642 0.067 0.614 0.642 0.628 0.824 shin 0.604 0.078 0.562 0.604 0.582 0.795 thigh 0.529 0.065 0.577 0.529 0.552 0.771 upperarm 0.583 0.06 0.618 0.583 0.6 0.788 waist Weighted Avg. 0.613 0.065 0.613 0.613 0.613 0.806 === Confusion Matrix === a b c d e f g <-- classified as 270 17 25 9 10 18 17 | a = chest 23 235 42 5 8 26 26 | b = forearm 23 42 202 10 32 28 29 | c = head 3 3 10 235 71 25 19 | d = shin 14 10 23 65 221 19 14 | e = thigh 26 26 35 38 21 194 27 | f = upperarm 19 17 40 21 30 26 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1632 63.6754 % Incorrectly Classified Instances 931 36.3246 % Kappa statistic 0.5762 Mean absolute error 0.1083 Root mean squared error 0.3067 Relative absolute error 44.229 % Root relative squared error 87.6452 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.043 0.745 0.757 0.751 0.877 chest 0.663 0.056 0.663 0.663 0.663 0.828 forearm 0.596 0.072 0.578 0.596 0.587 0.78 head 0.689 0.054 0.681 0.689 0.685 0.845 shin 0.53 0.07 0.557 0.53 0.543 0.742 thigh 0.591 0.066 0.598 0.591 0.595 0.794 upperarm 0.632 0.062 0.63 0.632 0.631 0.795 waist Weighted Avg. 0.637 0.061 0.636 0.637 0.636 0.809 === Confusion Matrix === a b c d e f g <-- classified as 277 21 13 6 12 20 17 | a = chest 15 242 44 4 16 18 26 | b = forearm 14 39 218 12 32 31 20 | c = head 5 1 12 252 50 24 22 | d = shin 14 17 34 54 194 28 25 | e = thigh 19 19 31 29 26 217 26 | f = upperarm 28 26 25 13 18 25 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1672 65.2361 % Incorrectly Classified Instances 891 34.7639 % Kappa statistic 0.5944 Mean absolute error 0.1038 Root mean squared error 0.2985 Relative absolute error 42.3857 % Root relative squared error 85.298 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.776 0.047 0.734 0.776 0.754 0.878 chest 0.732 0.057 0.679 0.732 0.704 0.852 forearm 0.607 0.071 0.586 0.607 0.596 0.794 head 0.668 0.054 0.673 0.668 0.67 0.843 shin 0.587 0.067 0.594 0.587 0.591 0.806 thigh 0.593 0.054 0.648 0.593 0.619 0.788 upperarm 0.605 0.055 0.647 0.605 0.625 0.793 waist Weighted Avg. 0.652 0.058 0.652 0.652 0.651 0.822 === Confusion Matrix === a b c d e f g <-- classified as 284 19 19 5 10 12 17 | a = chest 14 267 39 2 7 13 23 | b = forearm 23 32 222 12 29 26 22 | c = head 6 12 12 245 52 24 16 | d = shin 15 15 28 61 215 16 16 | e = thigh 20 23 36 17 26 217 27 | f = upperarm 25 25 23 22 23 27 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1647 64.2606 % Incorrectly Classified Instances 916 35.7394 % Kappa statistic 0.583 Mean absolute error 0.1052 Root mean squared error 0.3027 Relative absolute error 42.9509 % Root relative squared error 86.5022 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.043 0.737 0.727 0.732 0.862 chest 0.696 0.065 0.64 0.696 0.667 0.844 forearm 0.585 0.076 0.563 0.585 0.574 0.783 head 0.668 0.051 0.684 0.668 0.676 0.832 shin 0.615 0.063 0.618 0.615 0.616 0.803 thigh 0.62 0.066 0.61 0.62 0.615 0.799 upperarm 0.589 0.052 0.653 0.589 0.619 0.812 waist Weighted Avg. 0.643 0.06 0.644 0.643 0.643 0.819 === Confusion Matrix === a b c d e f g <-- classified as 266 17 20 7 15 21 20 | a = chest 22 254 37 3 11 20 18 | b = forearm 16 46 214 19 18 35 18 | c = head 7 7 13 245 56 17 22 | d = shin 11 12 28 43 225 26 21 | e = thigh 16 30 39 21 17 227 16 | f = upperarm 23 31 29 20 22 26 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1642 64.0655 % Incorrectly Classified Instances 921 35.9345 % Kappa statistic 0.5808 Mean absolute error 0.1061 Root mean squared error 0.3015 Relative absolute error 43.305 % Root relative squared error 86.1633 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.046 0.738 0.784 0.76 0.884 chest 0.729 0.057 0.68 0.729 0.704 0.847 forearm 0.617 0.07 0.596 0.617 0.607 0.799 head 0.665 0.061 0.647 0.665 0.656 0.831 shin 0.53 0.066 0.572 0.53 0.55 0.758 thigh 0.557 0.059 0.611 0.557 0.583 0.774 upperarm 0.602 0.061 0.624 0.602 0.613 0.813 waist Weighted Avg. 0.641 0.06 0.638 0.641 0.639 0.815 === Confusion Matrix === a b c d e f g <-- classified as 287 9 17 6 11 13 23 | a = chest 18 266 28 1 7 20 25 | b = forearm 18 45 226 10 27 20 20 | c = head 9 7 13 244 56 21 17 | d = shin 9 9 39 71 194 24 20 | e = thigh 23 26 40 24 21 204 28 | f = upperarm 25 29 16 21 23 32 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1667 65.0664 % Incorrectly Classified Instances 895 34.9336 % Kappa statistic 0.5924 Mean absolute error 0.1039 Root mean squared error 0.2998 Relative absolute error 42.4317 % Root relative squared error 85.6609 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.05 0.71 0.735 0.722 0.865 chest 0.701 0.044 0.724 0.701 0.712 0.842 forearm 0.604 0.065 0.607 0.604 0.605 0.795 head 0.639 0.053 0.667 0.639 0.653 0.819 shin 0.64 0.072 0.599 0.64 0.619 0.8 thigh 0.615 0.062 0.623 0.615 0.619 0.803 upperarm 0.621 0.062 0.628 0.621 0.625 0.802 waist Weighted Avg. 0.651 0.058 0.651 0.651 0.651 0.818 === Confusion Matrix === a b c d e f g <-- classified as 269 12 23 5 17 24 16 | a = chest 20 255 32 7 6 21 23 | b = forearm 23 32 221 12 25 22 31 | c = head 5 5 21 234 61 24 16 | d = shin 16 9 17 45 235 24 21 | e = thigh 20 14 26 30 23 225 28 | f = upperarm 26 25 24 18 25 21 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1619 63.1928 % Incorrectly Classified Instances 943 36.8072 % Kappa statistic 0.5706 Mean absolute error 0.1087 Root mean squared error 0.3066 Relative absolute error 44.367 % Root relative squared error 87.6206 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.749 0.056 0.692 0.749 0.719 0.86 chest 0.695 0.056 0.673 0.695 0.684 0.846 forearm 0.514 0.072 0.542 0.514 0.527 0.753 head 0.675 0.054 0.675 0.675 0.675 0.827 shin 0.591 0.07 0.586 0.591 0.589 0.785 thigh 0.566 0.066 0.588 0.566 0.577 0.762 upperarm 0.635 0.056 0.656 0.635 0.645 0.825 waist Weighted Avg. 0.632 0.061 0.63 0.632 0.631 0.808 === Confusion Matrix === a b c d e f g <-- classified as 274 12 23 6 12 18 21 | a = chest 18 253 40 5 5 27 16 | b = forearm 28 47 188 10 31 33 29 | c = head 10 3 9 247 60 23 14 | d = shin 11 12 26 55 217 20 26 | e = thigh 29 26 33 25 30 207 16 | f = upperarm 26 23 28 18 15 24 233 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1649 64.3638 % Incorrectly Classified Instances 913 35.6362 % Kappa statistic 0.5842 Mean absolute error 0.1056 Root mean squared error 0.3022 Relative absolute error 43.1393 % Root relative squared error 86.3645 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.057 0.69 0.76 0.723 0.863 chest 0.659 0.05 0.686 0.659 0.672 0.821 forearm 0.56 0.061 0.607 0.56 0.582 0.79 head 0.686 0.059 0.661 0.686 0.673 0.836 shin 0.616 0.071 0.592 0.616 0.603 0.803 thigh 0.615 0.067 0.605 0.615 0.61 0.784 upperarm 0.61 0.051 0.665 0.61 0.636 0.816 waist Weighted Avg. 0.644 0.059 0.643 0.644 0.643 0.816 === Confusion Matrix === a b c d e f g <-- classified as 278 16 15 7 14 18 18 | a = chest 22 240 40 8 7 34 13 | b = forearm 24 40 205 11 27 40 19 | c = head 10 3 9 251 54 15 24 | d = shin 14 12 23 54 226 18 20 | e = thigh 24 19 25 24 30 225 19 | f = upperarm 31 20 21 25 24 22 224 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1658 64.6898 % Incorrectly Classified Instances 905 35.3102 % Kappa statistic 0.588 Mean absolute error 0.1058 Root mean squared error 0.304 Relative absolute error 43.1871 % Root relative squared error 86.8696 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.041 0.749 0.735 0.742 0.857 chest 0.707 0.047 0.713 0.707 0.71 0.836 forearm 0.617 0.063 0.619 0.617 0.618 0.795 head 0.635 0.061 0.637 0.635 0.636 0.822 shin 0.623 0.066 0.613 0.623 0.618 0.782 thigh 0.617 0.077 0.572 0.617 0.594 0.802 upperarm 0.594 0.057 0.634 0.594 0.613 0.799 waist Weighted Avg. 0.647 0.059 0.648 0.647 0.647 0.813 === Confusion Matrix === a b c d e f g <-- classified as 269 13 18 4 11 30 21 | a = chest 11 258 38 6 7 26 19 | b = forearm 24 27 226 10 23 37 19 | c = head 3 1 9 233 62 27 32 | d = shin 11 13 28 47 228 20 19 | e = thigh 22 22 21 32 27 226 16 | f = upperarm 19 28 25 34 14 29 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1620 63.2072 % Incorrectly Classified Instances 943 36.7928 % Kappa statistic 0.5708 Mean absolute error 0.1095 Root mean squared error 0.3091 Relative absolute error 44.7262 % Root relative squared error 88.3363 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.054 0.695 0.74 0.717 0.858 chest 0.668 0.054 0.674 0.668 0.671 0.841 forearm 0.585 0.079 0.552 0.585 0.568 0.766 head 0.651 0.059 0.649 0.651 0.65 0.818 shin 0.541 0.061 0.596 0.541 0.567 0.766 thigh 0.582 0.07 0.58 0.582 0.581 0.763 upperarm 0.657 0.052 0.677 0.657 0.667 0.823 waist Weighted Avg. 0.632 0.061 0.632 0.632 0.632 0.805 === Confusion Matrix === a b c d e f g <-- classified as 271 12 19 5 13 24 22 | a = chest 24 244 51 6 6 19 15 | b = forearm 21 41 214 18 16 34 22 | c = head 15 5 14 239 49 26 19 | d = shin 15 15 29 62 198 34 13 | e = thigh 27 23 34 21 24 213 24 | f = upperarm 17 22 27 17 26 17 241 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1600 62.4268 % Incorrectly Classified Instances 963 37.5732 % Kappa statistic 0.5616 Mean absolute error 0.1109 Root mean squared error 0.3104 Relative absolute error 45.292 % Root relative squared error 88.707 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.055 0.689 0.732 0.71 0.851 chest 0.652 0.062 0.635 0.652 0.643 0.801 forearm 0.566 0.069 0.577 0.566 0.571 0.757 head 0.657 0.056 0.66 0.657 0.658 0.828 shin 0.577 0.069 0.581 0.577 0.579 0.786 thigh 0.593 0.062 0.613 0.593 0.603 0.781 upperarm 0.594 0.064 0.609 0.594 0.601 0.791 waist Weighted Avg. 0.624 0.063 0.623 0.624 0.624 0.799 === Confusion Matrix === a b c d e f g <-- classified as 268 15 18 5 16 22 22 | a = chest 26 238 40 7 10 19 25 | b = forearm 18 49 207 16 18 30 28 | c = head 9 5 14 241 56 22 20 | d = shin 13 16 30 50 211 24 22 | e = thigh 20 29 29 24 24 217 23 | f = upperarm 35 23 21 22 28 20 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1660 64.7679 % Incorrectly Classified Instances 903 35.2321 % Kappa statistic 0.589 Mean absolute error 0.1052 Root mean squared error 0.3019 Relative absolute error 42.973 % Root relative squared error 86.2744 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.051 0.71 0.757 0.733 0.86 chest 0.64 0.049 0.683 0.64 0.661 0.819 forearm 0.639 0.076 0.582 0.639 0.609 0.799 head 0.689 0.051 0.692 0.689 0.69 0.842 shin 0.572 0.07 0.579 0.572 0.575 0.78 thigh 0.594 0.062 0.616 0.594 0.605 0.777 upperarm 0.643 0.051 0.676 0.643 0.659 0.821 waist Weighted Avg. 0.648 0.059 0.648 0.648 0.648 0.814 === Confusion Matrix === a b c d e f g <-- classified as 277 11 21 3 13 21 20 | a = chest 18 233 54 3 12 21 23 | b = forearm 21 26 234 12 27 28 18 | c = head 7 3 11 252 55 20 18 | d = shin 14 16 33 49 210 27 18 | e = thigh 33 28 24 24 24 218 16 | f = upperarm 20 24 25 21 22 19 236 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1637 63.8705 % Incorrectly Classified Instances 926 36.1295 % Kappa statistic 0.5785 Mean absolute error 0.1072 Root mean squared error 0.3063 Relative absolute error 43.7902 % Root relative squared error 87.5374 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.749 0.046 0.729 0.749 0.739 0.872 chest 0.665 0.049 0.693 0.665 0.679 0.822 forearm 0.555 0.074 0.556 0.555 0.555 0.759 head 0.664 0.052 0.679 0.664 0.671 0.834 shin 0.583 0.074 0.569 0.583 0.576 0.776 thigh 0.64 0.069 0.607 0.64 0.623 0.797 upperarm 0.616 0.057 0.642 0.616 0.629 0.795 waist Weighted Avg. 0.639 0.06 0.639 0.639 0.639 0.808 === Confusion Matrix === a b c d e f g <-- classified as 274 13 13 4 13 29 20 | a = chest 24 242 40 10 8 17 23 | b = forearm 20 39 203 5 30 35 34 | c = head 8 3 14 243 61 22 15 | d = shin 12 9 28 61 214 26 17 | e = thigh 17 24 31 16 27 235 17 | f = upperarm 21 19 36 19 23 23 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1626 63.4413 % Incorrectly Classified Instances 937 36.5587 % Kappa statistic 0.5735 Mean absolute error 0.1079 Root mean squared error 0.3078 Relative absolute error 44.069 % Root relative squared error 87.9541 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.044 0.741 0.76 0.75 0.878 chest 0.692 0.055 0.676 0.692 0.684 0.832 forearm 0.59 0.071 0.581 0.59 0.585 0.785 head 0.683 0.071 0.617 0.683 0.649 0.83 shin 0.529 0.067 0.569 0.529 0.548 0.765 thigh 0.569 0.063 0.602 0.569 0.585 0.766 upperarm 0.619 0.056 0.649 0.619 0.633 0.802 waist Weighted Avg. 0.634 0.061 0.633 0.634 0.633 0.808 === Confusion Matrix === a b c d e f g <-- classified as 278 15 20 5 13 14 21 | a = chest 20 252 34 9 5 30 14 | b = forearm 20 35 216 14 25 36 20 | c = head 5 5 9 250 53 20 24 | d = shin 14 11 39 75 194 18 16 | e = thigh 17 29 30 27 27 209 28 | f = upperarm 21 26 24 25 24 20 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1633 63.7144 % Incorrectly Classified Instances 930 36.2856 % Kappa statistic 0.5767 Mean absolute error 0.1076 Root mean squared error 0.3071 Relative absolute error 43.936 % Root relative squared error 87.7723 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.047 0.728 0.751 0.739 0.864 chest 0.688 0.059 0.661 0.688 0.674 0.82 forearm 0.587 0.07 0.584 0.587 0.586 0.782 head 0.609 0.055 0.65 0.609 0.629 0.81 shin 0.552 0.071 0.563 0.552 0.557 0.778 thigh 0.64 0.061 0.635 0.64 0.638 0.804 upperarm 0.632 0.061 0.636 0.632 0.634 0.79 waist Weighted Avg. 0.637 0.06 0.637 0.637 0.637 0.807 === Confusion Matrix === a b c d e f g <-- classified as 275 19 18 2 16 18 18 | a = chest 20 251 29 5 7 25 28 | b = forearm 17 48 215 15 26 27 18 | c = head 5 7 16 223 66 20 29 | d = shin 13 20 28 59 202 23 21 | e = thigh 21 17 29 24 22 235 19 | f = upperarm 27 18 33 15 20 22 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1598 62.3731 % Incorrectly Classified Instances 964 37.6269 % Kappa statistic 0.561 Mean absolute error 0.1102 Root mean squared error 0.3106 Relative absolute error 44.9915 % Root relative squared error 88.7478 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.051 0.712 0.757 0.734 0.868 chest 0.649 0.059 0.646 0.649 0.648 0.822 forearm 0.596 0.078 0.559 0.596 0.577 0.783 head 0.658 0.061 0.641 0.658 0.65 0.833 shin 0.546 0.061 0.597 0.546 0.571 0.758 thigh 0.541 0.066 0.579 0.541 0.559 0.779 upperarm 0.619 0.062 0.625 0.619 0.622 0.811 waist Weighted Avg. 0.624 0.063 0.623 0.624 0.623 0.808 === Confusion Matrix === a b c d e f g <-- classified as 277 16 21 4 8 24 16 | a = chest 20 237 44 3 4 26 31 | b = forearm 21 40 218 12 29 25 21 | c = head 5 3 14 241 52 30 21 | d = shin 15 12 32 63 200 20 24 | e = thigh 30 32 30 28 25 198 23 | f = upperarm 21 27 31 25 17 19 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1604 62.6073 % Incorrectly Classified Instances 958 37.3927 % Kappa statistic 0.5638 Mean absolute error 0.11 Root mean squared error 0.3099 Relative absolute error 44.9267 % Root relative squared error 88.5532 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.051 0.706 0.727 0.716 0.86 chest 0.682 0.06 0.655 0.682 0.668 0.83 forearm 0.577 0.075 0.561 0.577 0.569 0.776 head 0.639 0.053 0.667 0.639 0.653 0.836 shin 0.552 0.077 0.546 0.552 0.549 0.771 thigh 0.582 0.065 0.6 0.582 0.591 0.795 upperarm 0.624 0.056 0.649 0.624 0.636 0.81 waist Weighted Avg. 0.626 0.062 0.626 0.626 0.626 0.811 === Confusion Matrix === a b c d e f g <-- classified as 266 18 24 5 15 21 17 | a = chest 19 249 39 1 14 23 20 | b = forearm 28 45 211 10 29 19 24 | c = head 7 6 12 234 59 26 22 | d = shin 14 9 37 59 202 28 17 | e = thigh 19 23 30 32 25 213 24 | f = upperarm 24 30 23 10 26 25 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1631 63.6612 % Incorrectly Classified Instances 931 36.3388 % Kappa statistic 0.576 Mean absolute error 0.108 Root mean squared error 0.3066 Relative absolute error 44.1194 % Root relative squared error 87.6055 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.051 0.707 0.738 0.722 0.855 chest 0.655 0.051 0.683 0.655 0.669 0.813 forearm 0.607 0.067 0.602 0.607 0.604 0.788 head 0.661 0.062 0.64 0.661 0.651 0.84 shin 0.604 0.072 0.583 0.604 0.593 0.789 thigh 0.555 0.064 0.59 0.555 0.572 0.77 upperarm 0.638 0.057 0.65 0.638 0.644 0.802 waist Weighted Avg. 0.637 0.061 0.636 0.637 0.636 0.808 === Confusion Matrix === a b c d e f g <-- classified as 270 11 16 6 14 24 25 | a = chest 14 239 50 8 8 24 22 | b = forearm 24 38 222 14 24 25 19 | c = head 8 5 10 242 68 20 13 | d = shin 13 6 14 63 221 26 23 | e = thigh 36 23 34 26 20 203 24 | f = upperarm 17 28 23 19 24 22 234 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1598 62.3488 % Incorrectly Classified Instances 965 37.6512 % Kappa statistic 0.5607 Mean absolute error 0.1112 Root mean squared error 0.3106 Relative absolute error 45.3967 % Root relative squared error 88.757 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.043 0.747 0.757 0.752 0.882 chest 0.627 0.058 0.641 0.627 0.634 0.799 forearm 0.568 0.077 0.55 0.568 0.559 0.77 head 0.634 0.053 0.667 0.634 0.65 0.828 shin 0.601 0.075 0.573 0.601 0.587 0.794 thigh 0.583 0.071 0.577 0.583 0.58 0.773 upperarm 0.594 0.062 0.616 0.594 0.605 0.779 waist Weighted Avg. 0.623 0.063 0.624 0.623 0.624 0.804 === Confusion Matrix === a b c d e f g <-- classified as 277 21 8 2 9 26 23 | a = chest 22 229 48 4 11 31 20 | b = forearm 22 32 208 14 31 30 29 | c = head 2 4 14 232 68 24 22 | d = shin 6 11 42 50 220 17 20 | e = thigh 29 33 21 27 21 214 22 | f = upperarm 13 27 37 19 24 29 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1634 63.7534 % Incorrectly Classified Instances 929 36.2466 % Kappa statistic 0.5771 Mean absolute error 0.1076 Root mean squared error 0.3081 Relative absolute error 43.9273 % Root relative squared error 88.0559 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.773 0.046 0.737 0.773 0.755 0.882 chest 0.668 0.06 0.649 0.668 0.659 0.829 forearm 0.582 0.067 0.59 0.582 0.586 0.777 head 0.656 0.052 0.676 0.656 0.666 0.83 shin 0.56 0.079 0.542 0.56 0.551 0.765 thigh 0.605 0.057 0.64 0.605 0.622 0.793 upperarm 0.619 0.061 0.627 0.619 0.623 0.784 waist Weighted Avg. 0.638 0.06 0.637 0.638 0.637 0.808 === Confusion Matrix === a b c d e f g <-- classified as 283 15 11 2 17 18 20 | a = chest 20 244 44 3 11 19 24 | b = forearm 18 48 213 10 26 28 23 | c = head 8 6 11 240 64 15 22 | d = shin 18 10 33 50 205 24 26 | e = thigh 15 28 29 25 28 222 20 | f = upperarm 22 25 20 25 27 21 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1582 61.7245 % Incorrectly Classified Instances 981 38.2755 % Kappa statistic 0.5535 Mean absolute error 0.1124 Root mean squared error 0.3133 Relative absolute error 45.889 % Root relative squared error 89.5212 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.051 0.704 0.73 0.717 0.856 chest 0.652 0.05 0.686 0.652 0.669 0.817 forearm 0.59 0.074 0.57 0.59 0.58 0.787 head 0.631 0.058 0.645 0.631 0.638 0.809 shin 0.555 0.073 0.558 0.555 0.556 0.76 thigh 0.556 0.071 0.567 0.556 0.561 0.765 upperarm 0.608 0.07 0.593 0.608 0.6 0.805 waist Weighted Avg. 0.617 0.064 0.618 0.617 0.617 0.8 === Confusion Matrix === a b c d e f g <-- classified as 267 18 13 3 16 24 25 | a = chest 21 238 43 5 8 21 29 | b = forearm 20 32 216 10 24 32 32 | c = head 7 5 16 231 65 20 22 | d = shin 20 15 28 51 203 33 16 | e = thigh 22 26 35 28 23 204 29 | f = upperarm 22 13 28 30 25 26 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1580 61.6465 % Incorrectly Classified Instances 983 38.3535 % Kappa statistic 0.5525 Mean absolute error 0.1123 Root mean squared error 0.3154 Relative absolute error 45.8369 % Root relative squared error 90.1309 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.05 0.701 0.699 0.7 0.842 chest 0.655 0.06 0.644 0.655 0.649 0.81 forearm 0.574 0.07 0.579 0.574 0.576 0.771 head 0.634 0.057 0.65 0.634 0.642 0.82 shin 0.549 0.074 0.554 0.549 0.551 0.779 thigh 0.564 0.069 0.577 0.564 0.57 0.763 upperarm 0.64 0.068 0.61 0.64 0.625 0.805 waist Weighted Avg. 0.616 0.064 0.616 0.616 0.616 0.799 === Confusion Matrix === a b c d e f g <-- classified as 256 23 16 10 17 23 21 | a = chest 18 239 41 6 5 29 27 | b = forearm 19 46 210 11 30 31 19 | c = head 9 1 15 232 58 26 25 | d = shin 12 16 20 59 201 25 33 | e = thigh 24 24 40 19 28 207 25 | f = upperarm 27 22 21 20 24 18 235 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1649 64.3387 % Incorrectly Classified Instances 914 35.6613 % Kappa statistic 0.584 Mean absolute error 0.1064 Root mean squared error 0.3046 Relative absolute error 43.4651 % Root relative squared error 87.0479 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.045 0.741 0.765 0.753 0.873 chest 0.715 0.061 0.662 0.715 0.688 0.843 forearm 0.609 0.069 0.596 0.609 0.603 0.793 head 0.626 0.051 0.672 0.626 0.648 0.822 shin 0.569 0.07 0.577 0.569 0.573 0.772 thigh 0.615 0.069 0.598 0.615 0.606 0.776 upperarm 0.605 0.053 0.657 0.605 0.63 0.79 waist Weighted Avg. 0.643 0.059 0.643 0.643 0.643 0.81 === Confusion Matrix === a b c d e f g <-- classified as 280 16 20 5 7 15 23 | a = chest 15 261 33 2 10 24 20 | b = forearm 19 51 223 10 18 22 23 | c = head 2 5 14 229 72 28 16 | d = shin 10 14 27 55 209 37 15 | e = thigh 29 19 34 20 20 225 19 | f = upperarm 23 28 23 20 26 25 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1620 63.2072 % Incorrectly Classified Instances 943 36.7928 % Kappa statistic 0.5707 Mean absolute error 0.1095 Root mean squared error 0.3079 Relative absolute error 44.7285 % Root relative squared error 87.9986 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.047 0.728 0.751 0.739 0.868 chest 0.666 0.054 0.673 0.666 0.669 0.82 forearm 0.579 0.067 0.589 0.579 0.584 0.766 head 0.617 0.056 0.646 0.617 0.631 0.823 shin 0.556 0.074 0.556 0.556 0.556 0.759 thigh 0.607 0.07 0.592 0.607 0.599 0.784 upperarm 0.649 0.061 0.64 0.649 0.644 0.819 waist Weighted Avg. 0.632 0.061 0.632 0.632 0.632 0.806 === Confusion Matrix === a b c d e f g <-- classified as 275 9 16 6 14 23 23 | a = chest 18 243 33 4 16 28 23 | b = forearm 21 36 212 5 24 42 26 | c = head 9 7 17 226 63 21 23 | d = shin 14 16 27 63 204 21 22 | e = thigh 25 21 32 21 28 222 17 | f = upperarm 16 29 23 25 18 18 238 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1648 64.2996 % Incorrectly Classified Instances 915 35.7004 % Kappa statistic 0.5835 Mean absolute error 0.1064 Root mean squared error 0.3044 Relative absolute error 43.4651 % Root relative squared error 86.9833 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.055 0.685 0.719 0.701 0.856 chest 0.701 0.056 0.674 0.701 0.687 0.846 forearm 0.574 0.067 0.587 0.574 0.58 0.753 head 0.661 0.05 0.688 0.661 0.674 0.842 shin 0.572 0.062 0.605 0.572 0.588 0.775 thigh 0.604 0.061 0.621 0.604 0.612 0.796 upperarm 0.67 0.064 0.637 0.67 0.653 0.822 waist Weighted Avg. 0.643 0.06 0.642 0.643 0.642 0.813 === Confusion Matrix === a b c d e f g <-- classified as 263 17 21 7 11 19 28 | a = chest 23 256 37 5 9 16 19 | b = forearm 21 45 210 16 23 31 20 | c = head 3 5 15 242 59 19 23 | d = shin 19 15 26 46 210 26 25 | e = thigh 31 21 28 21 19 221 25 | f = upperarm 24 21 21 15 16 24 246 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1626 63.466 % Incorrectly Classified Instances 936 36.534 % Kappa statistic 0.5738 Mean absolute error 0.1072 Root mean squared error 0.3054 Relative absolute error 43.7893 % Root relative squared error 87.2691 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.041 0.755 0.768 0.762 0.88 chest 0.654 0.049 0.69 0.654 0.671 0.824 forearm 0.582 0.083 0.538 0.582 0.559 0.781 head 0.665 0.06 0.651 0.665 0.658 0.837 shin 0.59 0.075 0.568 0.59 0.579 0.794 thigh 0.566 0.066 0.588 0.566 0.577 0.778 upperarm 0.619 0.052 0.664 0.619 0.64 0.821 waist Weighted Avg. 0.635 0.061 0.636 0.635 0.635 0.816 === Confusion Matrix === a b c d e f g <-- classified as 281 10 20 7 13 16 19 | a = chest 21 238 46 6 11 17 25 | b = forearm 19 37 213 14 27 39 17 | c = head 7 2 12 244 58 25 19 | d = shin 9 13 33 55 216 25 15 | e = thigh 21 21 46 23 28 207 20 | f = upperarm 14 24 26 26 27 23 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1602 62.5293 % Incorrectly Classified Instances 960 37.4707 % Kappa statistic 0.5628 Mean absolute error 0.1103 Root mean squared error 0.3106 Relative absolute error 45.0402 % Root relative squared error 88.7499 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.046 0.728 0.74 0.734 0.867 chest 0.654 0.053 0.67 0.654 0.662 0.83 forearm 0.593 0.066 0.599 0.593 0.596 0.779 head 0.646 0.071 0.603 0.646 0.624 0.818 shin 0.59 0.074 0.57 0.59 0.58 0.782 thigh 0.579 0.07 0.579 0.579 0.579 0.773 upperarm 0.575 0.056 0.63 0.575 0.601 0.781 waist Weighted Avg. 0.625 0.062 0.626 0.625 0.625 0.805 === Confusion Matrix === a b c d e f g <-- classified as 271 17 22 9 11 16 20 | a = chest 16 238 36 3 18 31 22 | b = forearm 19 38 217 19 28 21 24 | c = head 5 5 11 237 61 24 24 | d = shin 16 7 20 69 216 27 11 | e = thigh 21 25 23 31 31 212 23 | f = upperarm 24 25 33 25 14 35 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1627 63.5051 % Incorrectly Classified Instances 935 36.4949 % Kappa statistic 0.5742 Mean absolute error 0.1086 Root mean squared error 0.3079 Relative absolute error 44.3484 % Root relative squared error 87.9757 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.05 0.709 0.732 0.72 0.863 chest 0.701 0.048 0.708 0.701 0.704 0.835 forearm 0.598 0.077 0.566 0.598 0.582 0.771 head 0.651 0.061 0.642 0.651 0.647 0.821 shin 0.596 0.076 0.568 0.596 0.581 0.779 thigh 0.568 0.066 0.591 0.568 0.579 0.774 upperarm 0.599 0.05 0.669 0.599 0.632 0.799 waist Weighted Avg. 0.635 0.061 0.636 0.635 0.635 0.806 === Confusion Matrix === a b c d e f g <-- classified as 268 21 20 7 18 14 18 | a = chest 19 255 35 1 8 28 18 | b = forearm 20 37 219 12 24 32 22 | c = head 9 3 16 239 63 17 20 | d = shin 11 6 30 61 218 25 15 | e = thigh 27 18 46 25 26 208 16 | f = upperarm 24 20 21 27 27 28 220 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1609 62.778 % Incorrectly Classified Instances 954 37.222 % Kappa statistic 0.5657 Mean absolute error 0.11 Root mean squared error 0.31 Relative absolute error 44.8997 % Root relative squared error 88.5863 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.048 0.717 0.732 0.724 0.857 chest 0.679 0.062 0.645 0.679 0.661 0.827 forearm 0.574 0.078 0.55 0.574 0.561 0.773 head 0.623 0.055 0.653 0.623 0.638 0.804 shin 0.594 0.071 0.583 0.594 0.588 0.788 thigh 0.597 0.057 0.637 0.597 0.616 0.803 upperarm 0.597 0.063 0.613 0.597 0.605 0.785 waist Weighted Avg. 0.628 0.062 0.628 0.628 0.628 0.805 === Confusion Matrix === a b c d e f g <-- classified as 268 17 21 8 10 15 27 | a = chest 14 247 40 4 11 25 23 | b = forearm 25 44 210 9 33 25 20 | c = head 9 5 18 228 61 17 28 | d = shin 16 11 28 50 218 26 18 | e = thigh 20 22 37 26 21 219 22 | f = upperarm 22 37 28 24 20 17 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1699 66.2895 % Incorrectly Classified Instances 864 33.7105 % Kappa statistic 0.6067 Mean absolute error 0.101 Root mean squared error 0.295 Relative absolute error 41.2442 % Root relative squared error 84.2963 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.749 0.04 0.759 0.749 0.754 0.87 chest 0.706 0.048 0.708 0.706 0.707 0.851 forearm 0.669 0.069 0.617 0.669 0.642 0.828 head 0.664 0.056 0.662 0.664 0.663 0.82 shin 0.589 0.058 0.63 0.589 0.608 0.805 thigh 0.602 0.059 0.63 0.602 0.616 0.786 upperarm 0.662 0.063 0.638 0.662 0.65 0.828 waist Weighted Avg. 0.663 0.056 0.663 0.663 0.663 0.827 === Confusion Matrix === a b c d e f g <-- classified as 274 13 21 4 13 21 20 | a = chest 14 257 34 4 12 19 24 | b = forearm 16 36 245 10 12 22 25 | c = head 9 5 10 243 54 27 18 | d = shin 10 4 28 59 216 24 26 | e = thigh 24 20 29 23 25 221 25 | f = upperarm 14 28 30 24 11 17 243 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1654 64.5337 % Incorrectly Classified Instances 909 35.4663 % Kappa statistic 0.5862 Mean absolute error 0.1066 Root mean squared error 0.302 Relative absolute error 43.5344 % Root relative squared error 86.317 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.045 0.739 0.757 0.748 0.877 chest 0.651 0.053 0.669 0.651 0.66 0.834 forearm 0.601 0.067 0.599 0.601 0.6 0.796 head 0.68 0.061 0.648 0.68 0.664 0.832 shin 0.589 0.06 0.621 0.589 0.604 0.794 thigh 0.621 0.069 0.602 0.621 0.611 0.784 upperarm 0.619 0.059 0.638 0.619 0.628 0.812 waist Weighted Avg. 0.645 0.059 0.645 0.645 0.645 0.818 === Confusion Matrix === a b c d e f g <-- classified as 277 18 19 6 6 20 20 | a = chest 16 237 44 3 12 27 25 | b = forearm 16 36 220 13 29 35 17 | c = head 3 4 14 249 55 20 21 | d = shin 13 11 23 53 216 23 28 | e = thigh 28 26 20 28 19 228 18 | f = upperarm 22 22 27 32 11 26 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1607 62.7 % Incorrectly Classified Instances 956 37.3 % Kappa statistic 0.5648 Mean absolute error 0.1099 Root mean squared error 0.3099 Relative absolute error 44.8693 % Root relative squared error 88.5664 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.049 0.697 0.678 0.687 0.838 chest 0.677 0.058 0.66 0.677 0.668 0.832 forearm 0.577 0.065 0.596 0.577 0.586 0.781 head 0.642 0.059 0.646 0.642 0.644 0.836 shin 0.577 0.066 0.594 0.577 0.585 0.784 thigh 0.608 0.071 0.59 0.608 0.599 0.793 upperarm 0.632 0.068 0.607 0.632 0.619 0.799 waist Weighted Avg. 0.627 0.062 0.627 0.627 0.627 0.809 === Confusion Matrix === a b c d e f g <-- classified as 248 24 19 4 17 21 33 | a = chest 16 247 38 3 9 27 25 | b = forearm 19 38 211 13 20 36 29 | c = head 9 4 12 235 56 26 24 | d = shin 13 8 21 66 211 26 21 | e = thigh 25 23 36 19 23 223 18 | f = upperarm 26 30 17 24 19 19 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1588 61.9586 % Incorrectly Classified Instances 975 38.0414 % Kappa statistic 0.5562 Mean absolute error 0.112 Root mean squared error 0.3129 Relative absolute error 45.7413 % Root relative squared error 89.4281 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.051 0.71 0.757 0.733 0.878 chest 0.641 0.06 0.639 0.641 0.64 0.808 forearm 0.596 0.071 0.583 0.596 0.589 0.787 head 0.616 0.059 0.637 0.616 0.626 0.8 shin 0.544 0.072 0.557 0.544 0.55 0.758 thigh 0.555 0.068 0.575 0.555 0.565 0.773 upperarm 0.629 0.062 0.628 0.629 0.629 0.807 waist Weighted Avg. 0.62 0.063 0.618 0.62 0.619 0.802 === Confusion Matrix === a b c d e f g <-- classified as 277 13 11 8 11 19 27 | a = chest 17 234 47 5 10 22 30 | b = forearm 25 38 218 10 25 25 25 | c = head 6 4 17 226 70 23 21 | d = shin 26 20 28 50 199 31 12 | e = thigh 22 34 38 20 27 203 22 | f = upperarm 17 23 15 36 15 30 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1604 62.5829 % Incorrectly Classified Instances 959 37.4171 % Kappa statistic 0.5635 Mean absolute error 0.1106 Root mean squared error 0.31 Relative absolute error 45.1788 % Root relative squared error 88.5931 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.05 0.711 0.738 0.724 0.863 chest 0.69 0.06 0.656 0.69 0.673 0.831 forearm 0.607 0.071 0.587 0.607 0.597 0.783 head 0.613 0.057 0.643 0.613 0.628 0.805 shin 0.577 0.064 0.601 0.577 0.589 0.778 thigh 0.522 0.067 0.563 0.522 0.542 0.757 upperarm 0.635 0.067 0.612 0.635 0.623 0.822 waist Weighted Avg. 0.626 0.062 0.625 0.626 0.625 0.805 === Confusion Matrix === a b c d e f g <-- classified as 270 19 21 6 12 23 15 | a = chest 21 252 29 6 5 18 34 | b = forearm 24 39 222 13 18 32 18 | c = head 10 12 11 225 63 27 19 | d = shin 12 11 34 50 211 25 23 | e = thigh 25 28 33 26 24 191 39 | f = upperarm 18 23 28 24 18 23 233 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1614 62.9731 % Incorrectly Classified Instances 949 37.0269 % Kappa statistic 0.568 Mean absolute error 0.1101 Root mean squared error 0.3107 Relative absolute error 44.976 % Root relative squared error 88.7872 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.05 0.714 0.743 0.728 0.87 chest 0.693 0.058 0.666 0.693 0.679 0.819 forearm 0.546 0.071 0.56 0.546 0.553 0.752 head 0.665 0.05 0.691 0.665 0.678 0.84 shin 0.53 0.065 0.577 0.53 0.553 0.768 thigh 0.601 0.076 0.567 0.601 0.584 0.785 upperarm 0.629 0.062 0.628 0.629 0.629 0.799 waist Weighted Avg. 0.63 0.062 0.629 0.63 0.629 0.805 === Confusion Matrix === a b c d e f g <-- classified as 272 13 18 5 7 30 21 | a = chest 15 253 37 1 11 23 25 | b = forearm 19 52 200 9 36 27 23 | c = head 6 6 10 244 50 29 22 | d = shin 16 12 30 59 194 33 22 | e = thigh 28 24 33 18 19 220 24 | f = upperarm 25 20 29 17 19 26 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1617 63.1148 % Incorrectly Classified Instances 945 36.8852 % Kappa statistic 0.5697 Mean absolute error 0.1089 Root mean squared error 0.3085 Relative absolute error 44.4775 % Root relative squared error 88.1584 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.055 0.692 0.738 0.714 0.853 chest 0.674 0.053 0.68 0.674 0.677 0.828 forearm 0.582 0.069 0.584 0.582 0.583 0.771 head 0.683 0.061 0.651 0.683 0.667 0.843 shin 0.552 0.071 0.563 0.552 0.557 0.765 thigh 0.593 0.061 0.62 0.593 0.606 0.781 upperarm 0.597 0.061 0.622 0.597 0.609 0.8 waist Weighted Avg. 0.631 0.061 0.63 0.631 0.63 0.806 === Confusion Matrix === a b c d e f g <-- classified as 270 20 15 8 15 18 20 | a = chest 18 246 38 4 12 19 28 | b = forearm 29 32 213 17 26 21 28 | c = head 7 4 8 250 52 20 25 | d = shin 15 14 28 65 202 31 11 | e = thigh 26 25 34 19 24 217 21 | f = upperarm 25 21 29 21 28 24 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1580 61.6706 % Incorrectly Classified Instances 982 38.3294 % Kappa statistic 0.5528 Mean absolute error 0.1128 Root mean squared error 0.3136 Relative absolute error 46.0523 % Root relative squared error 89.6175 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.046 0.728 0.74 0.734 0.873 chest 0.663 0.052 0.678 0.663 0.67 0.829 forearm 0.549 0.067 0.578 0.549 0.563 0.78 head 0.642 0.056 0.656 0.642 0.649 0.831 shin 0.525 0.08 0.522 0.525 0.523 0.765 thigh 0.557 0.068 0.576 0.557 0.567 0.761 upperarm 0.64 0.077 0.58 0.64 0.609 0.805 waist Weighted Avg. 0.617 0.064 0.617 0.617 0.616 0.806 === Confusion Matrix === a b c d e f g <-- classified as 271 19 19 7 12 14 24 | a = chest 13 242 36 5 14 31 24 | b = forearm 22 46 201 6 32 33 26 | c = head 7 1 9 235 57 24 33 | d = shin 17 13 27 64 192 24 29 | e = thigh 28 16 26 23 35 204 34 | f = upperarm 14 20 30 18 26 24 235 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1571 61.3193 % Incorrectly Classified Instances 991 38.6807 % Kappa statistic 0.5487 Mean absolute error 0.1143 Root mean squared error 0.3158 Relative absolute error 46.6711 % Root relative squared error 90.2345 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.049 0.71 0.724 0.717 0.848 chest 0.655 0.064 0.631 0.655 0.642 0.82 forearm 0.555 0.073 0.559 0.555 0.557 0.766 head 0.667 0.063 0.639 0.667 0.652 0.832 shin 0.516 0.071 0.548 0.516 0.532 0.754 thigh 0.557 0.069 0.573 0.557 0.565 0.764 upperarm 0.619 0.062 0.624 0.619 0.621 0.798 waist Weighted Avg. 0.613 0.064 0.612 0.613 0.612 0.798 === Confusion Matrix === a b c d e f g <-- classified as 265 21 21 10 12 17 20 | a = chest 21 239 38 6 11 25 25 | b = forearm 16 50 203 14 20 40 23 | c = head 3 5 15 244 62 15 22 | d = shin 29 12 24 65 189 25 22 | e = thigh 19 30 41 17 30 204 25 | f = upperarm 20 22 21 26 21 30 227 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1682 65.6262 % Incorrectly Classified Instances 881 34.3738 % Kappa statistic 0.599 Mean absolute error 0.1021 Root mean squared error 0.2971 Relative absolute error 41.7039 % Root relative squared error 84.8996 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.048 0.72 0.746 0.733 0.861 chest 0.742 0.061 0.669 0.742 0.704 0.855 forearm 0.552 0.06 0.607 0.552 0.578 0.773 head 0.689 0.045 0.72 0.689 0.704 0.865 shin 0.617 0.069 0.599 0.617 0.608 0.809 thigh 0.619 0.061 0.629 0.619 0.624 0.814 upperarm 0.629 0.058 0.645 0.629 0.637 0.814 waist Weighted Avg. 0.656 0.057 0.656 0.656 0.655 0.827 === Confusion Matrix === a b c d e f g <-- classified as 273 22 13 2 8 24 24 | a = chest 18 271 30 0 8 16 22 | b = forearm 27 45 202 16 32 25 19 | c = head 3 3 8 252 59 19 22 | d = shin 16 12 25 51 226 19 17 | e = thigh 19 27 33 15 23 227 23 | f = upperarm 23 25 22 14 21 31 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1611 62.856 % Incorrectly Classified Instances 952 37.144 % Kappa statistic 0.5667 Mean absolute error 0.1092 Root mean squared error 0.3086 Relative absolute error 44.5844 % Root relative squared error 88.2008 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.05 0.707 0.724 0.715 0.864 chest 0.674 0.054 0.676 0.674 0.675 0.826 forearm 0.596 0.071 0.583 0.596 0.589 0.796 head 0.648 0.055 0.662 0.648 0.655 0.818 shin 0.557 0.067 0.581 0.557 0.569 0.774 thigh 0.575 0.068 0.584 0.575 0.58 0.789 upperarm 0.627 0.068 0.605 0.627 0.616 0.809 waist Weighted Avg. 0.629 0.062 0.628 0.629 0.628 0.811 === Confusion Matrix === a b c d e f g <-- classified as 265 18 14 3 11 25 30 | a = chest 15 246 39 3 11 24 27 | b = forearm 14 38 218 11 34 28 23 | c = head 7 2 9 237 60 20 31 | d = shin 14 13 35 55 204 28 17 | e = thigh 28 25 33 28 20 211 22 | f = upperarm 32 22 26 21 11 25 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1603 62.5439 % Incorrectly Classified Instances 960 37.4561 % Kappa statistic 0.563 Mean absolute error 0.1106 Root mean squared error 0.3089 Relative absolute error 45.1654 % Root relative squared error 88.277 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.046 0.722 0.716 0.719 0.858 chest 0.668 0.053 0.676 0.668 0.672 0.833 forearm 0.582 0.076 0.559 0.582 0.57 0.777 head 0.639 0.06 0.641 0.639 0.64 0.798 shin 0.601 0.074 0.574 0.601 0.587 0.803 thigh 0.542 0.056 0.618 0.542 0.578 0.784 upperarm 0.629 0.071 0.595 0.629 0.612 0.804 waist Weighted Avg. 0.625 0.062 0.626 0.625 0.625 0.808 === Confusion Matrix === a b c d e f g <-- classified as 262 14 19 8 15 19 29 | a = chest 10 244 46 6 11 18 30 | b = forearm 19 41 213 8 29 29 27 | c = head 8 9 18 234 53 22 22 | d = shin 13 14 24 54 220 18 23 | e = thigh 25 23 33 27 34 199 26 | f = upperarm 26 16 28 28 21 17 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1637 63.8705 % Incorrectly Classified Instances 926 36.1295 % Kappa statistic 0.5785 Mean absolute error 0.1073 Root mean squared error 0.3065 Relative absolute error 43.8139 % Root relative squared error 87.5783 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.05 0.721 0.77 0.745 0.882 chest 0.726 0.064 0.653 0.726 0.687 0.849 forearm 0.587 0.066 0.597 0.587 0.592 0.782 head 0.593 0.054 0.646 0.593 0.618 0.802 shin 0.598 0.071 0.584 0.598 0.591 0.801 thigh 0.578 0.06 0.618 0.578 0.597 0.778 upperarm 0.619 0.057 0.645 0.619 0.631 0.807 waist Weighted Avg. 0.639 0.06 0.638 0.639 0.637 0.814 === Confusion Matrix === a b c d e f g <-- classified as 282 24 19 7 6 15 13 | a = chest 15 265 26 2 11 22 24 | b = forearm 22 46 215 4 28 28 23 | c = head 8 7 18 217 73 20 23 | d = shin 16 12 25 52 219 23 19 | e = thigh 26 23 33 32 18 212 23 | f = upperarm 22 29 24 22 20 23 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1673 65.2751 % Incorrectly Classified Instances 890 34.7249 % Kappa statistic 0.5949 Mean absolute error 0.1037 Root mean squared error 0.2997 Relative absolute error 42.3625 % Root relative squared error 85.6381 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.041 0.755 0.757 0.756 0.867 chest 0.703 0.056 0.675 0.703 0.689 0.841 forearm 0.631 0.071 0.597 0.631 0.614 0.783 head 0.657 0.055 0.666 0.657 0.661 0.821 shin 0.64 0.064 0.625 0.64 0.633 0.808 thigh 0.571 0.062 0.606 0.571 0.588 0.768 upperarm 0.61 0.056 0.646 0.61 0.627 0.805 waist Weighted Avg. 0.653 0.058 0.653 0.653 0.652 0.813 === Confusion Matrix === a b c d e f g <-- classified as 277 12 16 5 8 27 21 | a = chest 14 256 37 7 9 24 17 | b = forearm 11 48 231 10 21 22 23 | c = head 6 6 13 241 57 21 23 | d = shin 13 9 33 45 235 22 10 | e = thigh 22 26 31 28 21 209 29 | f = upperarm 24 22 26 26 25 20 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1635 63.7924 % Incorrectly Classified Instances 928 36.2076 % Kappa statistic 0.5776 Mean absolute error 0.1081 Root mean squared error 0.307 Relative absolute error 44.126 % Root relative squared error 87.7397 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.042 0.746 0.738 0.742 0.861 chest 0.69 0.058 0.662 0.69 0.676 0.832 forearm 0.596 0.061 0.618 0.596 0.606 0.785 head 0.689 0.057 0.669 0.689 0.679 0.842 shin 0.586 0.066 0.597 0.586 0.591 0.789 thigh 0.563 0.068 0.58 0.563 0.571 0.782 upperarm 0.605 0.07 0.59 0.605 0.598 0.791 waist Weighted Avg. 0.638 0.06 0.638 0.638 0.638 0.812 === Confusion Matrix === a b c d e f g <-- classified as 270 13 17 2 10 26 28 | a = chest 20 251 27 6 12 23 25 | b = forearm 22 39 218 13 20 30 24 | c = head 3 4 6 253 53 21 27 | d = shin 8 16 28 52 215 25 23 | e = thigh 15 30 30 26 32 206 27 | f = upperarm 24 26 27 26 18 24 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1649 64.3387 % Incorrectly Classified Instances 914 35.6613 % Kappa statistic 0.584 Mean absolute error 0.1053 Root mean squared error 0.3005 Relative absolute error 42.9807 % Root relative squared error 85.8639 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.749 0.046 0.729 0.749 0.739 0.865 chest 0.681 0.057 0.663 0.681 0.672 0.827 forearm 0.598 0.076 0.569 0.598 0.583 0.773 head 0.706 0.052 0.693 0.706 0.699 0.857 shin 0.548 0.065 0.584 0.548 0.565 0.777 thigh 0.62 0.065 0.615 0.62 0.618 0.795 upperarm 0.602 0.055 0.648 0.602 0.624 0.801 waist Weighted Avg. 0.643 0.059 0.643 0.643 0.643 0.814 === Confusion Matrix === a b c d e f g <-- classified as 274 19 25 2 7 17 22 | a = chest 16 248 43 5 12 21 19 | b = forearm 27 37 219 12 21 34 16 | c = head 3 4 13 259 61 17 10 | d = shin 18 9 26 57 201 28 28 | e = thigh 17 27 30 20 20 227 25 | f = upperarm 21 30 29 19 22 25 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1599 62.4122 % Incorrectly Classified Instances 963 37.5878 % Kappa statistic 0.5615 Mean absolute error 0.1111 Root mean squared error 0.3113 Relative absolute error 45.3759 % Root relative squared error 88.9482 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.051 0.699 0.716 0.707 0.849 chest 0.712 0.044 0.728 0.712 0.72 0.846 forearm 0.555 0.075 0.552 0.555 0.553 0.772 head 0.658 0.06 0.648 0.658 0.653 0.83 shin 0.533 0.076 0.54 0.533 0.536 0.763 thigh 0.587 0.065 0.602 0.587 0.595 0.791 upperarm 0.608 0.068 0.599 0.608 0.604 0.795 waist Weighted Avg. 0.624 0.063 0.624 0.624 0.624 0.807 === Confusion Matrix === a b c d e f g <-- classified as 262 14 20 8 19 24 19 | a = chest 20 260 26 6 9 23 21 | b = forearm 20 38 203 16 26 32 31 | c = head 7 1 9 241 62 21 25 | d = shin 19 8 38 57 195 18 31 | e = thigh 23 13 40 21 32 215 22 | f = upperarm 24 23 32 23 18 24 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1604 62.6073 % Incorrectly Classified Instances 958 37.3927 % Kappa statistic 0.5638 Mean absolute error 0.1099 Root mean squared error 0.3112 Relative absolute error 44.8891 % Root relative squared error 88.9277 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.048 0.724 0.76 0.741 0.867 chest 0.671 0.059 0.653 0.671 0.662 0.817 forearm 0.563 0.078 0.545 0.563 0.554 0.754 head 0.648 0.055 0.662 0.648 0.655 0.813 shin 0.522 0.078 0.528 0.522 0.525 0.746 thigh 0.62 0.06 0.634 0.62 0.627 0.808 upperarm 0.599 0.058 0.634 0.599 0.616 0.804 waist Weighted Avg. 0.626 0.062 0.626 0.626 0.626 0.801 === Confusion Matrix === a b c d e f g <-- classified as 278 14 17 5 10 22 20 | a = chest 17 245 51 1 8 19 24 | b = forearm 15 40 206 19 31 27 28 | c = head 7 10 11 237 67 18 16 | d = shin 19 21 33 59 191 22 21 | e = thigh 22 14 37 20 28 227 18 | f = upperarm 26 31 23 17 27 23 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1617 63.1148 % Incorrectly Classified Instances 945 36.8852 % Kappa statistic 0.5697 Mean absolute error 0.1082 Root mean squared error 0.3077 Relative absolute error 44.1965 % Root relative squared error 87.9209 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.754 0.054 0.701 0.754 0.726 0.87 chest 0.685 0.056 0.67 0.685 0.678 0.83 forearm 0.598 0.07 0.587 0.598 0.593 0.783 head 0.639 0.065 0.622 0.639 0.631 0.82 shin 0.525 0.072 0.549 0.525 0.536 0.766 thigh 0.604 0.06 0.628 0.604 0.616 0.797 upperarm 0.613 0.054 0.654 0.613 0.633 0.806 waist Weighted Avg. 0.631 0.061 0.63 0.631 0.63 0.81 === Confusion Matrix === a b c d e f g <-- classified as 276 9 22 7 13 20 19 | a = chest 18 250 46 5 15 14 17 | b = forearm 22 37 219 14 16 30 28 | c = head 7 8 10 234 63 25 19 | d = shin 21 13 26 76 192 19 19 | e = thigh 22 33 26 18 29 221 17 | f = upperarm 28 23 24 22 22 23 225 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1624 63.3632 % Incorrectly Classified Instances 939 36.6368 % Kappa statistic 0.5726 Mean absolute error 0.1094 Root mean squared error 0.3078 Relative absolute error 44.6797 % Root relative squared error 87.9755 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.046 0.726 0.724 0.725 0.857 chest 0.712 0.064 0.65 0.712 0.68 0.849 forearm 0.607 0.067 0.602 0.607 0.604 0.812 head 0.658 0.059 0.65 0.658 0.654 0.825 shin 0.557 0.071 0.567 0.557 0.562 0.749 thigh 0.589 0.061 0.615 0.589 0.602 0.789 upperarm 0.589 0.06 0.622 0.589 0.605 0.777 waist Weighted Avg. 0.634 0.061 0.633 0.634 0.633 0.808 === Confusion Matrix === a b c d e f g <-- classified as 265 20 25 5 16 16 19 | a = chest 19 260 34 3 10 20 19 | b = forearm 21 41 222 8 27 27 20 | c = head 6 4 13 241 51 22 29 | d = shin 21 19 22 63 204 17 20 | e = thigh 13 34 28 23 29 216 24 | f = upperarm 20 22 25 28 23 33 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1626 63.4413 % Incorrectly Classified Instances 937 36.5587 % Kappa statistic 0.5735 Mean absolute error 0.1087 Root mean squared error 0.3051 Relative absolute error 44.4009 % Root relative squared error 87.1914 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.051 0.693 0.686 0.69 0.836 chest 0.707 0.056 0.675 0.707 0.691 0.859 forearm 0.587 0.076 0.561 0.587 0.574 0.78 head 0.65 0.054 0.669 0.65 0.659 0.842 shin 0.597 0.073 0.578 0.597 0.587 0.788 thigh 0.612 0.062 0.62 0.612 0.616 0.789 upperarm 0.602 0.054 0.65 0.602 0.625 0.789 waist Weighted Avg. 0.634 0.061 0.635 0.634 0.635 0.812 === Confusion Matrix === a b c d e f g <-- classified as 251 21 20 7 14 20 33 | a = chest 15 258 37 3 11 23 18 | b = forearm 26 40 215 15 25 32 13 | c = head 7 7 13 238 63 25 13 | d = shin 20 8 27 61 219 12 20 | e = thigh 17 20 43 18 22 224 22 | f = upperarm 26 28 28 14 25 25 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1625 63.4023 % Incorrectly Classified Instances 938 36.5977 % Kappa statistic 0.573 Mean absolute error 0.1093 Root mean squared error 0.3078 Relative absolute error 44.6155 % Root relative squared error 87.9537 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.056 0.687 0.738 0.711 0.855 chest 0.66 0.054 0.671 0.66 0.666 0.828 forearm 0.615 0.07 0.595 0.615 0.605 0.793 head 0.587 0.047 0.676 0.587 0.629 0.803 shin 0.602 0.069 0.592 0.602 0.597 0.791 thigh 0.645 0.062 0.634 0.645 0.64 0.806 upperarm 0.591 0.07 0.586 0.591 0.589 0.782 waist Weighted Avg. 0.634 0.061 0.635 0.634 0.634 0.808 === Confusion Matrix === a b c d e f g <-- classified as 270 12 20 5 13 24 22 | a = chest 19 241 38 8 8 21 30 | b = forearm 25 34 225 8 27 22 25 | c = head 8 10 13 215 65 23 32 | d = shin 15 11 26 44 221 26 24 | e = thigh 22 22 23 16 27 236 20 | f = upperarm 34 29 33 22 12 20 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1594 62.1927 % Incorrectly Classified Instances 969 37.8073 % Kappa statistic 0.5589 Mean absolute error 0.1124 Root mean squared error 0.3137 Relative absolute error 45.9157 % Root relative squared error 89.6481 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.052 0.708 0.757 0.732 0.868 chest 0.625 0.056 0.651 0.625 0.638 0.803 forearm 0.568 0.069 0.579 0.568 0.574 0.786 head 0.609 0.066 0.608 0.609 0.608 0.808 shin 0.561 0.073 0.561 0.561 0.561 0.757 thigh 0.607 0.057 0.638 0.607 0.622 0.79 upperarm 0.627 0.069 0.604 0.627 0.615 0.794 waist Weighted Avg. 0.622 0.063 0.621 0.622 0.621 0.801 === Confusion Matrix === a b c d e f g <-- classified as 277 19 10 8 14 18 20 | a = chest 22 228 53 3 13 14 32 | b = forearm 16 44 208 14 26 24 34 | c = head 6 6 15 223 66 24 26 | d = shin 26 11 26 55 206 20 23 | e = thigh 22 18 30 34 24 222 16 | f = upperarm 22 24 17 30 18 26 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1635 63.7924 % Incorrectly Classified Instances 928 36.2076 % Kappa statistic 0.5776 Mean absolute error 0.1067 Root mean squared error 0.3049 Relative absolute error 43.5842 % Root relative squared error 87.1283 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.046 0.727 0.74 0.733 0.869 chest 0.649 0.058 0.651 0.649 0.65 0.8 forearm 0.626 0.07 0.598 0.626 0.611 0.806 head 0.635 0.06 0.64 0.635 0.637 0.828 shin 0.568 0.066 0.588 0.568 0.578 0.801 thigh 0.604 0.063 0.614 0.604 0.609 0.783 upperarm 0.643 0.059 0.647 0.643 0.645 0.817 waist Weighted Avg. 0.638 0.06 0.638 0.638 0.638 0.815 === Confusion Matrix === a b c d e f g <-- classified as 271 23 16 5 8 23 20 | a = chest 20 237 46 5 13 26 18 | b = forearm 12 42 229 14 27 22 20 | c = head 6 4 11 233 64 25 24 | d = shin 13 8 30 60 208 21 26 | e = thigh 25 25 30 25 19 221 21 | f = upperarm 26 25 21 22 15 22 236 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1638 63.9095 % Incorrectly Classified Instances 925 36.0905 % Kappa statistic 0.5789 Mean absolute error 0.1066 Root mean squared error 0.3042 Relative absolute error 43.5277 % Root relative squared error 86.9329 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.749 0.046 0.733 0.749 0.741 0.868 chest 0.682 0.059 0.657 0.682 0.669 0.827 forearm 0.587 0.069 0.587 0.587 0.587 0.795 head 0.668 0.052 0.682 0.668 0.675 0.838 shin 0.582 0.074 0.568 0.582 0.575 0.792 thigh 0.593 0.07 0.585 0.593 0.589 0.777 upperarm 0.613 0.052 0.664 0.613 0.637 0.804 waist Weighted Avg. 0.639 0.06 0.639 0.639 0.639 0.814 === Confusion Matrix === a b c d e f g <-- classified as 274 18 15 1 12 23 23 | a = chest 19 249 35 3 13 23 23 | b = forearm 25 49 215 11 27 23 16 | c = head 6 4 12 245 57 25 18 | d = shin 14 7 32 56 213 28 16 | e = thigh 20 22 35 24 30 217 18 | f = upperarm 16 30 22 19 23 32 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1602 62.5049 % Incorrectly Classified Instances 961 37.4951 % Kappa statistic 0.5626 Mean absolute error 0.1111 Root mean squared error 0.3107 Relative absolute error 45.3457 % Root relative squared error 88.804 % Total Number of Instances 2563 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.046 0.735 0.765 0.75 0.885 chest 0.674 0.06 0.651 0.674 0.662 0.829 forearm 0.56 0.072 0.563 0.56 0.562 0.767 head 0.616 0.057 0.642 0.616 0.629 0.812 shin 0.601 0.08 0.556 0.601 0.577 0.764 thigh 0.538 0.061 0.595 0.538 0.565 0.756 upperarm 0.621 0.061 0.632 0.621 0.626 0.801 waist Weighted Avg. 0.625 0.062 0.625 0.625 0.624 0.802 === Confusion Matrix === a b c d e f g <-- classified as 280 17 16 5 11 14 23 | a = chest 15 246 45 8 13 19 19 | b = forearm 22 43 205 11 26 36 23 | c = head 7 7 15 226 70 24 18 | d = shin 15 12 31 50 220 20 18 | e = thigh 22 26 33 25 31 197 32 | f = upperarm 20 27 19 27 25 21 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1567 61.1632 % Incorrectly Classified Instances 995 38.8368 % Kappa statistic 0.5469 Mean absolute error 0.1136 Root mean squared error 0.315 Relative absolute error 46.369 % Root relative squared error 90.0101 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.047 0.729 0.765 0.747 0.875 chest 0.676 0.061 0.647 0.676 0.661 0.84 forearm 0.489 0.067 0.547 0.489 0.517 0.729 head 0.59 0.06 0.621 0.59 0.605 0.815 shin 0.574 0.079 0.547 0.574 0.56 0.778 thigh 0.545 0.07 0.565 0.545 0.555 0.767 upperarm 0.643 0.068 0.613 0.643 0.628 0.814 waist Weighted Avg. 0.612 0.065 0.61 0.612 0.61 0.803 === Confusion Matrix === a b c d e f g <-- classified as 280 12 26 8 10 14 16 | a = chest 22 246 32 1 10 30 23 | b = forearm 17 52 179 18 36 34 30 | c = head 2 7 10 216 72 28 31 | d = shin 17 12 25 53 210 26 23 | e = thigh 26 24 28 34 29 200 26 | f = upperarm 20 27 27 18 17 22 236 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1586 61.9048 % Incorrectly Classified Instances 976 38.0952 % Kappa statistic 0.5556 Mean absolute error 0.1125 Root mean squared error 0.3138 Relative absolute error 45.9387 % Root relative squared error 89.6805 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.05 0.714 0.751 0.732 0.87 chest 0.687 0.061 0.649 0.687 0.668 0.825 forearm 0.585 0.082 0.545 0.585 0.564 0.774 head 0.634 0.057 0.648 0.634 0.641 0.838 shin 0.53 0.063 0.584 0.53 0.556 0.758 thigh 0.556 0.063 0.595 0.556 0.575 0.767 upperarm 0.591 0.068 0.593 0.591 0.592 0.751 waist Weighted Avg. 0.619 0.063 0.618 0.619 0.618 0.797 === Confusion Matrix === a b c d e f g <-- classified as 275 19 13 6 14 20 19 | a = chest 14 250 41 7 5 19 28 | b = forearm 23 45 214 8 19 30 27 | c = head 3 7 16 232 59 28 21 | d = shin 15 15 37 54 194 21 30 | e = thigh 30 26 40 23 20 204 24 | f = upperarm 25 23 32 28 21 21 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1640 64.0125 % Incorrectly Classified Instances 922 35.9875 % Kappa statistic 0.5802 Mean absolute error 0.1065 Root mean squared error 0.3032 Relative absolute error 43.4822 % Root relative squared error 86.6342 % Total Number of Instances 2562 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.047 0.719 0.727 0.723 0.858 chest 0.695 0.063 0.645 0.695 0.669 0.84 forearm 0.615 0.067 0.603 0.615 0.609 0.797 head 0.656 0.061 0.642 0.656 0.649 0.825 shin 0.585 0.069 0.585 0.585 0.585 0.798 thigh 0.594 0.059 0.628 0.594 0.611 0.793 upperarm 0.61 0.053 0.659 0.61 0.634 0.81 waist Weighted Avg. 0.64 0.06 0.64 0.64 0.64 0.817 === Confusion Matrix === a b c d e f g <-- classified as 266 23 20 4 22 16 15 | a = chest 16 253 35 5 11 21 23 | b = forearm 22 37 225 12 21 29 20 | c = head 5 3 13 240 61 25 19 | d = shin 13 15 26 62 214 18 18 | e = thigh 25 25 34 24 20 218 21 | f = upperarm 23 36 20 27 17 20 224 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 4 RUN: 0 FOLD: 0 Correctly Classified Instances 1428 54.7336 % Incorrectly Classified Instances 1181 45.2664 % Kappa statistic 0.4719 Mean absolute error 0.1337 Root mean squared error 0.3432 Relative absolute error 54.5912 % Root relative squared error 98.0889 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.087 0.561 0.669 0.61 0.81 chest 0.593 0.069 0.588 0.593 0.591 0.796 forearm 0.46 0.09 0.458 0.46 0.459 0.701 head 0.584 0.063 0.609 0.584 0.596 0.775 shin 0.539 0.081 0.528 0.539 0.533 0.745 thigh 0.452 0.077 0.493 0.452 0.471 0.713 upperarm 0.535 0.061 0.595 0.535 0.563 0.737 waist Weighted Avg. 0.547 0.075 0.547 0.547 0.546 0.754 === Confusion Matrix === a b c d e f g <-- classified as 249 24 17 4 20 38 20 | a = chest 43 220 48 12 11 15 22 | b = forearm 34 58 171 15 39 30 25 | c = head 10 15 24 218 40 43 23 | d = shin 36 10 43 44 201 25 14 | e = thigh 39 23 38 33 38 168 33 | f = upperarm 33 24 32 32 32 22 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1459 55.9218 % Incorrectly Classified Instances 1150 44.0782 % Kappa statistic 0.4857 Mean absolute error 0.1296 Root mean squared error 0.3362 Relative absolute error 52.9083 % Root relative squared error 96.0826 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.068 0.598 0.608 0.603 0.792 chest 0.636 0.067 0.613 0.636 0.624 0.815 forearm 0.438 0.082 0.471 0.438 0.454 0.69 head 0.598 0.061 0.621 0.598 0.609 0.782 shin 0.552 0.072 0.561 0.552 0.557 0.769 thigh 0.511 0.085 0.5 0.511 0.505 0.72 upperarm 0.572 0.08 0.546 0.572 0.558 0.763 waist Weighted Avg. 0.559 0.073 0.559 0.559 0.559 0.762 === Confusion Matrix === a b c d e f g <-- classified as 226 43 21 8 18 29 27 | a = chest 32 236 42 10 13 12 26 | b = forearm 20 48 163 24 40 42 35 | c = head 7 13 23 223 41 35 31 | d = shin 17 10 41 44 206 32 23 | e = thigh 36 16 28 35 30 190 37 | f = upperarm 40 19 28 15 19 40 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1443 55.3085 % Incorrectly Classified Instances 1166 44.6915 % Kappa statistic 0.4786 Mean absolute error 0.1298 Root mean squared error 0.3361 Relative absolute error 52.9919 % Root relative squared error 96.0421 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.075 0.594 0.656 0.623 0.819 chest 0.582 0.058 0.624 0.582 0.603 0.799 forearm 0.516 0.09 0.487 0.516 0.501 0.733 head 0.598 0.068 0.593 0.598 0.595 0.797 shin 0.515 0.082 0.512 0.515 0.513 0.752 thigh 0.519 0.084 0.507 0.519 0.513 0.756 upperarm 0.487 0.064 0.561 0.487 0.521 0.744 waist Weighted Avg. 0.553 0.074 0.554 0.553 0.553 0.771 === Confusion Matrix === a b c d e f g <-- classified as 244 25 20 8 25 26 24 | a = chest 31 216 43 19 17 19 26 | b = forearm 21 46 192 23 40 34 16 | c = head 11 11 28 223 40 36 24 | d = shin 21 6 46 44 192 36 28 | e = thigh 44 9 30 36 35 193 25 | f = upperarm 39 33 35 23 26 37 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1448 55.5002 % Incorrectly Classified Instances 1161 44.4998 % Kappa statistic 0.4808 Mean absolute error 0.131 Root mean squared error 0.3386 Relative absolute error 53.4869 % Root relative squared error 96.7637 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.061 0.632 0.629 0.631 0.809 chest 0.659 0.065 0.626 0.659 0.642 0.824 forearm 0.448 0.093 0.447 0.448 0.447 0.685 head 0.63 0.071 0.596 0.63 0.613 0.807 shin 0.534 0.079 0.529 0.534 0.531 0.734 thigh 0.468 0.077 0.501 0.468 0.484 0.724 upperarm 0.519 0.073 0.545 0.519 0.531 0.725 waist Weighted Avg. 0.555 0.074 0.554 0.555 0.554 0.758 === Confusion Matrix === a b c d e f g <-- classified as 234 21 31 12 17 30 27 | a = chest 34 244 45 5 8 13 21 | b = forearm 18 53 167 22 47 35 31 | c = head 6 14 22 235 38 38 20 | d = shin 18 12 44 40 199 24 36 | e = thigh 22 20 39 52 37 174 28 | f = upperarm 38 26 26 28 30 33 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1419 54.3887 % Incorrectly Classified Instances 1190 45.6113 % Kappa statistic 0.4679 Mean absolute error 0.1332 Root mean squared error 0.3428 Relative absolute error 54.3771 % Root relative squared error 97.969 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.066 0.62 0.648 0.633 0.813 chest 0.557 0.057 0.619 0.557 0.586 0.777 forearm 0.493 0.095 0.463 0.493 0.478 0.72 head 0.529 0.066 0.572 0.529 0.55 0.76 shin 0.512 0.088 0.494 0.512 0.503 0.742 thigh 0.509 0.085 0.497 0.509 0.503 0.73 upperarm 0.559 0.075 0.557 0.559 0.558 0.757 waist Weighted Avg. 0.544 0.076 0.546 0.544 0.544 0.757 === Confusion Matrix === a b c d e f g <-- classified as 241 18 18 11 20 37 27 | a = chest 33 206 56 13 16 13 33 | b = forearm 23 46 184 24 38 30 28 | c = head 10 10 22 198 67 46 21 | d = shin 16 14 45 38 191 32 37 | e = thigh 36 16 39 38 32 189 21 | f = upperarm 30 23 33 24 23 33 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1453 55.6918 % Incorrectly Classified Instances 1156 44.3082 % Kappa statistic 0.4831 Mean absolute error 0.1292 Root mean squared error 0.3362 Relative absolute error 52.7738 % Root relative squared error 96.0836 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.059 0.636 0.616 0.626 0.8 chest 0.611 0.063 0.616 0.611 0.613 0.803 forearm 0.475 0.097 0.448 0.475 0.461 0.721 head 0.62 0.072 0.589 0.62 0.604 0.816 shin 0.534 0.075 0.542 0.534 0.538 0.749 thigh 0.466 0.084 0.481 0.466 0.473 0.704 upperarm 0.577 0.067 0.593 0.577 0.585 0.761 waist Weighted Avg. 0.557 0.074 0.558 0.557 0.557 0.765 === Confusion Matrix === a b c d e f g <-- classified as 229 27 17 9 16 37 37 | a = chest 30 226 54 11 7 15 27 | b = forearm 22 46 177 31 52 32 13 | c = head 8 11 33 232 33 42 15 | d = shin 19 9 46 44 199 28 28 | e = thigh 33 20 34 48 34 173 29 | f = upperarm 19 28 34 19 26 33 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1501 57.5316 % Incorrectly Classified Instances 1108 42.4684 % Kappa statistic 0.5045 Mean absolute error 0.1256 Root mean squared error 0.3302 Relative absolute error 51.2984 % Root relative squared error 94.3504 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.062 0.641 0.667 0.653 0.818 chest 0.697 0.066 0.635 0.697 0.665 0.833 forearm 0.45 0.077 0.493 0.45 0.471 0.714 head 0.57 0.058 0.621 0.57 0.594 0.774 shin 0.525 0.08 0.523 0.525 0.524 0.753 thigh 0.518 0.079 0.52 0.518 0.519 0.751 upperarm 0.601 0.073 0.582 0.601 0.592 0.778 waist Weighted Avg. 0.575 0.071 0.574 0.575 0.574 0.775 === Confusion Matrix === a b c d e f g <-- classified as 248 33 19 8 13 26 25 | a = chest 28 258 38 4 8 9 25 | b = forearm 19 44 168 28 43 39 32 | c = head 10 13 20 213 52 40 26 | d = shin 26 13 38 41 196 30 29 | e = thigh 32 16 33 33 40 192 25 | f = upperarm 24 29 25 16 23 33 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1424 54.5803 % Incorrectly Classified Instances 1185 45.4197 % Kappa statistic 0.4701 Mean absolute error 0.1328 Root mean squared error 0.3403 Relative absolute error 54.2088 % Root relative squared error 97.2454 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.07 0.595 0.619 0.607 0.799 chest 0.632 0.075 0.584 0.632 0.607 0.808 forearm 0.473 0.086 0.478 0.473 0.476 0.73 head 0.595 0.066 0.6 0.595 0.598 0.79 shin 0.499 0.079 0.512 0.499 0.505 0.727 thigh 0.465 0.088 0.469 0.465 0.467 0.714 upperarm 0.537 0.066 0.577 0.537 0.556 0.768 waist Weighted Avg. 0.546 0.076 0.545 0.546 0.545 0.762 === Confusion Matrix === a b c d e f g <-- classified as 231 33 19 8 20 36 26 | a = chest 31 234 48 9 14 9 25 | b = forearm 20 63 176 13 41 43 16 | c = head 11 21 22 222 38 42 17 | d = shin 21 13 37 59 186 32 25 | e = thigh 43 17 28 41 31 173 39 | f = upperarm 31 20 38 18 33 34 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1446 55.4448 % Incorrectly Classified Instances 1162 44.5552 % Kappa statistic 0.4802 Mean absolute error 0.1304 Root mean squared error 0.3386 Relative absolute error 53.232 % Root relative squared error 96.765 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.068 0.598 0.608 0.603 0.794 chest 0.638 0.071 0.597 0.638 0.617 0.81 forearm 0.492 0.093 0.468 0.492 0.48 0.709 head 0.592 0.058 0.631 0.592 0.611 0.807 shin 0.542 0.081 0.529 0.542 0.535 0.766 thigh 0.465 0.086 0.473 0.465 0.469 0.707 upperarm 0.545 0.063 0.592 0.545 0.568 0.746 waist Weighted Avg. 0.554 0.074 0.556 0.554 0.555 0.763 === Confusion Matrix === a b c d e f g <-- classified as 226 41 18 2 17 43 25 | a = chest 33 236 55 6 5 13 22 | b = forearm 25 43 183 10 52 29 30 | c = head 8 7 29 221 55 40 13 | d = shin 17 7 36 54 202 35 22 | e = thigh 39 17 41 39 34 173 29 | f = upperarm 30 44 29 18 17 33 205 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1400 53.681 % Incorrectly Classified Instances 1208 46.319 % Kappa statistic 0.4596 Mean absolute error 0.1343 Root mean squared error 0.3426 Relative absolute error 54.8572 % Root relative squared error 97.9041 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.072 0.605 0.659 0.631 0.816 chest 0.595 0.071 0.579 0.595 0.587 0.815 forearm 0.476 0.095 0.455 0.476 0.465 0.702 head 0.555 0.075 0.552 0.555 0.553 0.766 shin 0.531 0.072 0.553 0.531 0.542 0.763 thigh 0.427 0.079 0.475 0.427 0.45 0.705 upperarm 0.516 0.077 0.53 0.516 0.523 0.748 waist Weighted Avg. 0.537 0.077 0.535 0.537 0.536 0.759 === Confusion Matrix === a b c d e f g <-- classified as 245 39 19 6 15 25 23 | a = chest 30 220 55 10 12 11 32 | b = forearm 19 44 177 30 34 38 30 | c = head 14 16 23 207 48 43 22 | d = shin 11 10 51 41 198 33 29 | e = thigh 49 20 42 47 19 159 36 | f = upperarm 37 31 22 34 32 26 194 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1482 56.8034 % Incorrectly Classified Instances 1127 43.1966 % Kappa statistic 0.496 Mean absolute error 0.1274 Root mean squared error 0.3331 Relative absolute error 52.036 % Root relative squared error 95.2029 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.062 0.643 0.672 0.657 0.824 chest 0.571 0.07 0.576 0.571 0.574 0.789 forearm 0.481 0.085 0.485 0.481 0.483 0.709 head 0.639 0.061 0.636 0.639 0.637 0.815 shin 0.547 0.072 0.557 0.547 0.552 0.764 thigh 0.501 0.088 0.487 0.501 0.494 0.723 upperarm 0.564 0.066 0.591 0.564 0.577 0.774 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.568 0.771 === Confusion Matrix === a b c d e f g <-- classified as 250 32 14 5 15 36 20 | a = chest 41 212 50 20 12 13 23 | b = forearm 19 50 179 22 37 42 23 | c = head 7 13 14 239 37 45 19 | d = shin 10 15 52 33 204 31 28 | e = thigh 28 21 30 39 33 186 34 | f = upperarm 34 25 30 18 28 29 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1431 54.8486 % Incorrectly Classified Instances 1178 45.1514 % Kappa statistic 0.4732 Mean absolute error 0.1327 Root mean squared error 0.3415 Relative absolute error 54.2023 % Root relative squared error 97.5807 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.072 0.588 0.613 0.6 0.795 chest 0.642 0.065 0.621 0.642 0.631 0.813 forearm 0.441 0.098 0.428 0.441 0.434 0.687 head 0.578 0.065 0.598 0.578 0.588 0.782 shin 0.515 0.063 0.578 0.515 0.545 0.746 thigh 0.509 0.095 0.47 0.509 0.489 0.726 upperarm 0.543 0.07 0.567 0.543 0.554 0.746 waist Weighted Avg. 0.548 0.075 0.55 0.548 0.549 0.757 === Confusion Matrix === a b c d e f g <-- classified as 228 28 15 11 18 44 28 | a = chest 35 238 56 13 5 9 15 | b = forearm 24 48 164 21 33 46 36 | c = head 12 12 30 216 34 47 23 | d = shin 23 12 41 35 192 39 31 | e = thigh 32 19 39 41 28 189 23 | f = upperarm 34 26 38 24 22 28 204 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1417 54.312 % Incorrectly Classified Instances 1192 45.688 % Kappa statistic 0.467 Mean absolute error 0.1327 Root mean squared error 0.3414 Relative absolute error 54.1878 % Root relative squared error 97.5659 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.072 0.591 0.621 0.606 0.803 chest 0.615 0.065 0.611 0.615 0.613 0.81 forearm 0.476 0.084 0.486 0.476 0.481 0.721 head 0.57 0.072 0.57 0.57 0.57 0.771 shin 0.552 0.076 0.546 0.552 0.549 0.751 thigh 0.437 0.085 0.459 0.437 0.448 0.708 upperarm 0.532 0.079 0.531 0.532 0.531 0.776 waist Weighted Avg. 0.543 0.076 0.542 0.543 0.542 0.763 === Confusion Matrix === a b c d e f g <-- classified as 231 29 20 10 13 33 36 | a = chest 28 228 42 13 15 19 26 | b = forearm 23 50 177 24 35 37 26 | c = head 3 15 23 213 50 47 23 | d = shin 23 9 29 46 206 26 34 | e = thigh 46 14 41 51 25 162 32 | f = upperarm 37 28 32 17 33 29 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1502 57.57 % Incorrectly Classified Instances 1107 42.43 % Kappa statistic 0.505 Mean absolute error 0.1253 Root mean squared error 0.3304 Relative absolute error 51.1551 % Root relative squared error 94.4262 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.068 0.63 0.689 0.658 0.836 chest 0.692 0.063 0.645 0.692 0.668 0.837 forearm 0.476 0.082 0.49 0.476 0.483 0.717 head 0.611 0.064 0.616 0.611 0.614 0.794 shin 0.525 0.068 0.562 0.525 0.543 0.753 thigh 0.481 0.08 0.501 0.481 0.491 0.716 upperarm 0.556 0.071 0.569 0.556 0.563 0.765 waist Weighted Avg. 0.576 0.071 0.573 0.576 0.574 0.774 === Confusion Matrix === a b c d e f g <-- classified as 257 30 10 8 19 25 24 | a = chest 24 256 38 10 9 14 19 | b = forearm 16 54 177 20 44 34 27 | c = head 10 10 21 228 37 41 26 | d = shin 20 13 48 46 196 25 25 | e = thigh 35 13 45 36 27 179 37 | f = upperarm 46 21 22 22 17 39 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1416 54.2737 % Incorrectly Classified Instances 1193 45.7263 % Kappa statistic 0.4665 Mean absolute error 0.134 Root mean squared error 0.343 Relative absolute error 54.7306 % Root relative squared error 98.029 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.069 0.597 0.618 0.608 0.79 chest 0.627 0.064 0.617 0.627 0.622 0.81 forearm 0.442 0.098 0.429 0.442 0.435 0.692 head 0.547 0.065 0.583 0.547 0.564 0.779 shin 0.525 0.076 0.534 0.525 0.53 0.749 thigh 0.513 0.084 0.504 0.513 0.509 0.737 upperarm 0.527 0.076 0.54 0.527 0.533 0.749 waist Weighted Avg. 0.543 0.076 0.543 0.543 0.543 0.758 === Confusion Matrix === a b c d e f g <-- classified as 230 34 24 5 14 40 25 | a = chest 26 232 51 13 12 10 26 | b = forearm 25 51 165 26 42 36 28 | c = head 10 7 32 204 54 37 29 | d = shin 25 9 44 35 196 34 30 | e = thigh 31 14 37 42 26 191 31 | f = upperarm 38 29 32 25 23 31 198 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1430 54.8103 % Incorrectly Classified Instances 1179 45.1897 % Kappa statistic 0.4728 Mean absolute error 0.132 Root mean squared error 0.3389 Relative absolute error 53.8938 % Root relative squared error 96.8524 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.589 0.072 0.576 0.589 0.582 0.784 chest 0.635 0.067 0.609 0.635 0.622 0.81 forearm 0.434 0.083 0.467 0.434 0.45 0.71 head 0.59 0.063 0.611 0.59 0.6 0.79 shin 0.544 0.084 0.521 0.544 0.532 0.763 thigh 0.508 0.09 0.485 0.508 0.496 0.738 upperarm 0.537 0.069 0.567 0.537 0.552 0.747 waist Weighted Avg. 0.548 0.075 0.548 0.548 0.548 0.763 === Confusion Matrix === a b c d e f g <-- classified as 219 30 25 9 23 33 33 | a = chest 33 235 45 13 12 10 22 | b = forearm 19 53 162 22 52 44 21 | c = head 13 10 22 220 46 45 17 | d = shin 19 13 33 36 203 32 37 | e = thigh 43 16 30 39 31 189 24 | f = upperarm 34 29 30 21 23 37 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1460 55.9601 % Incorrectly Classified Instances 1149 44.0399 % Kappa statistic 0.4862 Mean absolute error 0.1299 Root mean squared error 0.3376 Relative absolute error 53.0337 % Root relative squared error 96.4865 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.073 0.584 0.616 0.599 0.792 chest 0.643 0.068 0.609 0.643 0.625 0.807 forearm 0.485 0.091 0.471 0.485 0.478 0.702 head 0.614 0.073 0.583 0.614 0.598 0.792 shin 0.528 0.076 0.538 0.528 0.533 0.751 thigh 0.478 0.079 0.501 0.478 0.49 0.727 upperarm 0.553 0.054 0.634 0.553 0.591 0.758 waist Weighted Avg. 0.56 0.073 0.56 0.56 0.559 0.761 === Confusion Matrix === a b c d e f g <-- classified as 229 39 23 4 23 34 20 | a = chest 37 238 50 7 7 13 18 | b = forearm 20 42 181 31 39 36 24 | c = head 6 16 15 229 45 40 22 | d = shin 19 14 48 54 197 26 15 | e = thigh 47 14 36 45 31 178 21 | f = upperarm 34 28 31 23 24 28 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1477 56.6117 % Incorrectly Classified Instances 1132 43.3883 % Kappa statistic 0.4938 Mean absolute error 0.127 Root mean squared error 0.3341 Relative absolute error 51.8478 % Root relative squared error 95.4692 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.061 0.64 0.651 0.645 0.813 chest 0.676 0.068 0.622 0.676 0.648 0.847 forearm 0.493 0.097 0.459 0.493 0.475 0.724 head 0.582 0.062 0.611 0.582 0.596 0.8 shin 0.517 0.077 0.529 0.517 0.523 0.73 thigh 0.484 0.08 0.503 0.484 0.493 0.731 upperarm 0.561 0.062 0.603 0.561 0.581 0.773 waist Weighted Avg. 0.566 0.072 0.567 0.566 0.566 0.774 === Confusion Matrix === a b c d e f g <-- classified as 242 21 24 9 19 36 21 | a = chest 26 250 49 8 6 13 18 | b = forearm 16 64 184 23 37 26 23 | c = head 9 7 23 217 47 44 26 | d = shin 24 20 40 41 193 35 20 | e = thigh 35 14 47 37 28 180 31 | f = upperarm 26 26 34 20 35 24 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1465 56.1733 % Incorrectly Classified Instances 1143 43.8267 % Kappa statistic 0.4887 Mean absolute error 0.1279 Root mean squared error 0.3338 Relative absolute error 52.2339 % Root relative squared error 95.3876 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.066 0.621 0.651 0.635 0.813 chest 0.638 0.057 0.648 0.638 0.643 0.809 forearm 0.484 0.095 0.459 0.484 0.471 0.727 head 0.601 0.066 0.604 0.601 0.602 0.78 shin 0.542 0.084 0.519 0.542 0.53 0.776 thigh 0.476 0.076 0.51 0.476 0.492 0.728 upperarm 0.543 0.068 0.575 0.543 0.558 0.764 waist Weighted Avg. 0.562 0.073 0.562 0.562 0.562 0.771 === Confusion Matrix === a b c d e f g <-- classified as 242 24 22 6 12 40 26 | a = chest 38 236 41 9 9 13 24 | b = forearm 17 36 180 29 58 29 23 | c = head 9 12 35 224 47 31 15 | d = shin 17 9 44 40 202 33 28 | e = thigh 35 18 40 41 26 177 35 | f = upperarm 32 29 30 22 35 24 204 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1448 55.5215 % Incorrectly Classified Instances 1160 44.4785 % Kappa statistic 0.4811 Mean absolute error 0.1315 Root mean squared error 0.3409 Relative absolute error 53.7015 % Root relative squared error 97.4141 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.067 0.613 0.64 0.626 0.799 chest 0.649 0.072 0.599 0.649 0.623 0.814 forearm 0.444 0.088 0.456 0.444 0.45 0.699 head 0.587 0.071 0.581 0.587 0.584 0.776 shin 0.504 0.073 0.536 0.504 0.519 0.729 thigh 0.497 0.081 0.505 0.497 0.501 0.735 upperarm 0.566 0.067 0.587 0.566 0.576 0.756 waist Weighted Avg. 0.555 0.074 0.554 0.555 0.554 0.758 === Confusion Matrix === a b c d e f g <-- classified as 238 37 14 7 13 32 31 | a = chest 27 240 40 14 13 14 22 | b = forearm 20 64 165 21 42 40 20 | c = head 14 8 30 219 36 46 20 | d = shin 17 11 48 57 188 22 30 | e = thigh 45 11 27 43 34 185 27 | f = upperarm 27 30 38 16 25 27 213 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1475 56.5351 % Incorrectly Classified Instances 1134 43.4649 % Kappa statistic 0.4929 Mean absolute error 0.1279 Root mean squared error 0.334 Relative absolute error 52.2245 % Root relative squared error 95.4431 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.068 0.606 0.629 0.617 0.801 chest 0.67 0.071 0.609 0.67 0.638 0.837 forearm 0.485 0.081 0.501 0.485 0.493 0.727 head 0.574 0.066 0.591 0.574 0.582 0.792 shin 0.552 0.075 0.552 0.552 0.552 0.759 thigh 0.546 0.08 0.531 0.546 0.538 0.745 upperarm 0.503 0.067 0.559 0.503 0.529 0.74 waist Weighted Avg. 0.565 0.072 0.564 0.565 0.564 0.772 === Confusion Matrix === a b c d e f g <-- classified as 234 34 15 14 17 25 33 | a = chest 25 248 41 10 8 12 26 | b = forearm 23 52 181 26 39 33 19 | c = head 8 17 21 214 43 46 24 | d = shin 19 10 40 48 206 28 22 | e = thigh 37 12 30 38 27 203 25 | f = upperarm 40 34 33 12 33 35 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1459 55.9218 % Incorrectly Classified Instances 1150 44.0782 % Kappa statistic 0.4858 Mean absolute error 0.1288 Root mean squared error 0.3342 Relative absolute error 52.5749 % Root relative squared error 95.5147 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.622 0.07 0.596 0.622 0.609 0.804 chest 0.649 0.067 0.615 0.649 0.632 0.822 forearm 0.5 0.093 0.471 0.5 0.485 0.722 head 0.595 0.068 0.592 0.595 0.594 0.8 shin 0.55 0.079 0.537 0.55 0.543 0.758 thigh 0.444 0.073 0.502 0.444 0.471 0.733 upperarm 0.556 0.063 0.599 0.556 0.577 0.762 waist Weighted Avg. 0.559 0.073 0.559 0.559 0.558 0.771 === Confusion Matrix === a b c d e f g <-- classified as 232 37 16 11 19 31 27 | a = chest 29 240 46 11 6 16 22 | b = forearm 24 41 186 19 44 31 27 | c = head 6 13 32 222 50 33 17 | d = shin 15 13 42 53 205 26 19 | e = thigh 37 21 46 38 37 165 28 | f = upperarm 46 25 27 21 21 27 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1440 55.1936 % Incorrectly Classified Instances 1169 44.8064 % Kappa statistic 0.4773 Mean absolute error 0.1311 Root mean squared error 0.3392 Relative absolute error 53.5289 % Root relative squared error 96.9475 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.075 0.581 0.626 0.603 0.794 chest 0.644 0.066 0.619 0.644 0.631 0.811 forearm 0.489 0.094 0.464 0.489 0.476 0.722 head 0.563 0.059 0.616 0.563 0.588 0.776 shin 0.52 0.072 0.548 0.52 0.534 0.746 thigh 0.476 0.088 0.475 0.476 0.475 0.736 upperarm 0.545 0.07 0.566 0.545 0.556 0.76 waist Weighted Avg. 0.552 0.075 0.553 0.552 0.552 0.764 === Confusion Matrix === a b c d e f g <-- classified as 233 34 21 11 16 29 28 | a = chest 28 239 44 10 16 17 17 | b = forearm 26 45 182 26 48 23 22 | c = head 15 16 20 210 33 61 18 | d = shin 26 8 44 39 194 25 37 | e = thigh 34 16 48 35 27 177 35 | f = upperarm 39 28 33 10 20 41 205 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1501 57.5316 % Incorrectly Classified Instances 1108 42.4684 % Kappa statistic 0.5045 Mean absolute error 0.1259 Root mean squared error 0.3312 Relative absolute error 51.4108 % Root relative squared error 94.644 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.059 0.649 0.651 0.65 0.818 chest 0.65 0.058 0.65 0.65 0.65 0.815 forearm 0.508 0.078 0.519 0.508 0.514 0.738 head 0.619 0.066 0.611 0.619 0.615 0.801 shin 0.552 0.074 0.554 0.552 0.553 0.765 thigh 0.492 0.088 0.483 0.492 0.487 0.728 upperarm 0.556 0.073 0.562 0.556 0.559 0.757 waist Weighted Avg. 0.575 0.071 0.575 0.575 0.575 0.775 === Confusion Matrix === a b c d e f g <-- classified as 242 22 13 10 19 40 26 | a = chest 34 241 42 4 13 14 23 | b = forearm 17 41 189 28 33 33 31 | c = head 10 13 23 231 36 35 25 | d = shin 14 11 35 38 206 44 25 | e = thigh 29 15 40 43 29 183 33 | f = upperarm 27 28 22 24 36 30 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1458 55.8835 % Incorrectly Classified Instances 1151 44.1165 % Kappa statistic 0.4853 Mean absolute error 0.129 Root mean squared error 0.3357 Relative absolute error 52.6765 % Root relative squared error 95.9252 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.589 0.066 0.597 0.589 0.593 0.796 chest 0.695 0.077 0.599 0.695 0.643 0.848 forearm 0.508 0.087 0.493 0.508 0.501 0.74 head 0.563 0.057 0.621 0.563 0.591 0.777 shin 0.525 0.073 0.544 0.525 0.535 0.765 thigh 0.46 0.086 0.471 0.46 0.465 0.719 upperarm 0.572 0.068 0.586 0.572 0.579 0.765 waist Weighted Avg. 0.559 0.074 0.559 0.559 0.558 0.773 === Confusion Matrix === a b c d e f g <-- classified as 219 42 21 8 19 35 28 | a = chest 26 258 32 5 11 8 31 | b = forearm 25 55 189 15 34 35 19 | c = head 12 10 30 210 48 48 15 | d = shin 22 8 43 41 196 39 24 | e = thigh 35 25 37 39 30 171 35 | f = upperarm 28 33 31 20 22 27 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1479 56.6884 % Incorrectly Classified Instances 1130 43.3116 % Kappa statistic 0.4947 Mean absolute error 0.1281 Root mean squared error 0.3335 Relative absolute error 52.3 % Root relative squared error 95.2993 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.072 0.596 0.642 0.618 0.812 chest 0.638 0.061 0.634 0.638 0.636 0.821 forearm 0.489 0.093 0.465 0.489 0.477 0.719 head 0.594 0.062 0.617 0.594 0.605 0.774 shin 0.552 0.072 0.56 0.552 0.556 0.762 thigh 0.492 0.076 0.52 0.492 0.506 0.724 upperarm 0.561 0.069 0.578 0.561 0.57 0.771 waist Weighted Avg. 0.567 0.072 0.567 0.567 0.567 0.769 === Confusion Matrix === a b c d e f g <-- classified as 239 29 23 10 17 30 24 | a = chest 31 236 45 9 6 13 30 | b = forearm 23 40 182 25 42 32 28 | c = head 11 13 27 222 42 41 18 | d = shin 21 14 47 36 206 21 28 | e = thigh 40 16 42 38 27 183 26 | f = upperarm 36 24 25 20 28 32 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1437 55.0786 % Incorrectly Classified Instances 1172 44.9214 % Kappa statistic 0.4759 Mean absolute error 0.132 Root mean squared error 0.3385 Relative absolute error 53.9066 % Root relative squared error 96.7285 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.069 0.601 0.624 0.612 0.784 chest 0.581 0.063 0.602 0.581 0.591 0.783 forearm 0.465 0.091 0.459 0.465 0.462 0.709 head 0.564 0.062 0.603 0.564 0.583 0.78 shin 0.595 0.09 0.524 0.595 0.557 0.764 thigh 0.457 0.074 0.506 0.457 0.48 0.722 upperarm 0.569 0.074 0.565 0.569 0.567 0.778 waist Weighted Avg. 0.551 0.075 0.551 0.551 0.55 0.76 === Confusion Matrix === a b c d e f g <-- classified as 232 26 23 7 25 27 32 | a = chest 29 215 57 11 15 14 29 | b = forearm 23 52 173 20 40 38 26 | c = head 15 11 29 211 59 33 16 | d = shin 12 9 41 42 222 17 30 | e = thigh 47 17 33 39 34 170 32 | f = upperarm 28 27 21 20 29 37 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1437 55.0786 % Incorrectly Classified Instances 1172 44.9214 % Kappa statistic 0.4759 Mean absolute error 0.1317 Root mean squared error 0.3404 Relative absolute error 53.7787 % Root relative squared error 97.2897 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.065 0.615 0.624 0.619 0.805 chest 0.605 0.062 0.619 0.605 0.612 0.797 forearm 0.432 0.097 0.426 0.432 0.429 0.681 head 0.535 0.06 0.601 0.535 0.566 0.761 shin 0.544 0.076 0.546 0.544 0.545 0.759 thigh 0.569 0.092 0.505 0.569 0.535 0.763 upperarm 0.548 0.073 0.558 0.548 0.553 0.75 waist Weighted Avg. 0.551 0.075 0.553 0.551 0.551 0.759 === Confusion Matrix === a b c d e f g <-- classified as 232 14 30 9 17 31 39 | a = chest 23 224 57 7 17 18 24 | b = forearm 28 49 161 26 33 43 33 | c = head 5 22 27 200 50 42 28 | d = shin 19 11 49 31 203 37 23 | e = thigh 28 11 33 43 29 211 16 | f = upperarm 42 31 21 17 23 36 206 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1488 57.0552 % Incorrectly Classified Instances 1120 42.9448 % Kappa statistic 0.499 Mean absolute error 0.1265 Root mean squared error 0.333 Relative absolute error 51.6393 % Root relative squared error 95.1694 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.061 0.65 0.683 0.666 0.836 chest 0.635 0.06 0.635 0.635 0.635 0.817 forearm 0.509 0.096 0.47 0.509 0.489 0.738 head 0.587 0.075 0.567 0.587 0.577 0.776 shin 0.536 0.076 0.542 0.536 0.539 0.758 thigh 0.456 0.072 0.512 0.456 0.482 0.723 upperarm 0.588 0.061 0.617 0.588 0.602 0.769 waist Weighted Avg. 0.571 0.072 0.571 0.571 0.57 0.774 === Confusion Matrix === a b c d e f g <-- classified as 254 20 20 11 11 36 20 | a = chest 28 235 52 10 6 18 21 | b = forearm 16 56 190 22 40 25 24 | c = head 12 11 27 219 43 38 23 | d = shin 14 14 40 60 200 25 20 | e = thigh 35 12 42 46 38 169 29 | f = upperarm 32 22 33 18 31 19 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1445 55.4064 % Incorrectly Classified Instances 1163 44.5936 % Kappa statistic 0.4797 Mean absolute error 0.1311 Root mean squared error 0.34 Relative absolute error 53.5201 % Root relative squared error 97.1588 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.062 0.626 0.626 0.626 0.794 chest 0.608 0.063 0.615 0.608 0.611 0.791 forearm 0.458 0.088 0.466 0.458 0.462 0.713 head 0.571 0.063 0.602 0.571 0.586 0.774 shin 0.59 0.079 0.554 0.59 0.571 0.757 thigh 0.474 0.089 0.469 0.474 0.472 0.71 upperarm 0.551 0.076 0.549 0.551 0.55 0.753 waist Weighted Avg. 0.554 0.074 0.554 0.554 0.554 0.756 === Confusion Matrix === a b c d e f g <-- classified as 233 30 18 9 18 34 30 | a = chest 31 225 44 12 9 16 33 | b = forearm 20 41 171 26 44 34 37 | c = head 10 11 24 213 41 53 21 | d = shin 14 13 45 36 220 29 16 | e = thigh 37 15 34 39 37 176 33 | f = upperarm 27 31 31 19 28 33 207 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1448 55.5002 % Incorrectly Classified Instances 1161 44.4998 % Kappa statistic 0.4808 Mean absolute error 0.1302 Root mean squared error 0.3367 Relative absolute error 53.1804 % Root relative squared error 96.2279 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.071 0.604 0.648 0.625 0.817 chest 0.606 0.065 0.606 0.606 0.606 0.797 forearm 0.432 0.086 0.455 0.432 0.443 0.689 head 0.582 0.076 0.559 0.582 0.57 0.793 shin 0.542 0.09 0.501 0.542 0.521 0.754 thigh 0.528 0.07 0.555 0.528 0.541 0.768 upperarm 0.548 0.06 0.604 0.548 0.575 0.748 waist Weighted Avg. 0.555 0.074 0.555 0.555 0.554 0.767 === Confusion Matrix === a b c d e f g <-- classified as 241 27 17 17 14 38 18 | a = chest 33 225 51 11 19 12 20 | b = forearm 28 50 161 24 53 26 31 | c = head 11 9 24 217 48 44 20 | d = shin 15 10 42 65 202 16 23 | e = thigh 39 17 28 31 37 196 23 | f = upperarm 32 33 31 23 30 21 206 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1480 56.7267 % Incorrectly Classified Instances 1129 43.2733 % Kappa statistic 0.4952 Mean absolute error 0.1268 Root mean squared error 0.3332 Relative absolute error 51.7812 % Root relative squared error 95.216 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.061 0.631 0.626 0.629 0.8 chest 0.641 0.069 0.606 0.641 0.623 0.83 forearm 0.48 0.09 0.47 0.48 0.475 0.725 head 0.595 0.06 0.624 0.595 0.609 0.791 shin 0.542 0.082 0.525 0.542 0.533 0.765 thigh 0.524 0.083 0.512 0.524 0.518 0.727 upperarm 0.564 0.06 0.613 0.564 0.587 0.772 waist Weighted Avg. 0.567 0.072 0.569 0.567 0.568 0.773 === Confusion Matrix === a b c d e f g <-- classified as 233 29 24 6 16 39 25 | a = chest 38 237 45 8 10 13 19 | b = forearm 24 51 179 24 45 32 18 | c = head 12 11 21 222 54 34 19 | d = shin 13 14 41 39 202 37 27 | e = thigh 21 21 38 39 32 195 26 | f = upperarm 28 28 33 18 26 31 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1460 55.9601 % Incorrectly Classified Instances 1149 44.0399 % Kappa statistic 0.4862 Mean absolute error 0.1294 Root mean squared error 0.3368 Relative absolute error 52.8425 % Root relative squared error 96.2549 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.063 0.626 0.64 0.633 0.816 chest 0.649 0.068 0.611 0.649 0.629 0.818 forearm 0.501 0.103 0.447 0.501 0.473 0.718 head 0.609 0.071 0.588 0.609 0.598 0.787 shin 0.488 0.075 0.521 0.488 0.504 0.73 thigh 0.473 0.063 0.557 0.473 0.512 0.729 upperarm 0.559 0.07 0.572 0.559 0.565 0.755 waist Weighted Avg. 0.56 0.073 0.56 0.56 0.559 0.765 === Confusion Matrix === a b c d e f g <-- classified as 238 31 30 11 18 20 24 | a = chest 28 240 43 14 11 8 26 | b = forearm 18 47 187 22 47 28 24 | c = head 9 14 29 227 38 34 22 | d = shin 19 16 63 45 182 22 26 | e = thigh 43 17 33 42 26 176 35 | f = upperarm 25 28 33 25 27 28 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1461 55.9985 % Incorrectly Classified Instances 1148 44.0015 % Kappa statistic 0.4867 Mean absolute error 0.129 Root mean squared error 0.3364 Relative absolute error 52.6858 % Root relative squared error 96.121 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.077 0.588 0.664 0.624 0.813 chest 0.641 0.066 0.616 0.641 0.628 0.813 forearm 0.445 0.082 0.476 0.445 0.46 0.701 head 0.598 0.064 0.611 0.598 0.604 0.778 shin 0.563 0.075 0.556 0.563 0.559 0.762 thigh 0.465 0.077 0.501 0.465 0.483 0.726 upperarm 0.545 0.073 0.559 0.545 0.552 0.76 waist Weighted Avg. 0.56 0.073 0.558 0.56 0.558 0.765 === Confusion Matrix === a b c d e f g <-- classified as 247 27 17 10 13 39 19 | a = chest 40 237 36 12 7 12 26 | b = forearm 27 53 166 24 43 31 29 | c = head 8 12 28 223 45 39 18 | d = shin 19 13 36 38 210 26 31 | e = thigh 43 12 32 39 34 173 39 | f = upperarm 36 31 34 19 26 25 205 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1440 55.1936 % Incorrectly Classified Instances 1169 44.8064 % Kappa statistic 0.4773 Mean absolute error 0.132 Root mean squared error 0.3384 Relative absolute error 53.9033 % Root relative squared error 96.6977 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.065 0.616 0.626 0.621 0.815 chest 0.649 0.063 0.63 0.649 0.639 0.825 forearm 0.492 0.093 0.467 0.492 0.479 0.718 head 0.564 0.064 0.598 0.564 0.58 0.778 shin 0.493 0.078 0.513 0.493 0.503 0.741 thigh 0.465 0.079 0.494 0.465 0.479 0.721 upperarm 0.574 0.081 0.545 0.574 0.56 0.752 waist Weighted Avg. 0.552 0.075 0.552 0.552 0.552 0.764 === Confusion Matrix === a b c d e f g <-- classified as 233 33 24 5 18 22 37 | a = chest 24 240 42 10 10 20 24 | b = forearm 25 37 183 21 41 29 36 | c = head 14 11 25 211 45 43 25 | d = shin 21 19 51 34 184 34 30 | e = thigh 36 15 40 45 35 173 28 | f = upperarm 25 26 27 27 26 29 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1430 54.8103 % Incorrectly Classified Instances 1179 45.1897 % Kappa statistic 0.4728 Mean absolute error 0.1326 Root mean squared error 0.3406 Relative absolute error 54.148 % Root relative squared error 97.3313 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.075 0.575 0.61 0.592 0.793 chest 0.632 0.068 0.606 0.632 0.619 0.817 forearm 0.522 0.092 0.485 0.522 0.503 0.718 head 0.607 0.073 0.582 0.607 0.594 0.799 shin 0.469 0.076 0.507 0.469 0.487 0.723 thigh 0.462 0.076 0.501 0.462 0.481 0.72 upperarm 0.535 0.067 0.574 0.535 0.554 0.745 waist Weighted Avg. 0.548 0.075 0.547 0.548 0.547 0.759 === Confusion Matrix === a b c d e f g <-- classified as 227 27 25 10 17 32 34 | a = chest 37 234 35 12 10 16 26 | b = forearm 17 53 194 20 41 24 23 | c = head 7 12 24 227 43 38 23 | d = shin 28 12 51 55 175 31 21 | e = thigh 43 20 40 43 32 172 22 | f = upperarm 36 28 31 23 27 30 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1487 56.995 % Incorrectly Classified Instances 1122 43.005 % Kappa statistic 0.4983 Mean absolute error 0.127 Root mean squared error 0.3318 Relative absolute error 51.8686 % Root relative squared error 94.8276 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.077 0.589 0.667 0.625 0.814 chest 0.627 0.056 0.65 0.627 0.638 0.806 forearm 0.505 0.089 0.485 0.505 0.495 0.736 head 0.62 0.061 0.63 0.62 0.625 0.789 shin 0.56 0.072 0.565 0.56 0.563 0.768 thigh 0.468 0.076 0.507 0.468 0.487 0.717 upperarm 0.543 0.071 0.564 0.543 0.553 0.749 waist Weighted Avg. 0.57 0.072 0.57 0.57 0.569 0.769 === Confusion Matrix === a b c d e f g <-- classified as 248 18 23 10 18 27 28 | a = chest 36 232 44 14 8 11 25 | b = forearm 30 42 188 16 40 34 22 | c = head 12 10 21 232 41 34 24 | d = shin 19 7 43 36 209 35 24 | e = thigh 37 16 38 39 33 174 35 | f = upperarm 39 32 31 21 21 28 204 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1471 56.3818 % Incorrectly Classified Instances 1138 43.6182 % Kappa statistic 0.4911 Mean absolute error 0.1277 Root mean squared error 0.3338 Relative absolute error 52.1364 % Root relative squared error 95.3785 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.065 0.608 0.606 0.607 0.799 chest 0.668 0.059 0.652 0.668 0.66 0.839 forearm 0.513 0.099 0.464 0.513 0.487 0.732 head 0.595 0.068 0.594 0.595 0.594 0.794 shin 0.464 0.07 0.526 0.464 0.493 0.73 thigh 0.551 0.081 0.531 0.551 0.541 0.758 upperarm 0.551 0.067 0.58 0.551 0.565 0.755 waist Weighted Avg. 0.564 0.073 0.565 0.564 0.564 0.772 === Confusion Matrix === a b c d e f g <-- classified as 226 36 22 7 16 38 28 | a = chest 25 247 53 7 5 8 25 | b = forearm 16 43 191 24 43 30 25 | c = head 19 8 18 222 42 44 20 | d = shin 19 9 56 58 173 30 28 | e = thigh 26 12 38 37 30 205 24 | f = upperarm 41 24 34 19 20 31 207 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1425 54.6396 % Incorrectly Classified Instances 1183 45.3604 % Kappa statistic 0.4708 Mean absolute error 0.1334 Root mean squared error 0.3424 Relative absolute error 54.4722 % Root relative squared error 97.8526 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.074 0.587 0.634 0.61 0.805 chest 0.617 0.057 0.641 0.617 0.629 0.808 forearm 0.511 0.101 0.458 0.511 0.483 0.723 head 0.576 0.061 0.613 0.576 0.594 0.776 shin 0.509 0.085 0.501 0.509 0.505 0.724 thigh 0.472 0.084 0.483 0.472 0.477 0.718 upperarm 0.505 0.068 0.556 0.505 0.529 0.73 waist Weighted Avg. 0.546 0.076 0.548 0.546 0.547 0.755 === Confusion Matrix === a b c d e f g <-- classified as 236 28 19 7 21 36 25 | a = chest 34 229 56 4 15 10 23 | b = forearm 17 38 190 19 46 38 24 | c = head 16 9 23 215 51 37 22 | d = shin 16 13 48 45 190 38 23 | e = thigh 40 16 44 33 28 175 35 | f = upperarm 43 24 35 28 28 28 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1517 58.1672 % Incorrectly Classified Instances 1091 41.8328 % Kappa statistic 0.512 Mean absolute error 0.1237 Root mean squared error 0.3287 Relative absolute error 50.4995 % Root relative squared error 93.9306 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.058 0.643 0.624 0.633 0.813 chest 0.674 0.074 0.602 0.674 0.636 0.831 forearm 0.5 0.089 0.483 0.5 0.491 0.741 head 0.625 0.055 0.656 0.625 0.64 0.794 shin 0.555 0.075 0.552 0.555 0.553 0.745 thigh 0.547 0.078 0.537 0.547 0.542 0.742 upperarm 0.548 0.06 0.608 0.548 0.576 0.772 waist Weighted Avg. 0.582 0.07 0.583 0.582 0.582 0.777 === Confusion Matrix === a b c d e f g <-- classified as 232 37 24 5 14 30 30 | a = chest 28 250 48 9 10 10 16 | b = forearm 12 51 186 21 38 34 30 | c = head 4 16 27 233 44 40 9 | d = shin 21 9 44 44 207 29 19 | e = thigh 36 16 25 30 32 203 29 | f = upperarm 28 36 31 13 30 32 206 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1458 55.8835 % Incorrectly Classified Instances 1151 44.1165 % Kappa statistic 0.4853 Mean absolute error 0.13 Root mean squared error 0.3375 Relative absolute error 53.0734 % Root relative squared error 96.4484 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.07 0.603 0.64 0.621 0.807 chest 0.636 0.059 0.641 0.636 0.639 0.818 forearm 0.512 0.099 0.464 0.512 0.487 0.709 head 0.579 0.066 0.595 0.579 0.587 0.792 shin 0.52 0.07 0.553 0.52 0.536 0.748 thigh 0.472 0.078 0.501 0.472 0.486 0.7 upperarm 0.553 0.073 0.561 0.553 0.557 0.754 waist Weighted Avg. 0.559 0.074 0.56 0.559 0.559 0.761 === Confusion Matrix === a b c d e f g <-- classified as 238 26 22 11 14 32 29 | a = chest 36 236 53 7 6 6 27 | b = forearm 15 40 191 27 35 29 36 | c = head 9 15 22 216 49 44 18 | d = shin 26 9 45 45 194 28 26 | e = thigh 39 14 48 38 30 175 27 | f = upperarm 32 28 31 19 23 35 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1417 54.312 % Incorrectly Classified Instances 1192 45.688 % Kappa statistic 0.467 Mean absolute error 0.1332 Root mean squared error 0.3419 Relative absolute error 54.3823 % Root relative squared error 97.7164 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.079 0.573 0.64 0.605 0.805 chest 0.663 0.07 0.612 0.663 0.636 0.814 forearm 0.445 0.09 0.451 0.445 0.448 0.706 head 0.59 0.069 0.587 0.59 0.588 0.784 shin 0.501 0.076 0.525 0.501 0.513 0.741 thigh 0.423 0.084 0.456 0.423 0.439 0.706 upperarm 0.54 0.065 0.582 0.54 0.56 0.753 waist Weighted Avg. 0.543 0.076 0.541 0.543 0.541 0.759 === Confusion Matrix === a b c d e f g <-- classified as 238 26 25 7 18 33 25 | a = chest 27 246 46 18 3 10 21 | b = forearm 22 53 166 18 37 49 28 | c = head 13 11 22 220 50 39 18 | d = shin 25 11 34 60 187 31 25 | e = thigh 58 20 41 35 31 157 29 | f = upperarm 32 35 34 17 30 25 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1428 54.7336 % Incorrectly Classified Instances 1181 45.2664 % Kappa statistic 0.4719 Mean absolute error 0.1325 Root mean squared error 0.3401 Relative absolute error 54.1161 % Root relative squared error 97.1918 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.06 0.628 0.608 0.617 0.808 chest 0.633 0.064 0.62 0.633 0.627 0.812 forearm 0.456 0.088 0.463 0.456 0.459 0.72 head 0.606 0.068 0.598 0.606 0.602 0.791 shin 0.544 0.09 0.502 0.544 0.523 0.761 thigh 0.504 0.083 0.501 0.504 0.503 0.743 upperarm 0.481 0.075 0.52 0.481 0.5 0.72 waist Weighted Avg. 0.547 0.075 0.547 0.547 0.547 0.765 === Confusion Matrix === a b c d e f g <-- classified as 226 38 15 7 19 40 27 | a = chest 23 235 47 13 10 14 29 | b = forearm 21 43 170 20 61 29 29 | c = head 12 11 24 226 38 40 22 | d = shin 12 11 41 47 203 32 27 | e = thigh 34 15 33 36 33 187 33 | f = upperarm 32 26 37 29 40 31 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1474 56.4967 % Incorrectly Classified Instances 1135 43.5033 % Kappa statistic 0.4925 Mean absolute error 0.1275 Root mean squared error 0.3345 Relative absolute error 52.0615 % Root relative squared error 95.5932 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.071 0.594 0.621 0.607 0.807 chest 0.635 0.054 0.662 0.635 0.648 0.822 forearm 0.475 0.094 0.456 0.475 0.465 0.714 head 0.609 0.062 0.62 0.609 0.614 0.788 shin 0.563 0.068 0.579 0.563 0.571 0.776 thigh 0.527 0.096 0.478 0.527 0.501 0.751 upperarm 0.527 0.063 0.586 0.527 0.555 0.746 waist Weighted Avg. 0.565 0.073 0.568 0.565 0.566 0.772 === Confusion Matrix === a b c d e f g <-- classified as 231 22 25 5 23 38 28 | a = chest 28 235 47 9 7 22 22 | b = forearm 23 44 177 25 33 40 31 | c = head 14 7 26 227 43 43 13 | d = shin 21 14 41 43 210 23 21 | e = thigh 36 10 35 40 30 196 25 | f = upperarm 36 23 37 17 17 48 198 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1502 57.57 % Incorrectly Classified Instances 1107 42.43 % Kappa statistic 0.505 Mean absolute error 0.1257 Root mean squared error 0.3316 Relative absolute error 51.3432 % Root relative squared error 94.7767 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.071 0.612 0.669 0.639 0.82 chest 0.632 0.068 0.605 0.632 0.618 0.794 forearm 0.503 0.08 0.51 0.503 0.506 0.722 head 0.663 0.06 0.649 0.663 0.656 0.828 shin 0.509 0.076 0.528 0.509 0.518 0.73 thigh 0.492 0.075 0.523 0.492 0.507 0.733 upperarm 0.561 0.065 0.593 0.561 0.577 0.765 waist Weighted Avg. 0.576 0.071 0.574 0.576 0.575 0.77 === Confusion Matrix === a b c d e f g <-- classified as 249 36 16 6 12 28 25 | a = chest 37 234 33 11 8 14 33 | b = forearm 16 52 187 20 50 27 20 | c = head 12 13 20 248 27 44 10 | d = shin 18 9 43 42 190 37 34 | e = thigh 39 19 31 42 35 183 23 | f = upperarm 36 24 37 13 38 17 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1453 55.6918 % Incorrectly Classified Instances 1156 44.3082 % Kappa statistic 0.4831 Mean absolute error 0.1302 Root mean squared error 0.3368 Relative absolute error 53.1508 % Root relative squared error 96.2459 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.071 0.588 0.61 0.599 0.802 chest 0.608 0.07 0.591 0.608 0.599 0.786 forearm 0.481 0.091 0.469 0.481 0.475 0.712 head 0.599 0.065 0.607 0.599 0.603 0.791 shin 0.536 0.074 0.548 0.536 0.542 0.762 thigh 0.513 0.076 0.529 0.513 0.521 0.734 upperarm 0.551 0.071 0.567 0.551 0.559 0.755 waist Weighted Avg. 0.557 0.074 0.557 0.557 0.557 0.763 === Confusion Matrix === a b c d e f g <-- classified as 227 33 13 6 21 35 37 | a = chest 32 225 53 10 16 13 21 | b = forearm 24 55 179 23 38 29 24 | c = head 12 12 28 224 42 35 21 | d = shin 20 12 40 46 200 30 25 | e = thigh 37 15 37 34 28 191 30 | f = upperarm 34 29 32 26 20 28 207 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1475 56.5351 % Incorrectly Classified Instances 1134 43.4649 % Kappa statistic 0.4929 Mean absolute error 0.1282 Root mean squared error 0.3354 Relative absolute error 52.359 % Root relative squared error 95.8427 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.058 0.652 0.651 0.651 0.816 chest 0.67 0.074 0.6 0.67 0.633 0.822 forearm 0.462 0.088 0.467 0.462 0.465 0.695 head 0.567 0.058 0.62 0.567 0.592 0.786 shin 0.558 0.082 0.531 0.558 0.544 0.762 thigh 0.513 0.081 0.513 0.513 0.513 0.729 upperarm 0.537 0.067 0.575 0.537 0.556 0.745 waist Weighted Avg. 0.565 0.072 0.566 0.565 0.565 0.765 === Confusion Matrix === a b c d e f g <-- classified as 242 30 20 7 13 29 31 | a = chest 19 248 49 9 10 14 21 | b = forearm 23 55 172 23 45 22 32 | c = head 5 13 23 212 59 42 20 | d = shin 14 18 32 39 208 39 23 | e = thigh 36 19 39 35 30 191 22 | f = upperarm 32 30 33 17 27 35 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1483 56.8417 % Incorrectly Classified Instances 1126 43.1583 % Kappa statistic 0.4965 Mean absolute error 0.1267 Root mean squared error 0.3327 Relative absolute error 51.7353 % Root relative squared error 95.0688 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.067 0.62 0.657 0.638 0.813 chest 0.678 0.065 0.634 0.678 0.655 0.841 forearm 0.444 0.08 0.478 0.444 0.46 0.718 head 0.579 0.056 0.632 0.579 0.604 0.794 shin 0.547 0.075 0.548 0.547 0.548 0.765 thigh 0.473 0.082 0.489 0.473 0.481 0.719 upperarm 0.601 0.077 0.566 0.601 0.583 0.774 waist Weighted Avg. 0.568 0.072 0.567 0.568 0.567 0.775 === Confusion Matrix === a b c d e f g <-- classified as 245 26 17 12 15 31 27 | a = chest 24 251 44 5 8 13 25 | b = forearm 20 63 165 22 37 34 31 | c = head 11 10 22 216 48 43 23 | d = shin 29 9 39 37 204 29 26 | e = thigh 40 15 36 32 32 176 41 | f = upperarm 26 22 22 18 28 34 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1467 56.25 % Incorrectly Classified Instances 1141 43.75 % Kappa statistic 0.4896 Mean absolute error 0.1288 Root mean squared error 0.3352 Relative absolute error 52.6085 % Root relative squared error 95.7875 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.073 0.601 0.664 0.631 0.819 chest 0.662 0.062 0.638 0.662 0.65 0.824 forearm 0.47 0.088 0.47 0.47 0.47 0.71 head 0.574 0.064 0.598 0.574 0.585 0.783 shin 0.563 0.083 0.532 0.563 0.547 0.778 thigh 0.449 0.072 0.509 0.449 0.477 0.708 upperarm 0.556 0.068 0.581 0.556 0.568 0.758 waist Weighted Avg. 0.563 0.073 0.561 0.563 0.561 0.769 === Confusion Matrix === a b c d e f g <-- classified as 247 25 9 15 19 29 28 | a = chest 31 245 41 9 12 6 26 | b = forearm 21 52 175 20 45 36 23 | c = head 7 7 32 214 54 39 20 | d = shin 19 10 44 44 210 28 18 | e = thigh 42 8 46 41 32 167 36 | f = upperarm 44 37 25 15 23 23 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1461 56.0199 % Incorrectly Classified Instances 1147 43.9801 % Kappa statistic 0.4869 Mean absolute error 0.129 Root mean squared error 0.336 Relative absolute error 52.685 % Root relative squared error 96.0122 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.069 0.596 0.61 0.603 0.793 chest 0.616 0.066 0.608 0.616 0.612 0.793 forearm 0.468 0.082 0.487 0.468 0.477 0.717 head 0.568 0.06 0.613 0.568 0.59 0.78 shin 0.547 0.085 0.519 0.547 0.533 0.756 thigh 0.519 0.079 0.523 0.519 0.521 0.741 upperarm 0.593 0.073 0.576 0.593 0.585 0.782 waist Weighted Avg. 0.56 0.073 0.56 0.56 0.56 0.766 === Confusion Matrix === a b c d e f g <-- classified as 227 28 19 9 20 38 31 | a = chest 38 228 39 8 14 23 20 | b = forearm 25 46 174 19 51 30 27 | c = head 10 16 26 212 48 34 27 | d = shin 20 14 37 40 204 29 29 | e = thigh 37 16 36 35 25 193 30 | f = upperarm 24 27 26 23 31 22 223 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1436 55.0402 % Incorrectly Classified Instances 1173 44.9598 % Kappa statistic 0.4755 Mean absolute error 0.1315 Root mean squared error 0.3376 Relative absolute error 53.6771 % Root relative squared error 96.4738 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.632 0.07 0.601 0.632 0.616 0.811 chest 0.635 0.071 0.596 0.635 0.615 0.814 forearm 0.48 0.089 0.472 0.48 0.476 0.714 head 0.59 0.07 0.584 0.59 0.587 0.789 shin 0.501 0.073 0.534 0.501 0.517 0.738 thigh 0.468 0.073 0.515 0.468 0.49 0.723 upperarm 0.548 0.078 0.542 0.548 0.545 0.747 waist Weighted Avg. 0.55 0.075 0.549 0.55 0.549 0.762 === Confusion Matrix === a b c d e f g <-- classified as 235 31 20 6 12 35 33 | a = chest 44 235 44 9 5 6 27 | b = forearm 25 50 179 25 44 27 23 | c = head 7 16 24 220 51 31 24 | d = shin 20 13 40 43 187 35 35 | e = thigh 27 20 35 49 35 174 32 | f = upperarm 33 29 37 25 16 30 206 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1481 56.765 % Incorrectly Classified Instances 1128 43.235 % Kappa statistic 0.4956 Mean absolute error 0.1272 Root mean squared error 0.3349 Relative absolute error 51.9274 % Root relative squared error 95.6967 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.076 0.575 0.618 0.596 0.797 chest 0.643 0.062 0.633 0.643 0.638 0.822 forearm 0.507 0.088 0.49 0.507 0.498 0.72 head 0.57 0.055 0.634 0.57 0.6 0.775 shin 0.536 0.073 0.551 0.536 0.543 0.744 thigh 0.534 0.084 0.513 0.534 0.523 0.746 upperarm 0.566 0.067 0.588 0.566 0.577 0.755 waist Weighted Avg. 0.568 0.072 0.569 0.568 0.568 0.765 === Confusion Matrix === a b c d e f g <-- classified as 230 28 19 6 18 43 28 | a = chest 36 238 37 9 13 12 25 | b = forearm 23 43 189 21 39 32 26 | c = head 13 11 28 213 44 43 22 | d = shin 19 15 42 41 200 30 26 | e = thigh 40 14 34 35 28 198 22 | f = upperarm 39 27 37 11 21 28 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1417 54.312 % Incorrectly Classified Instances 1192 45.688 % Kappa statistic 0.467 Mean absolute error 0.1341 Root mean squared error 0.3429 Relative absolute error 54.763 % Root relative squared error 97.9807 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.063 0.634 0.651 0.642 0.828 chest 0.6 0.07 0.587 0.6 0.594 0.792 forearm 0.445 0.082 0.476 0.445 0.46 0.71 head 0.615 0.069 0.597 0.615 0.606 0.792 shin 0.507 0.09 0.483 0.507 0.495 0.729 thigh 0.469 0.087 0.473 0.469 0.471 0.721 upperarm 0.516 0.073 0.545 0.516 0.53 0.74 waist Weighted Avg. 0.543 0.076 0.542 0.543 0.542 0.759 === Confusion Matrix === a b c d e f g <-- classified as 242 21 15 9 20 31 34 | a = chest 26 222 44 18 15 15 30 | b = forearm 20 53 166 22 49 37 26 | c = head 5 13 18 230 49 43 16 | d = shin 15 17 33 47 189 40 32 | e = thigh 43 19 37 43 31 174 24 | f = upperarm 31 33 36 16 38 28 194 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1482 56.8034 % Incorrectly Classified Instances 1127 43.1966 % Kappa statistic 0.496 Mean absolute error 0.1266 Root mean squared error 0.3337 Relative absolute error 51.7079 % Root relative squared error 95.3665 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.067 0.617 0.645 0.631 0.809 chest 0.624 0.058 0.64 0.624 0.632 0.812 forearm 0.485 0.098 0.453 0.485 0.468 0.707 head 0.553 0.059 0.612 0.553 0.581 0.765 shin 0.56 0.078 0.546 0.56 0.553 0.76 thigh 0.523 0.083 0.511 0.523 0.517 0.742 upperarm 0.585 0.062 0.615 0.585 0.599 0.782 waist Weighted Avg. 0.568 0.072 0.57 0.568 0.569 0.768 === Confusion Matrix === a b c d e f g <-- classified as 240 23 22 13 15 31 28 | a = chest 26 231 49 13 10 17 24 | b = forearm 28 43 181 21 45 30 25 | c = head 7 10 36 207 48 51 15 | d = shin 24 11 50 29 209 30 20 | e = thigh 39 14 25 37 36 194 26 | f = upperarm 25 29 37 18 20 27 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1465 56.1518 % Incorrectly Classified Instances 1144 43.8482 % Kappa statistic 0.4884 Mean absolute error 0.1295 Root mean squared error 0.3348 Relative absolute error 52.8638 % Root relative squared error 95.678 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.068 0.636 0.713 0.673 0.836 chest 0.616 0.073 0.583 0.616 0.599 0.79 forearm 0.468 0.074 0.513 0.468 0.489 0.715 head 0.595 0.064 0.607 0.595 0.601 0.792 shin 0.525 0.088 0.5 0.525 0.512 0.744 thigh 0.492 0.076 0.518 0.492 0.505 0.733 upperarm 0.521 0.069 0.56 0.521 0.54 0.745 waist Weighted Avg. 0.562 0.073 0.56 0.562 0.56 0.765 === Confusion Matrix === a b c d e f g <-- classified as 266 32 8 6 17 25 19 | a = chest 34 228 48 4 20 11 25 | b = forearm 18 51 174 14 55 35 25 | c = head 8 14 15 222 53 34 27 | d = shin 20 13 29 55 196 30 30 | e = thigh 28 21 35 48 29 183 28 | f = upperarm 44 32 30 17 22 35 196 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1475 56.5351 % Incorrectly Classified Instances 1134 43.4649 % Kappa statistic 0.4929 Mean absolute error 0.1271 Root mean squared error 0.3332 Relative absolute error 51.9073 % Root relative squared error 95.2264 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.062 0.633 0.64 0.636 0.818 chest 0.633 0.064 0.62 0.633 0.627 0.807 forearm 0.487 0.09 0.473 0.487 0.479 0.725 head 0.609 0.066 0.605 0.609 0.607 0.804 shin 0.504 0.08 0.512 0.504 0.508 0.734 thigh 0.495 0.076 0.518 0.495 0.506 0.748 upperarm 0.59 0.068 0.594 0.59 0.592 0.77 waist Weighted Avg. 0.565 0.072 0.565 0.565 0.565 0.772 === Confusion Matrix === a b c d e f g <-- classified as 238 35 22 3 19 25 30 | a = chest 37 235 43 15 8 12 21 | b = forearm 15 42 181 15 48 41 30 | c = head 15 12 24 227 39 38 18 | d = shin 13 19 54 48 188 28 23 | e = thigh 34 12 29 43 40 184 30 | f = upperarm 24 24 30 24 25 27 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1493 57.225 % Incorrectly Classified Instances 1116 42.775 % Kappa statistic 0.501 Mean absolute error 0.1269 Root mean squared error 0.3334 Relative absolute error 51.8148 % Root relative squared error 95.2726 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.068 0.614 0.645 0.629 0.811 chest 0.647 0.064 0.627 0.647 0.637 0.82 forearm 0.513 0.076 0.529 0.513 0.521 0.74 head 0.606 0.064 0.612 0.606 0.609 0.796 shin 0.536 0.083 0.519 0.536 0.528 0.749 thigh 0.503 0.08 0.512 0.503 0.507 0.726 upperarm 0.556 0.065 0.589 0.556 0.572 0.758 waist Weighted Avg. 0.572 0.071 0.572 0.572 0.572 0.772 === Confusion Matrix === a b c d e f g <-- classified as 240 35 17 7 21 27 25 | a = chest 26 240 49 7 10 12 27 | b = forearm 17 43 191 18 37 36 30 | c = head 13 16 12 226 47 48 11 | d = shin 24 10 32 50 200 28 29 | e = thigh 37 19 37 30 38 187 24 | f = upperarm 34 20 23 31 32 27 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1451 55.6152 % Incorrectly Classified Instances 1158 44.3848 % Kappa statistic 0.4822 Mean absolute error 0.1293 Root mean squared error 0.3356 Relative absolute error 52.8138 % Root relative squared error 95.8973 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.057 0.635 0.599 0.617 0.795 chest 0.582 0.063 0.605 0.582 0.593 0.793 forearm 0.487 0.093 0.465 0.487 0.476 0.72 head 0.622 0.071 0.593 0.622 0.607 0.806 shin 0.55 0.078 0.539 0.55 0.544 0.753 thigh 0.505 0.076 0.527 0.505 0.516 0.759 upperarm 0.548 0.08 0.536 0.548 0.542 0.738 waist Weighted Avg. 0.556 0.074 0.557 0.556 0.557 0.766 === Confusion Matrix === a b c d e f g <-- classified as 223 31 23 4 26 36 29 | a = chest 24 216 54 8 12 16 41 | b = forearm 18 46 181 25 42 29 31 | c = head 9 13 24 232 44 29 22 | d = shin 24 14 33 48 205 23 26 | e = thigh 26 15 41 45 28 188 29 | f = upperarm 27 22 33 29 23 36 206 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1489 57.0936 % Incorrectly Classified Instances 1119 42.9064 % Kappa statistic 0.4994 Mean absolute error 0.1276 Root mean squared error 0.3322 Relative absolute error 52.0908 % Root relative squared error 94.9427 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.071 0.591 0.618 0.604 0.786 chest 0.692 0.063 0.645 0.692 0.668 0.834 forearm 0.527 0.08 0.523 0.527 0.525 0.752 head 0.539 0.063 0.588 0.539 0.562 0.764 shin 0.558 0.075 0.555 0.558 0.556 0.763 thigh 0.487 0.077 0.511 0.487 0.499 0.723 upperarm 0.577 0.071 0.577 0.577 0.577 0.76 waist Weighted Avg. 0.571 0.072 0.57 0.571 0.57 0.769 === Confusion Matrix === a b c d e f g <-- classified as 230 30 17 7 25 28 35 | a = chest 22 256 38 14 9 10 21 | b = forearm 24 46 196 16 33 29 28 | c = head 18 11 21 201 49 49 24 | d = shin 25 18 36 36 208 28 22 | e = thigh 39 15 34 46 28 181 29 | f = upperarm 31 21 33 22 23 29 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1511 57.9371 % Incorrectly Classified Instances 1097 42.0629 % Kappa statistic 0.5093 Mean absolute error 0.1239 Root mean squared error 0.3284 Relative absolute error 50.5871 % Root relative squared error 93.8563 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.062 0.632 0.642 0.637 0.815 chest 0.608 0.055 0.645 0.608 0.626 0.805 forearm 0.511 0.1 0.46 0.511 0.484 0.747 head 0.617 0.064 0.617 0.617 0.617 0.794 shin 0.576 0.066 0.594 0.576 0.585 0.777 thigh 0.508 0.077 0.522 0.508 0.515 0.719 upperarm 0.593 0.066 0.601 0.593 0.597 0.778 waist Weighted Avg. 0.579 0.07 0.582 0.579 0.58 0.776 === Confusion Matrix === a b c d e f g <-- classified as 239 23 27 11 14 31 27 | a = chest 27 225 54 11 10 17 26 | b = forearm 24 45 190 27 30 29 27 | c = head 11 8 25 230 37 41 21 | d = shin 12 14 45 37 215 26 24 | e = thigh 35 12 40 38 35 189 23 | f = upperarm 30 22 32 19 21 29 223 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1424 54.5803 % Incorrectly Classified Instances 1185 45.4197 % Kappa statistic 0.4701 Mean absolute error 0.1329 Root mean squared error 0.3406 Relative absolute error 54.2544 % Root relative squared error 97.3364 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.061 0.634 0.633 0.634 0.809 chest 0.603 0.064 0.609 0.603 0.606 0.808 forearm 0.454 0.09 0.457 0.454 0.456 0.7 head 0.59 0.07 0.585 0.59 0.587 0.794 shin 0.523 0.09 0.491 0.523 0.506 0.739 thigh 0.468 0.084 0.481 0.468 0.474 0.7 upperarm 0.551 0.071 0.566 0.551 0.558 0.774 waist Weighted Avg. 0.546 0.076 0.546 0.546 0.546 0.761 === Confusion Matrix === a b c d e f g <-- classified as 236 30 19 7 24 30 27 | a = chest 28 223 45 12 17 17 28 | b = forearm 20 48 169 29 45 34 27 | c = head 7 7 15 220 57 42 25 | d = shin 22 12 46 47 195 26 25 | e = thigh 32 14 50 42 33 174 27 | f = upperarm 27 32 26 19 26 39 207 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1457 55.8452 % Incorrectly Classified Instances 1152 44.1548 % Kappa statistic 0.4849 Mean absolute error 0.1302 Root mean squared error 0.3377 Relative absolute error 53.1598 % Root relative squared error 96.5035 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.063 0.608 0.591 0.599 0.793 chest 0.638 0.057 0.648 0.638 0.643 0.831 forearm 0.445 0.091 0.45 0.445 0.447 0.7 head 0.576 0.075 0.563 0.576 0.57 0.762 shin 0.523 0.08 0.523 0.523 0.523 0.737 thigh 0.54 0.082 0.523 0.54 0.532 0.75 upperarm 0.596 0.068 0.597 0.596 0.597 0.77 waist Weighted Avg. 0.558 0.074 0.559 0.558 0.559 0.763 === Confusion Matrix === a b c d e f g <-- classified as 220 36 21 13 21 29 32 | a = chest 23 236 51 10 11 15 24 | b = forearm 22 38 166 33 55 36 23 | c = head 15 5 20 215 48 54 16 | d = shin 14 12 50 42 195 27 33 | e = thigh 38 13 32 46 19 201 23 | f = upperarm 30 24 29 23 24 22 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1462 56.0368 % Incorrectly Classified Instances 1147 43.9632 % Kappa statistic 0.4871 Mean absolute error 0.1296 Root mean squared error 0.3366 Relative absolute error 52.9247 % Root relative squared error 96.1827 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.071 0.588 0.61 0.599 0.777 chest 0.641 0.062 0.632 0.641 0.636 0.818 forearm 0.456 0.082 0.482 0.456 0.468 0.696 head 0.617 0.064 0.618 0.617 0.617 0.814 shin 0.552 0.074 0.554 0.552 0.553 0.756 thigh 0.5 0.086 0.491 0.5 0.495 0.745 upperarm 0.548 0.074 0.554 0.548 0.551 0.748 waist Weighted Avg. 0.56 0.073 0.56 0.56 0.56 0.765 === Confusion Matrix === a b c d e f g <-- classified as 227 25 18 10 18 36 38 | a = chest 28 237 46 13 12 13 21 | b = forearm 22 47 170 20 47 42 25 | c = head 17 9 26 230 39 32 20 | d = shin 22 16 36 38 206 29 26 | e = thigh 33 19 32 34 32 186 36 | f = upperarm 37 22 25 27 18 41 206 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1466 56.1901 % Incorrectly Classified Instances 1143 43.8099 % Kappa statistic 0.4889 Mean absolute error 0.1292 Root mean squared error 0.3352 Relative absolute error 52.7442 % Root relative squared error 95.7859 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.062 0.638 0.659 0.648 0.812 chest 0.681 0.066 0.632 0.681 0.655 0.836 forearm 0.469 0.088 0.47 0.469 0.47 0.73 head 0.598 0.064 0.608 0.598 0.603 0.795 shin 0.515 0.076 0.532 0.515 0.523 0.749 thigh 0.457 0.082 0.48 0.457 0.468 0.713 upperarm 0.556 0.073 0.562 0.556 0.559 0.754 waist Weighted Avg. 0.562 0.073 0.56 0.562 0.561 0.77 === Confusion Matrix === a b c d e f g <-- classified as 245 29 18 8 11 39 22 | a = chest 30 252 45 6 10 8 19 | b = forearm 23 43 175 18 41 33 40 | c = head 5 11 25 223 49 43 17 | d = shin 17 13 41 39 192 36 35 | e = thigh 34 17 36 54 31 170 30 | f = upperarm 30 34 32 19 27 25 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1456 55.8068 % Incorrectly Classified Instances 1153 44.1932 % Kappa statistic 0.4844 Mean absolute error 0.1294 Root mean squared error 0.3362 Relative absolute error 52.8275 % Root relative squared error 96.0702 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.074 0.582 0.621 0.601 0.795 chest 0.646 0.071 0.602 0.646 0.623 0.832 forearm 0.512 0.099 0.462 0.512 0.486 0.729 head 0.595 0.066 0.6 0.595 0.598 0.784 shin 0.528 0.072 0.55 0.528 0.539 0.75 thigh 0.438 0.073 0.498 0.438 0.466 0.731 upperarm 0.566 0.06 0.614 0.566 0.589 0.763 waist Weighted Avg. 0.558 0.074 0.558 0.558 0.557 0.769 === Confusion Matrix === a b c d e f g <-- classified as 231 35 28 10 17 28 23 | a = chest 30 239 51 8 10 8 24 | b = forearm 21 57 191 12 40 30 22 | c = head 9 12 32 222 43 43 12 | d = shin 20 15 48 46 197 23 24 | e = thigh 50 15 38 48 29 163 29 | f = upperarm 36 24 25 24 22 32 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1498 57.4166 % Incorrectly Classified Instances 1111 42.5834 % Kappa statistic 0.5032 Mean absolute error 0.1248 Root mean squared error 0.3302 Relative absolute error 50.9543 % Root relative squared error 94.376 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.073 0.6 0.659 0.628 0.809 chest 0.632 0.064 0.619 0.632 0.626 0.814 forearm 0.465 0.081 0.487 0.465 0.476 0.717 head 0.575 0.064 0.599 0.575 0.587 0.785 shin 0.571 0.071 0.573 0.571 0.572 0.773 thigh 0.505 0.079 0.516 0.505 0.511 0.741 upperarm 0.612 0.064 0.617 0.612 0.614 0.781 waist Weighted Avg. 0.574 0.071 0.573 0.574 0.573 0.774 === Confusion Matrix === a b c d e f g <-- classified as 245 27 23 7 13 31 26 | a = chest 35 234 48 7 13 11 22 | b = forearm 26 42 173 21 37 48 25 | c = head 11 13 31 215 46 38 20 | d = shin 23 15 27 47 213 26 22 | e = thigh 35 18 33 45 25 188 28 | f = upperarm 33 29 20 17 25 22 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1479 56.6884 % Incorrectly Classified Instances 1130 43.3116 % Kappa statistic 0.4947 Mean absolute error 0.1275 Root mean squared error 0.3325 Relative absolute error 52.0674 % Root relative squared error 95.0085 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.075 0.596 0.661 0.627 0.829 chest 0.665 0.067 0.623 0.665 0.643 0.833 forearm 0.487 0.081 0.499 0.487 0.493 0.722 head 0.58 0.061 0.613 0.58 0.596 0.779 shin 0.52 0.076 0.534 0.52 0.527 0.749 thigh 0.5 0.074 0.53 0.5 0.515 0.73 upperarm 0.556 0.072 0.565 0.556 0.56 0.757 waist Weighted Avg. 0.567 0.072 0.566 0.567 0.566 0.771 === Confusion Matrix === a b c d e f g <-- classified as 246 21 18 8 22 32 25 | a = chest 33 246 39 8 15 12 17 | b = forearm 25 57 181 15 30 27 37 | c = head 9 14 27 217 45 41 21 | d = shin 21 16 36 42 194 31 33 | e = thigh 47 16 27 35 33 186 28 | f = upperarm 32 25 35 29 24 22 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1496 57.34 % Incorrectly Classified Instances 1113 42.66 % Kappa statistic 0.5023 Mean absolute error 0.1265 Root mean squared error 0.3312 Relative absolute error 51.6342 % Root relative squared error 94.6606 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.06 0.645 0.653 0.649 0.807 chest 0.66 0.07 0.609 0.66 0.634 0.813 forearm 0.503 0.088 0.487 0.503 0.495 0.731 head 0.612 0.069 0.596 0.612 0.604 0.804 shin 0.536 0.067 0.573 0.536 0.554 0.758 thigh 0.496 0.077 0.515 0.496 0.505 0.74 upperarm 0.553 0.066 0.584 0.553 0.568 0.759 waist Weighted Avg. 0.573 0.071 0.573 0.573 0.573 0.773 === Confusion Matrix === a b c d e f g <-- classified as 243 26 21 6 16 34 26 | a = chest 24 245 46 13 11 8 24 | b = forearm 10 49 187 30 36 36 24 | c = head 11 11 26 229 38 36 23 | d = shin 15 16 44 44 200 35 19 | e = thigh 33 18 40 38 26 184 32 | f = upperarm 41 37 20 24 22 24 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1445 55.4064 % Incorrectly Classified Instances 1163 44.5936 % Kappa statistic 0.4798 Mean absolute error 0.13 Root mean squared error 0.3371 Relative absolute error 53.0799 % Root relative squared error 96.3308 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.068 0.627 0.688 0.656 0.827 chest 0.644 0.064 0.624 0.644 0.634 0.816 forearm 0.425 0.091 0.438 0.425 0.431 0.696 head 0.603 0.066 0.605 0.603 0.604 0.794 shin 0.488 0.077 0.514 0.488 0.501 0.731 thigh 0.491 0.086 0.485 0.491 0.488 0.741 upperarm 0.54 0.068 0.572 0.54 0.555 0.758 waist Weighted Avg. 0.554 0.074 0.552 0.554 0.553 0.766 === Confusion Matrix === a b c d e f g <-- classified as 256 14 23 5 12 31 31 | a = chest 27 239 48 11 14 15 17 | b = forearm 19 63 158 25 43 35 29 | c = head 10 10 22 225 46 39 21 | d = shin 23 7 49 45 182 39 28 | e = thigh 41 18 33 44 27 182 26 | f = upperarm 32 32 28 17 30 34 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1499 57.477 % Incorrectly Classified Instances 1109 42.523 % Kappa statistic 0.5039 Mean absolute error 0.1254 Root mean squared error 0.3294 Relative absolute error 51.2201 % Root relative squared error 94.1354 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.065 0.629 0.661 0.645 0.812 chest 0.66 0.057 0.659 0.66 0.659 0.815 forearm 0.511 0.085 0.501 0.511 0.506 0.751 head 0.601 0.064 0.612 0.601 0.606 0.791 shin 0.523 0.081 0.517 0.523 0.52 0.755 thigh 0.515 0.077 0.526 0.515 0.52 0.75 upperarm 0.553 0.068 0.578 0.553 0.565 0.76 waist Weighted Avg. 0.575 0.071 0.575 0.575 0.575 0.776 === Confusion Matrix === a b c d e f g <-- classified as 246 24 26 7 13 32 24 | a = chest 25 245 36 15 9 18 23 | b = forearm 22 42 190 19 52 26 21 | c = head 8 15 19 224 52 37 18 | d = shin 16 8 43 42 195 31 38 | e = thigh 40 15 37 31 29 191 28 | f = upperarm 34 23 28 28 27 28 208 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1488 57.0333 % Incorrectly Classified Instances 1121 42.9667 % Kappa statistic 0.4987 Mean absolute error 0.1273 Root mean squared error 0.3335 Relative absolute error 51.9803 % Root relative squared error 95.3041 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.064 0.626 0.641 0.633 0.806 chest 0.66 0.065 0.627 0.66 0.643 0.83 forearm 0.484 0.095 0.458 0.484 0.471 0.708 head 0.625 0.065 0.616 0.625 0.621 0.796 shin 0.547 0.061 0.598 0.547 0.571 0.768 thigh 0.504 0.086 0.493 0.504 0.499 0.734 upperarm 0.532 0.065 0.58 0.532 0.555 0.752 waist Weighted Avg. 0.57 0.072 0.571 0.57 0.57 0.77 === Confusion Matrix === a b c d e f g <-- classified as 239 25 25 9 11 36 28 | a = chest 18 245 48 11 8 18 23 | b = forearm 29 42 180 28 38 30 25 | c = head 7 19 24 233 36 39 15 | d = shin 19 10 41 46 204 29 24 | e = thigh 35 20 40 37 22 187 30 | f = upperarm 35 30 35 14 22 40 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1524 58.4132 % Incorrectly Classified Instances 1085 41.5868 % Kappa statistic 0.5148 Mean absolute error 0.1239 Root mean squared error 0.3276 Relative absolute error 50.5877 % Root relative squared error 93.6289 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.061 0.645 0.664 0.654 0.815 chest 0.689 0.052 0.685 0.689 0.687 0.83 forearm 0.499 0.093 0.473 0.499 0.486 0.73 head 0.576 0.056 0.63 0.576 0.602 0.784 shin 0.571 0.08 0.545 0.571 0.558 0.765 thigh 0.527 0.073 0.544 0.527 0.536 0.756 upperarm 0.564 0.07 0.575 0.564 0.569 0.752 waist Weighted Avg. 0.584 0.069 0.585 0.584 0.584 0.776 === Confusion Matrix === a b c d e f g <-- classified as 247 23 14 10 16 32 30 | a = chest 20 255 41 9 12 11 22 | b = forearm 20 40 186 19 43 29 36 | c = head 9 9 33 215 46 40 21 | d = shin 16 9 44 40 213 26 25 | e = thigh 35 11 42 30 35 196 23 | f = upperarm 36 25 33 18 26 26 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1493 57.225 % Incorrectly Classified Instances 1116 42.775 % Kappa statistic 0.501 Mean absolute error 0.1249 Root mean squared error 0.3289 Relative absolute error 51.0034 % Root relative squared error 93.9845 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.062 0.639 0.661 0.65 0.824 chest 0.627 0.06 0.632 0.627 0.63 0.818 forearm 0.544 0.086 0.513 0.544 0.528 0.752 head 0.584 0.059 0.625 0.584 0.604 0.807 shin 0.536 0.074 0.546 0.536 0.541 0.764 thigh 0.524 0.092 0.486 0.524 0.505 0.745 upperarm 0.529 0.065 0.577 0.529 0.552 0.757 waist Weighted Avg. 0.572 0.071 0.574 0.572 0.573 0.781 === Confusion Matrix === a b c d e f g <-- classified as 246 27 14 6 19 34 26 | a = chest 30 232 53 10 11 12 22 | b = forearm 14 44 203 16 35 41 20 | c = head 6 11 27 218 42 47 22 | d = shin 23 8 37 46 200 35 24 | e = thigh 33 14 29 32 37 195 32 | f = upperarm 33 31 33 21 22 37 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1457 55.8452 % Incorrectly Classified Instances 1152 44.1548 % Kappa statistic 0.4849 Mean absolute error 0.1288 Root mean squared error 0.3355 Relative absolute error 52.5841 % Root relative squared error 95.8682 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.065 0.621 0.642 0.631 0.808 chest 0.641 0.065 0.619 0.641 0.629 0.812 forearm 0.475 0.092 0.463 0.475 0.469 0.717 head 0.606 0.063 0.616 0.606 0.611 0.808 shin 0.52 0.085 0.507 0.52 0.513 0.756 thigh 0.46 0.078 0.496 0.46 0.477 0.731 upperarm 0.566 0.068 0.585 0.566 0.576 0.773 waist Weighted Avg. 0.558 0.074 0.558 0.558 0.558 0.772 === Confusion Matrix === a b c d e f g <-- classified as 239 18 27 3 15 36 34 | a = chest 31 237 44 11 12 14 21 | b = forearm 21 53 177 23 43 31 25 | c = head 8 13 19 226 54 32 21 | d = shin 17 16 41 47 194 34 24 | e = thigh 36 19 44 39 37 171 26 | f = upperarm 33 27 30 18 28 27 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1445 55.3852 % Incorrectly Classified Instances 1164 44.6148 % Kappa statistic 0.4795 Mean absolute error 0.1317 Root mean squared error 0.3387 Relative absolute error 53.758 % Root relative squared error 96.7979 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.063 0.629 0.642 0.636 0.809 chest 0.603 0.062 0.616 0.603 0.609 0.791 forearm 0.48 0.096 0.455 0.48 0.467 0.707 head 0.571 0.067 0.587 0.571 0.579 0.783 shin 0.544 0.076 0.543 0.544 0.544 0.737 thigh 0.505 0.094 0.472 0.505 0.488 0.721 upperarm 0.532 0.062 0.59 0.532 0.559 0.771 waist Weighted Avg. 0.554 0.074 0.556 0.554 0.555 0.76 === Confusion Matrix === a b c d e f g <-- classified as 239 28 20 11 10 45 19 | a = chest 36 223 54 10 11 13 23 | b = forearm 13 48 179 24 44 40 25 | c = head 7 14 29 213 52 43 15 | d = shin 19 9 41 45 203 32 24 | e = thigh 36 14 36 39 26 188 33 | f = upperarm 30 26 34 21 28 37 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1408 53.967 % Incorrectly Classified Instances 1201 46.033 % Kappa statistic 0.463 Mean absolute error 0.1352 Root mean squared error 0.3436 Relative absolute error 55.2038 % Root relative squared error 98.2003 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.073 0.576 0.599 0.588 0.783 chest 0.657 0.079 0.58 0.657 0.616 0.823 forearm 0.452 0.097 0.436 0.452 0.444 0.703 head 0.551 0.064 0.592 0.551 0.571 0.773 shin 0.485 0.083 0.493 0.485 0.489 0.718 thigh 0.511 0.079 0.519 0.511 0.515 0.735 upperarm 0.524 0.063 0.585 0.524 0.553 0.749 waist Weighted Avg. 0.54 0.077 0.54 0.54 0.539 0.755 === Confusion Matrix === a b c d e f g <-- classified as 223 31 26 8 20 37 27 | a = chest 28 243 44 12 11 13 19 | b = forearm 22 56 168 22 45 37 22 | c = head 13 12 23 206 51 46 23 | d = shin 26 19 53 44 181 24 26 | e = thigh 42 23 33 31 30 190 23 | f = upperarm 33 35 38 25 29 19 197 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1457 55.8452 % Incorrectly Classified Instances 1152 44.1548 % Kappa statistic 0.4849 Mean absolute error 0.129 Root mean squared error 0.3358 Relative absolute error 52.6701 % Root relative squared error 95.9546 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.064 0.629 0.651 0.639 0.82 chest 0.641 0.067 0.612 0.641 0.626 0.817 forearm 0.422 0.086 0.45 0.422 0.436 0.692 head 0.618 0.068 0.603 0.618 0.61 0.797 shin 0.542 0.079 0.533 0.542 0.537 0.756 thigh 0.476 0.088 0.473 0.476 0.475 0.719 upperarm 0.561 0.063 0.599 0.561 0.58 0.765 waist Weighted Avg. 0.558 0.074 0.557 0.558 0.558 0.767 === Confusion Matrix === a b c d e f g <-- classified as 242 37 21 8 15 28 21 | a = chest 33 237 42 12 10 13 23 | b = forearm 17 44 157 30 45 47 32 | c = head 11 12 27 231 35 39 19 | d = shin 16 9 36 45 202 39 26 | e = thigh 37 16 43 36 43 177 20 | f = upperarm 29 32 23 21 29 31 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1449 55.5385 % Incorrectly Classified Instances 1160 44.4615 % Kappa statistic 0.4813 Mean absolute error 0.1297 Root mean squared error 0.3372 Relative absolute error 52.9585 % Root relative squared error 96.3767 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.072 0.589 0.616 0.602 0.782 chest 0.603 0.071 0.582 0.603 0.592 0.791 forearm 0.476 0.096 0.452 0.476 0.463 0.71 head 0.57 0.062 0.607 0.57 0.588 0.801 shin 0.499 0.065 0.56 0.499 0.528 0.742 thigh 0.505 0.086 0.495 0.505 0.5 0.731 upperarm 0.62 0.067 0.61 0.62 0.615 0.79 waist Weighted Avg. 0.555 0.074 0.556 0.555 0.555 0.764 === Confusion Matrix === a b c d e f g <-- classified as 229 29 24 5 21 32 32 | a = chest 28 223 52 8 10 16 33 | b = forearm 27 51 177 27 38 34 18 | c = head 16 17 31 213 38 42 17 | d = shin 24 17 41 40 186 36 29 | e = thigh 37 17 44 44 22 188 20 | f = upperarm 28 29 23 14 17 32 233 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1501 57.5537 % Incorrectly Classified Instances 1107 42.4463 % Kappa statistic 0.5048 Mean absolute error 0.1252 Root mean squared error 0.33 Relative absolute error 51.118 % Root relative squared error 94.3041 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.064 0.614 0.616 0.615 0.802 chest 0.606 0.066 0.605 0.606 0.606 0.806 forearm 0.503 0.088 0.488 0.503 0.495 0.721 head 0.686 0.067 0.632 0.686 0.658 0.823 shin 0.547 0.07 0.565 0.547 0.556 0.746 thigh 0.512 0.081 0.511 0.512 0.511 0.735 upperarm 0.559 0.059 0.614 0.559 0.585 0.77 waist Weighted Avg. 0.576 0.071 0.576 0.576 0.575 0.772 === Confusion Matrix === a b c d e f g <-- classified as 229 38 21 4 21 36 23 | a = chest 33 225 46 13 11 21 22 | b = forearm 15 40 187 23 38 38 31 | c = head 8 9 24 256 35 35 6 | d = shin 24 10 44 49 204 26 16 | e = thigh 34 21 31 35 26 190 34 | f = upperarm 30 29 30 25 26 26 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1456 55.8282 % Incorrectly Classified Instances 1152 44.1718 % Kappa statistic 0.4847 Mean absolute error 0.1301 Root mean squared error 0.3372 Relative absolute error 53.1313 % Root relative squared error 96.3513 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.07 0.608 0.653 0.63 0.812 chest 0.639 0.065 0.619 0.639 0.629 0.803 forearm 0.444 0.097 0.433 0.444 0.438 0.706 head 0.611 0.063 0.62 0.611 0.615 0.793 shin 0.488 0.083 0.495 0.488 0.491 0.732 thigh 0.493 0.075 0.521 0.493 0.507 0.734 upperarm 0.58 0.062 0.611 0.58 0.595 0.778 waist Weighted Avg. 0.558 0.074 0.558 0.558 0.558 0.765 === Confusion Matrix === a b c d e f g <-- classified as 243 30 20 6 13 34 26 | a = chest 36 237 41 10 11 9 27 | b = forearm 22 61 165 23 52 23 26 | c = head 11 8 25 228 46 39 16 | d = shin 24 14 58 50 182 29 16 | e = thigh 36 14 46 30 34 183 28 | f = upperarm 28 19 26 21 30 34 218 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1469 56.3051 % Incorrectly Classified Instances 1140 43.6949 % Kappa statistic 0.4902 Mean absolute error 0.1278 Root mean squared error 0.3349 Relative absolute error 52.1838 % Root relative squared error 95.707 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.063 0.62 0.617 0.618 0.804 chest 0.676 0.066 0.63 0.676 0.652 0.836 forearm 0.499 0.088 0.486 0.499 0.492 0.722 head 0.598 0.065 0.604 0.598 0.601 0.803 shin 0.536 0.072 0.554 0.536 0.545 0.761 thigh 0.488 0.076 0.517 0.488 0.502 0.744 upperarm 0.529 0.08 0.526 0.529 0.528 0.745 waist Weighted Avg. 0.563 0.073 0.562 0.563 0.563 0.774 === Confusion Matrix === a b c d e f g <-- classified as 230 29 20 6 20 30 38 | a = chest 18 250 46 10 9 12 25 | b = forearm 22 49 186 20 34 30 32 | c = head 9 14 27 223 41 40 19 | d = shin 22 13 45 40 200 23 30 | e = thigh 33 15 32 43 32 181 35 | f = upperarm 37 27 27 27 25 34 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1468 56.2668 % Incorrectly Classified Instances 1141 43.7332 % Kappa statistic 0.4898 Mean absolute error 0.1297 Root mean squared error 0.3346 Relative absolute error 52.9694 % Root relative squared error 95.6177 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.069 0.61 0.651 0.629 0.806 chest 0.657 0.067 0.617 0.657 0.636 0.819 forearm 0.433 0.082 0.467 0.433 0.449 0.69 head 0.583 0.064 0.604 0.583 0.593 0.781 shin 0.558 0.074 0.558 0.558 0.558 0.765 thigh 0.47 0.092 0.461 0.47 0.465 0.71 upperarm 0.588 0.062 0.616 0.588 0.601 0.777 waist Weighted Avg. 0.563 0.073 0.562 0.563 0.562 0.764 === Confusion Matrix === a b c d e f g <-- classified as 242 28 19 10 12 40 21 | a = chest 29 243 41 13 12 11 21 | b = forearm 23 57 161 30 39 42 20 | c = head 5 13 23 218 45 44 26 | d = shin 23 12 37 35 208 41 17 | e = thigh 41 16 35 39 33 175 33 | f = upperarm 34 25 29 16 24 27 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1485 56.9184 % Incorrectly Classified Instances 1124 43.0816 % Kappa statistic 0.4974 Mean absolute error 0.1272 Root mean squared error 0.3337 Relative absolute error 51.9373 % Root relative squared error 95.3531 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.063 0.63 0.64 0.635 0.81 chest 0.622 0.057 0.644 0.622 0.633 0.815 forearm 0.487 0.081 0.5 0.487 0.493 0.713 head 0.588 0.075 0.567 0.588 0.577 0.778 shin 0.576 0.079 0.55 0.576 0.563 0.767 thigh 0.543 0.084 0.517 0.543 0.529 0.752 upperarm 0.529 0.064 0.582 0.529 0.554 0.739 waist Weighted Avg. 0.569 0.072 0.57 0.569 0.569 0.768 === Confusion Matrix === a b c d e f g <-- classified as 238 25 20 7 18 39 25 | a = chest 37 230 48 14 10 14 17 | b = forearm 18 38 181 29 47 32 27 | c = head 8 11 21 220 51 38 25 | d = shin 15 12 32 47 215 28 24 | e = thigh 28 12 31 49 25 202 25 | f = upperarm 34 29 29 22 25 38 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1501 57.5316 % Incorrectly Classified Instances 1108 42.4684 % Kappa statistic 0.5045 Mean absolute error 0.1255 Root mean squared error 0.3312 Relative absolute error 51.2284 % Root relative squared error 94.6605 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.632 0.061 0.632 0.632 0.632 0.803 chest 0.7 0.063 0.648 0.7 0.673 0.847 forearm 0.454 0.083 0.476 0.454 0.465 0.706 head 0.644 0.057 0.653 0.644 0.649 0.828 shin 0.531 0.075 0.542 0.531 0.537 0.741 thigh 0.513 0.086 0.499 0.513 0.506 0.734 upperarm 0.553 0.07 0.57 0.553 0.561 0.754 waist Weighted Avg. 0.575 0.071 0.574 0.575 0.575 0.773 === Confusion Matrix === a b c d e f g <-- classified as 235 29 18 9 22 36 23 | a = chest 15 259 41 6 10 13 26 | b = forearm 24 41 169 22 38 47 31 | c = head 5 14 20 241 43 32 19 | d = shin 29 12 43 35 198 28 28 | e = thigh 34 16 40 32 29 191 30 | f = upperarm 30 29 24 24 25 36 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1459 55.9218 % Incorrectly Classified Instances 1150 44.0782 % Kappa statistic 0.4858 Mean absolute error 0.1294 Root mean squared error 0.3366 Relative absolute error 52.8456 % Root relative squared error 96.1987 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.068 0.605 0.626 0.616 0.793 chest 0.601 0.064 0.608 0.601 0.604 0.793 forearm 0.473 0.096 0.451 0.473 0.462 0.708 head 0.59 0.061 0.616 0.59 0.603 0.791 shin 0.552 0.077 0.544 0.552 0.548 0.765 thigh 0.495 0.076 0.521 0.495 0.508 0.736 upperarm 0.577 0.072 0.574 0.577 0.576 0.751 waist Weighted Avg. 0.559 0.073 0.56 0.559 0.559 0.763 === Confusion Matrix === a b c d e f g <-- classified as 233 29 19 10 22 30 29 | a = chest 29 223 62 9 14 13 21 | b = forearm 21 60 176 17 36 32 30 | c = head 16 9 21 220 49 38 20 | d = shin 14 10 40 52 206 27 24 | e = thigh 39 15 41 35 21 184 37 | f = upperarm 33 21 31 14 31 29 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1460 55.9601 % Incorrectly Classified Instances 1149 44.0399 % Kappa statistic 0.4862 Mean absolute error 0.1285 Root mean squared error 0.3346 Relative absolute error 52.4688 % Root relative squared error 95.6277 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.066 0.636 0.691 0.662 0.832 chest 0.628 0.067 0.608 0.628 0.618 0.805 forearm 0.454 0.087 0.464 0.454 0.459 0.728 head 0.595 0.072 0.58 0.595 0.587 0.798 shin 0.56 0.075 0.556 0.56 0.558 0.769 thigh 0.47 0.083 0.485 0.47 0.477 0.737 upperarm 0.519 0.064 0.577 0.519 0.546 0.756 waist Weighted Avg. 0.56 0.073 0.558 0.56 0.558 0.775 === Confusion Matrix === a b c d e f g <-- classified as 257 23 15 4 21 34 18 | a = chest 31 233 50 10 8 15 24 | b = forearm 19 58 169 34 36 30 26 | c = head 12 6 23 222 46 43 21 | d = shin 19 11 40 41 209 25 28 | e = thigh 34 21 39 48 29 175 26 | f = upperarm 32 31 28 24 27 39 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1467 56.2284 % Incorrectly Classified Instances 1142 43.7716 % Kappa statistic 0.4893 Mean absolute error 0.1283 Root mean squared error 0.3341 Relative absolute error 52.4071 % Root relative squared error 95.482 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.07 0.596 0.618 0.607 0.795 chest 0.642 0.064 0.623 0.642 0.632 0.817 forearm 0.508 0.086 0.495 0.508 0.501 0.737 head 0.566 0.066 0.588 0.566 0.577 0.789 shin 0.528 0.077 0.534 0.528 0.531 0.755 thigh 0.489 0.084 0.492 0.489 0.491 0.737 upperarm 0.585 0.063 0.609 0.585 0.597 0.783 waist Weighted Avg. 0.562 0.073 0.562 0.562 0.562 0.773 === Confusion Matrix === a b c d e f g <-- classified as 230 30 19 8 20 37 28 | a = chest 32 238 51 14 13 8 15 | b = forearm 20 45 189 19 35 42 22 | c = head 11 14 26 211 54 44 13 | d = shin 23 11 39 43 197 32 28 | e = thigh 36 11 35 48 25 182 35 | f = upperarm 34 33 23 16 25 25 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1447 55.4619 % Incorrectly Classified Instances 1162 44.5381 % Kappa statistic 0.4804 Mean absolute error 0.1311 Root mean squared error 0.3375 Relative absolute error 53.5229 % Root relative squared error 96.4504 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.067 0.628 0.675 0.65 0.819 chest 0.646 0.064 0.626 0.646 0.636 0.813 forearm 0.429 0.091 0.44 0.429 0.434 0.69 head 0.584 0.06 0.619 0.584 0.601 0.787 shin 0.523 0.076 0.533 0.523 0.528 0.738 thigh 0.492 0.09 0.475 0.492 0.483 0.709 upperarm 0.535 0.071 0.558 0.535 0.546 0.761 waist Weighted Avg. 0.555 0.074 0.554 0.555 0.554 0.76 === Confusion Matrix === a b c d e f g <-- classified as 251 20 17 6 15 41 22 | a = chest 27 239 44 14 6 16 24 | b = forearm 29 47 160 24 44 40 29 | c = head 10 14 25 218 47 39 20 | d = shin 20 10 50 30 195 35 33 | e = thigh 32 25 37 34 30 183 31 | f = upperarm 31 27 31 26 29 31 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1457 55.8666 % Incorrectly Classified Instances 1151 44.1334 % Kappa statistic 0.4851 Mean absolute error 0.1293 Root mean squared error 0.3361 Relative absolute error 52.8012 % Root relative squared error 96.062 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.065 0.607 0.602 0.605 0.792 chest 0.646 0.066 0.619 0.646 0.632 0.811 forearm 0.456 0.081 0.484 0.456 0.47 0.717 head 0.582 0.063 0.606 0.582 0.594 0.796 shin 0.547 0.085 0.516 0.547 0.531 0.752 thigh 0.512 0.082 0.508 0.512 0.51 0.757 upperarm 0.566 0.073 0.568 0.566 0.567 0.769 waist Weighted Avg. 0.559 0.074 0.558 0.559 0.558 0.771 === Confusion Matrix === a b c d e f g <-- classified as 224 33 16 4 27 34 34 | a = chest 24 239 41 13 11 14 28 | b = forearm 20 53 170 22 50 33 25 | c = head 12 9 24 217 46 46 19 | d = shin 21 16 41 37 204 29 25 | e = thigh 32 14 34 44 26 190 31 | f = upperarm 36 22 25 21 31 28 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1424 54.6012 % Incorrectly Classified Instances 1184 45.3988 % Kappa statistic 0.4704 Mean absolute error 0.1331 Root mean squared error 0.3412 Relative absolute error 54.3608 % Root relative squared error 97.4936 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.075 0.576 0.613 0.594 0.787 chest 0.657 0.069 0.612 0.657 0.634 0.805 forearm 0.477 0.087 0.477 0.477 0.477 0.732 head 0.603 0.071 0.586 0.603 0.594 0.781 shin 0.485 0.079 0.507 0.485 0.496 0.717 thigh 0.437 0.076 0.488 0.437 0.461 0.711 upperarm 0.551 0.073 0.561 0.551 0.556 0.763 waist Weighted Avg. 0.546 0.076 0.544 0.546 0.544 0.757 === Confusion Matrix === a b c d e f g <-- classified as 228 25 16 11 24 40 28 | a = chest 39 243 42 9 13 7 17 | b = forearm 20 51 178 17 51 27 29 | c = head 14 20 17 225 39 35 23 | d = shin 17 12 40 56 181 32 35 | e = thigh 46 14 47 43 29 162 30 | f = upperarm 32 32 33 23 20 29 207 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1467 56.2284 % Incorrectly Classified Instances 1142 43.7716 % Kappa statistic 0.4893 Mean absolute error 0.1285 Root mean squared error 0.3355 Relative absolute error 52.4536 % Root relative squared error 95.874 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.068 0.613 0.641 0.626 0.798 chest 0.627 0.063 0.62 0.627 0.624 0.806 forearm 0.499 0.082 0.503 0.499 0.501 0.737 head 0.622 0.07 0.598 0.622 0.61 0.797 shin 0.542 0.083 0.521 0.542 0.531 0.754 thigh 0.453 0.085 0.469 0.453 0.461 0.705 upperarm 0.553 0.06 0.61 0.553 0.58 0.758 waist Weighted Avg. 0.562 0.073 0.562 0.562 0.562 0.765 === Confusion Matrix === a b c d e f g <-- classified as 239 30 17 10 18 40 19 | a = chest 31 232 43 14 12 19 19 | b = forearm 16 42 186 25 47 34 23 | c = head 9 19 17 232 42 35 19 | d = shin 19 14 39 38 202 30 31 | e = thigh 37 17 44 50 33 168 22 | f = upperarm 39 20 24 19 34 32 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1439 55.1552 % Incorrectly Classified Instances 1170 44.8448 % Kappa statistic 0.4768 Mean absolute error 0.1315 Root mean squared error 0.3402 Relative absolute error 53.7049 % Root relative squared error 97.2092 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.065 0.611 0.616 0.613 0.801 chest 0.63 0.058 0.644 0.63 0.637 0.811 forearm 0.52 0.1 0.465 0.52 0.491 0.74 head 0.635 0.069 0.606 0.635 0.62 0.809 shin 0.426 0.077 0.48 0.426 0.452 0.701 thigh 0.508 0.085 0.499 0.508 0.503 0.732 upperarm 0.527 0.07 0.559 0.527 0.542 0.731 waist Weighted Avg. 0.552 0.075 0.552 0.552 0.551 0.761 === Confusion Matrix === a b c d e f g <-- classified as 229 36 28 9 14 33 23 | a = chest 26 233 46 10 11 15 29 | b = forearm 20 32 194 23 44 29 31 | c = head 6 10 24 237 43 33 20 | d = shin 17 11 51 59 159 49 27 | e = thigh 43 16 46 31 21 189 26 | f = upperarm 34 24 28 22 39 31 198 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1466 56.1901 % Incorrectly Classified Instances 1143 43.8099 % Kappa statistic 0.4889 Mean absolute error 0.1274 Root mean squared error 0.3328 Relative absolute error 52.003 % Root relative squared error 95.1085 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.069 0.606 0.637 0.621 0.812 chest 0.692 0.068 0.626 0.692 0.657 0.841 forearm 0.501 0.091 0.479 0.501 0.49 0.729 head 0.55 0.059 0.608 0.55 0.577 0.781 shin 0.517 0.079 0.523 0.517 0.52 0.765 thigh 0.492 0.087 0.484 0.492 0.488 0.735 upperarm 0.545 0.058 0.612 0.545 0.577 0.783 waist Weighted Avg. 0.562 0.073 0.563 0.562 0.561 0.778 === Confusion Matrix === a b c d e f g <-- classified as 237 22 18 6 20 42 27 | a = chest 25 256 37 8 9 15 20 | b = forearm 22 45 187 21 41 32 25 | c = head 9 14 31 205 53 47 14 | d = shin 26 18 48 42 193 29 17 | e = thigh 31 25 40 42 24 183 27 | f = upperarm 41 29 29 13 29 30 205 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1502 57.57 % Incorrectly Classified Instances 1107 42.43 % Kappa statistic 0.505 Mean absolute error 0.1252 Root mean squared error 0.3301 Relative absolute error 51.1122 % Root relative squared error 94.3312 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.064 0.628 0.653 0.64 0.825 chest 0.651 0.062 0.634 0.651 0.643 0.818 forearm 0.517 0.096 0.474 0.517 0.495 0.728 head 0.619 0.057 0.645 0.619 0.632 0.801 shin 0.582 0.069 0.583 0.582 0.583 0.773 thigh 0.446 0.076 0.496 0.446 0.47 0.706 upperarm 0.561 0.071 0.57 0.561 0.566 0.761 waist Weighted Avg. 0.576 0.071 0.576 0.576 0.575 0.773 === Confusion Matrix === a b c d e f g <-- classified as 243 18 23 6 17 34 31 | a = chest 27 241 53 10 5 14 20 | b = forearm 17 49 193 19 36 31 28 | c = head 9 11 21 231 41 41 19 | d = shin 13 13 43 36 217 22 29 | e = thigh 44 17 44 37 32 166 32 | f = upperarm 34 31 30 19 24 27 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1499 57.455 % Incorrectly Classified Instances 1110 42.545 % Kappa statistic 0.5036 Mean absolute error 0.1256 Root mean squared error 0.3309 Relative absolute error 51.2719 % Root relative squared error 94.5734 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.056 0.662 0.659 0.66 0.815 chest 0.676 0.064 0.636 0.676 0.655 0.826 forearm 0.462 0.086 0.471 0.462 0.467 0.713 head 0.596 0.075 0.572 0.596 0.584 0.777 shin 0.493 0.08 0.508 0.493 0.501 0.729 thigh 0.54 0.072 0.555 0.54 0.548 0.752 upperarm 0.596 0.064 0.61 0.596 0.603 0.778 waist Weighted Avg. 0.575 0.071 0.574 0.575 0.574 0.77 === Confusion Matrix === a b c d e f g <-- classified as 245 29 21 6 14 19 38 | a = chest 28 250 41 9 13 9 20 | b = forearm 13 46 172 33 54 36 18 | c = head 7 9 35 223 37 44 19 | d = shin 21 16 40 59 184 27 26 | e = thigh 31 15 26 43 34 201 22 | f = upperarm 25 28 30 17 26 26 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1447 55.4619 % Incorrectly Classified Instances 1162 44.5381 % Kappa statistic 0.4804 Mean absolute error 0.1311 Root mean squared error 0.3389 Relative absolute error 53.5322 % Root relative squared error 96.8368 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.075 0.59 0.651 0.619 0.807 chest 0.611 0.075 0.575 0.611 0.592 0.788 forearm 0.492 0.085 0.489 0.492 0.491 0.728 head 0.578 0.065 0.598 0.578 0.588 0.781 shin 0.534 0.075 0.542 0.534 0.538 0.751 thigh 0.487 0.072 0.528 0.487 0.506 0.716 upperarm 0.532 0.072 0.554 0.532 0.543 0.732 waist Weighted Avg. 0.555 0.074 0.554 0.555 0.554 0.758 === Confusion Matrix === a b c d e f g <-- classified as 242 33 16 8 15 26 32 | a = chest 30 226 53 11 6 16 28 | b = forearm 24 46 183 23 40 28 28 | c = head 11 16 33 216 51 35 12 | d = shin 30 14 29 49 199 32 20 | e = thigh 38 21 28 35 28 181 41 | f = upperarm 35 37 32 19 28 25 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1476 56.5734 % Incorrectly Classified Instances 1133 43.4266 % Kappa statistic 0.4934 Mean absolute error 0.1285 Root mean squared error 0.335 Relative absolute error 52.4677 % Root relative squared error 95.7375 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.069 0.612 0.653 0.632 0.807 chest 0.657 0.057 0.657 0.657 0.657 0.827 forearm 0.468 0.091 0.462 0.468 0.465 0.713 head 0.564 0.068 0.581 0.564 0.573 0.774 shin 0.56 0.073 0.562 0.56 0.561 0.761 thigh 0.54 0.083 0.519 0.54 0.53 0.756 upperarm 0.519 0.066 0.569 0.519 0.542 0.733 waist Weighted Avg. 0.566 0.072 0.566 0.566 0.565 0.767 === Confusion Matrix === a b c d e f g <-- classified as 243 25 12 6 16 38 32 | a = chest 29 243 51 7 10 14 16 | b = forearm 22 45 174 22 42 32 35 | c = head 17 11 24 211 43 47 21 | d = shin 21 8 45 46 209 21 23 | e = thigh 34 9 39 47 21 201 21 | f = upperarm 31 29 32 24 31 34 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1443 55.3085 % Incorrectly Classified Instances 1166 44.6915 % Kappa statistic 0.4786 Mean absolute error 0.1311 Root mean squared error 0.3386 Relative absolute error 53.5238 % Root relative squared error 96.7616 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.07 0.594 0.618 0.606 0.788 chest 0.588 0.062 0.612 0.588 0.6 0.8 forearm 0.481 0.087 0.48 0.481 0.481 0.71 head 0.609 0.076 0.57 0.609 0.589 0.788 shin 0.558 0.071 0.568 0.558 0.563 0.761 thigh 0.449 0.078 0.49 0.449 0.468 0.722 upperarm 0.569 0.078 0.552 0.569 0.56 0.769 waist Weighted Avg. 0.553 0.074 0.552 0.553 0.552 0.763 === Confusion Matrix === a b c d e f g <-- classified as 230 21 20 11 20 33 37 | a = chest 27 218 57 20 11 13 25 | b = forearm 25 39 179 32 36 32 29 | c = head 10 10 21 227 43 35 27 | d = shin 18 14 41 43 208 28 21 | e = thigh 49 19 27 48 27 167 35 | f = upperarm 28 35 28 17 21 33 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1497 57.4003 % Incorrectly Classified Instances 1111 42.5997 % Kappa statistic 0.503 Mean absolute error 0.1254 Root mean squared error 0.3301 Relative absolute error 51.2186 % Root relative squared error 94.3451 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.068 0.623 0.68 0.65 0.833 chest 0.615 0.059 0.635 0.615 0.625 0.818 forearm 0.417 0.09 0.435 0.417 0.426 0.687 head 0.617 0.059 0.637 0.617 0.627 0.803 shin 0.587 0.072 0.576 0.587 0.582 0.778 thigh 0.531 0.082 0.517 0.531 0.524 0.752 upperarm 0.572 0.067 0.589 0.572 0.58 0.768 waist Weighted Avg. 0.574 0.071 0.573 0.574 0.573 0.777 === Confusion Matrix === a b c d e f g <-- classified as 253 22 21 7 16 28 25 | a = chest 32 228 49 8 9 14 31 | b = forearm 25 52 155 14 54 45 27 | c = head 10 16 18 230 33 39 27 | d = shin 22 9 48 33 219 17 25 | e = thigh 35 10 35 48 31 197 15 | f = upperarm 29 22 30 21 18 41 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1423 54.5629 % Incorrectly Classified Instances 1185 45.4371 % Kappa statistic 0.4699 Mean absolute error 0.1323 Root mean squared error 0.3417 Relative absolute error 54.0254 % Root relative squared error 97.6484 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.068 0.596 0.602 0.599 0.791 chest 0.617 0.061 0.627 0.617 0.622 0.793 forearm 0.449 0.091 0.451 0.449 0.45 0.71 head 0.571 0.069 0.58 0.571 0.576 0.79 shin 0.523 0.084 0.51 0.523 0.517 0.747 thigh 0.485 0.088 0.479 0.485 0.482 0.725 upperarm 0.572 0.07 0.578 0.572 0.575 0.77 waist Weighted Avg. 0.546 0.076 0.546 0.546 0.546 0.761 === Confusion Matrix === a b c d e f g <-- classified as 224 26 18 11 18 44 31 | a = chest 33 229 42 17 14 11 25 | b = forearm 20 55 167 18 46 35 31 | c = head 13 9 28 213 52 41 17 | d = shin 18 8 46 42 195 37 27 | e = thigh 36 11 42 48 28 180 26 | f = upperarm 32 27 27 18 29 28 215 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 5 RUN: 0 FOLD: 0 Correctly Classified Instances 1268 48.601 % Incorrectly Classified Instances 1341 51.399 % Kappa statistic 0.4004 Mean absolute error 0.1506 Root mean squared error 0.3625 Relative absolute error 61.4853 % Root relative squared error 103.584 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.09 0.499 0.536 0.517 0.748 chest 0.559 0.082 0.529 0.559 0.544 0.764 forearm 0.499 0.097 0.463 0.499 0.48 0.719 head 0.55 0.072 0.562 0.55 0.556 0.768 shin 0.398 0.092 0.421 0.398 0.409 0.678 thigh 0.426 0.09 0.442 0.426 0.434 0.691 upperarm 0.434 0.078 0.482 0.434 0.457 0.702 waist Weighted Avg. 0.486 0.086 0.485 0.486 0.485 0.724 === Confusion Matrix === a b c d e f g <-- classified as 200 39 36 6 25 35 32 | a = chest 35 207 27 19 28 23 31 | b = forearm 29 24 186 32 34 35 33 | c = head 14 16 35 205 47 34 22 | d = shin 36 36 43 50 149 34 26 | e = thigh 35 31 44 28 46 159 30 | f = upperarm 52 38 31 25 25 40 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1195 45.803 % Incorrectly Classified Instances 1414 54.197 % Kappa statistic 0.3677 Mean absolute error 0.1581 Root mean squared error 0.3726 Relative absolute error 64.5384 % Root relative squared error 106.4769 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.105 0.447 0.513 0.478 0.725 chest 0.508 0.084 0.499 0.508 0.503 0.728 forearm 0.458 0.096 0.444 0.458 0.451 0.699 head 0.591 0.068 0.592 0.591 0.592 0.784 shin 0.329 0.095 0.367 0.329 0.347 0.65 thigh 0.373 0.089 0.41 0.373 0.39 0.647 upperarm 0.434 0.094 0.434 0.434 0.434 0.703 waist Weighted Avg. 0.458 0.09 0.456 0.458 0.457 0.705 === Confusion Matrix === a b c d e f g <-- classified as 191 35 27 8 40 26 45 | a = chest 50 188 34 8 29 26 35 | b = forearm 40 23 171 30 35 45 29 | c = head 16 18 27 221 45 16 31 | d = shin 52 36 49 39 123 44 31 | e = thigh 39 33 44 37 41 139 40 | f = upperarm 39 44 33 30 22 43 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1207 46.2629 % Incorrectly Classified Instances 1402 53.7371 % Kappa statistic 0.3731 Mean absolute error 0.1561 Root mean squared error 0.3703 Relative absolute error 63.7336 % Root relative squared error 105.8189 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.102 0.456 0.513 0.483 0.72 chest 0.519 0.083 0.509 0.519 0.514 0.747 forearm 0.496 0.088 0.486 0.496 0.491 0.73 head 0.493 0.072 0.533 0.493 0.513 0.742 shin 0.404 0.113 0.375 0.404 0.389 0.671 thigh 0.373 0.098 0.387 0.373 0.38 0.652 upperarm 0.441 0.072 0.508 0.441 0.472 0.717 waist Weighted Avg. 0.463 0.09 0.465 0.463 0.463 0.711 === Confusion Matrix === a b c d e f g <-- classified as 191 43 28 8 46 28 28 | a = chest 41 192 25 14 30 30 38 | b = forearm 31 30 185 37 29 34 27 | c = head 17 14 34 184 64 47 13 | d = shin 45 31 33 46 151 46 22 | e = thigh 34 25 53 38 52 139 32 | f = upperarm 60 42 23 18 31 35 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1193 45.7263 % Incorrectly Classified Instances 1416 54.2737 % Kappa statistic 0.3668 Mean absolute error 0.1584 Root mean squared error 0.372 Relative absolute error 64.6923 % Root relative squared error 106.2976 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.47 0.106 0.424 0.47 0.446 0.704 chest 0.503 0.084 0.499 0.503 0.501 0.727 forearm 0.44 0.094 0.437 0.44 0.439 0.707 head 0.587 0.076 0.564 0.587 0.576 0.777 shin 0.401 0.101 0.4 0.401 0.401 0.684 thigh 0.378 0.092 0.406 0.378 0.392 0.661 upperarm 0.422 0.081 0.467 0.422 0.444 0.705 waist Weighted Avg. 0.457 0.09 0.457 0.457 0.457 0.709 === Confusion Matrix === a b c d e f g <-- classified as 175 39 29 13 45 34 37 | a = chest 52 186 37 16 28 30 21 | b = forearm 28 32 164 34 38 44 33 | c = head 8 17 37 219 44 27 21 | d = shin 62 28 33 41 150 24 36 | e = thigh 40 35 41 34 50 141 32 | f = upperarm 48 36 34 31 20 47 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1199 45.9739 % Incorrectly Classified Instances 1409 54.0261 % Kappa statistic 0.3697 Mean absolute error 0.1565 Root mean squared error 0.3705 Relative absolute error 63.8911 % Root relative squared error 105.8888 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.099 0.448 0.484 0.465 0.708 chest 0.547 0.088 0.507 0.547 0.527 0.741 forearm 0.413 0.095 0.42 0.413 0.416 0.686 head 0.523 0.079 0.526 0.523 0.524 0.755 shin 0.422 0.1 0.414 0.422 0.418 0.685 thigh 0.403 0.086 0.439 0.403 0.42 0.687 upperarm 0.426 0.083 0.462 0.426 0.444 0.712 waist Weighted Avg. 0.46 0.09 0.459 0.46 0.459 0.711 === Confusion Matrix === a b c d e f g <-- classified as 180 39 33 14 26 37 43 | a = chest 44 203 26 14 23 26 35 | b = forearm 31 28 154 44 40 48 28 | c = head 15 21 33 195 60 27 22 | d = shin 48 40 35 41 158 23 29 | e = thigh 42 24 46 40 42 150 28 | f = upperarm 42 45 40 23 33 31 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1210 46.3957 % Incorrectly Classified Instances 1398 53.6043 % Kappa statistic 0.3746 Mean absolute error 0.1569 Root mean squared error 0.3701 Relative absolute error 64.0776 % Root relative squared error 105.751 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.523 0.089 0.494 0.523 0.508 0.73 chest 0.48 0.084 0.488 0.48 0.484 0.715 forearm 0.476 0.099 0.444 0.476 0.459 0.706 head 0.534 0.073 0.55 0.534 0.541 0.768 shin 0.441 0.098 0.43 0.441 0.435 0.694 thigh 0.355 0.085 0.409 0.355 0.38 0.666 upperarm 0.44 0.097 0.432 0.44 0.436 0.694 waist Weighted Avg. 0.464 0.089 0.464 0.464 0.463 0.71 === Confusion Matrix === a b c d e f g <-- classified as 195 26 39 13 34 24 42 | a = chest 27 178 35 20 32 24 55 | b = forearm 27 32 177 29 40 38 29 | c = head 17 24 28 199 54 26 25 | d = shin 37 25 40 43 165 42 22 | e = thigh 39 33 52 33 40 132 43 | f = upperarm 53 47 28 25 19 37 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1213 46.5107 % Incorrectly Classified Instances 1395 53.4893 % Kappa statistic 0.376 Mean absolute error 0.1569 Root mean squared error 0.3682 Relative absolute error 64.074 % Root relative squared error 105.2103 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.493 0.097 0.46 0.493 0.476 0.724 chest 0.491 0.084 0.491 0.491 0.491 0.718 forearm 0.46 0.093 0.452 0.46 0.456 0.715 head 0.566 0.071 0.57 0.566 0.568 0.79 shin 0.401 0.094 0.418 0.401 0.409 0.665 thigh 0.395 0.102 0.393 0.395 0.394 0.671 upperarm 0.45 0.084 0.472 0.45 0.461 0.697 waist Weighted Avg. 0.465 0.089 0.465 0.465 0.465 0.711 === Confusion Matrix === a b c d e f g <-- classified as 184 36 31 15 41 29 37 | a = chest 38 182 33 15 30 39 34 | b = forearm 28 30 171 25 37 49 32 | c = head 9 18 37 211 46 29 23 | d = shin 47 33 32 42 150 40 30 | e = thigh 43 35 43 37 35 147 32 | f = upperarm 51 37 31 25 20 41 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1187 45.5138 % Incorrectly Classified Instances 1421 54.4862 % Kappa statistic 0.3643 Mean absolute error 0.1587 Root mean squared error 0.3737 Relative absolute error 64.8104 % Root relative squared error 106.8073 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.442 0.093 0.444 0.442 0.443 0.691 chest 0.518 0.087 0.496 0.518 0.507 0.735 forearm 0.457 0.098 0.436 0.457 0.446 0.697 head 0.539 0.074 0.548 0.539 0.543 0.775 shin 0.377 0.104 0.378 0.377 0.378 0.662 thigh 0.384 0.088 0.422 0.384 0.402 0.659 upperarm 0.469 0.092 0.461 0.469 0.465 0.714 waist Weighted Avg. 0.455 0.091 0.455 0.455 0.455 0.705 === Confusion Matrix === a b c d e f g <-- classified as 165 41 34 19 41 31 42 | a = chest 32 192 26 20 30 30 41 | b = forearm 31 34 170 29 36 36 36 | c = head 14 15 32 201 56 25 30 | d = shin 40 34 45 46 141 46 22 | e = thigh 38 29 55 37 36 143 34 | f = upperarm 52 42 28 15 33 28 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1195 45.8206 % Incorrectly Classified Instances 1413 54.1794 % Kappa statistic 0.3679 Mean absolute error 0.1588 Root mean squared error 0.3714 Relative absolute error 64.8346 % Root relative squared error 106.1437 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.483 0.089 0.476 0.483 0.479 0.723 chest 0.496 0.085 0.492 0.496 0.494 0.723 forearm 0.478 0.101 0.441 0.478 0.459 0.703 head 0.515 0.072 0.545 0.515 0.53 0.752 shin 0.417 0.095 0.423 0.417 0.42 0.682 thigh 0.406 0.099 0.406 0.406 0.406 0.679 upperarm 0.413 0.092 0.429 0.413 0.421 0.696 waist Weighted Avg. 0.458 0.09 0.459 0.458 0.458 0.708 === Confusion Matrix === a b c d e f g <-- classified as 180 37 28 13 41 34 40 | a = chest 50 184 32 13 21 27 44 | b = forearm 27 28 178 35 28 45 31 | c = head 13 18 38 192 52 33 27 | d = shin 36 34 36 47 156 40 25 | e = thigh 28 29 59 29 38 151 38 | f = upperarm 44 44 33 23 33 42 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1216 46.6258 % Incorrectly Classified Instances 1392 53.3742 % Kappa statistic 0.3773 Mean absolute error 0.1566 Root mean squared error 0.3705 Relative absolute error 63.9649 % Root relative squared error 105.868 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.083 0.476 0.45 0.463 0.699 chest 0.511 0.093 0.475 0.511 0.492 0.727 forearm 0.442 0.099 0.427 0.442 0.435 0.686 head 0.571 0.069 0.579 0.571 0.575 0.765 shin 0.42 0.099 0.414 0.42 0.417 0.684 thigh 0.422 0.089 0.442 0.422 0.432 0.678 upperarm 0.448 0.09 0.453 0.448 0.45 0.712 waist Weighted Avg. 0.466 0.089 0.467 0.466 0.466 0.707 === Confusion Matrix === a b c d e f g <-- classified as 168 39 36 16 33 36 45 | a = chest 36 189 35 20 33 23 34 | b = forearm 23 36 165 39 46 39 25 | c = head 12 7 32 213 43 30 36 | d = shin 39 34 44 42 157 35 23 | e = thigh 34 34 42 23 43 157 39 | f = upperarm 41 59 32 15 24 35 167 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1182 45.3047 % Incorrectly Classified Instances 1427 54.6953 % Kappa statistic 0.3619 Mean absolute error 0.1595 Root mean squared error 0.3754 Relative absolute error 65.1298 % Root relative squared error 107.287 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.507 0.097 0.467 0.507 0.486 0.724 chest 0.541 0.092 0.493 0.541 0.515 0.749 forearm 0.456 0.086 0.468 0.456 0.462 0.698 head 0.517 0.072 0.544 0.517 0.53 0.744 shin 0.353 0.109 0.352 0.353 0.352 0.628 thigh 0.367 0.1 0.38 0.367 0.373 0.648 upperarm 0.432 0.082 0.468 0.432 0.449 0.696 waist Weighted Avg. 0.453 0.091 0.453 0.453 0.453 0.698 === Confusion Matrix === a b c d e f g <-- classified as 189 39 26 12 33 35 39 | a = chest 36 200 21 11 31 40 31 | b = forearm 44 28 170 30 37 36 28 | c = head 10 21 25 193 61 36 27 | d = shin 40 34 46 49 132 45 28 | e = thigh 35 42 48 37 44 137 30 | f = upperarm 51 42 27 23 37 32 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1217 46.6462 % Incorrectly Classified Instances 1392 53.3538 % Kappa statistic 0.3775 Mean absolute error 0.1556 Root mean squared error 0.3685 Relative absolute error 63.5307 % Root relative squared error 105.2971 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.48 0.093 0.463 0.48 0.471 0.711 chest 0.516 0.088 0.491 0.516 0.503 0.746 forearm 0.413 0.099 0.41 0.413 0.411 0.683 head 0.603 0.072 0.583 0.603 0.593 0.782 shin 0.406 0.091 0.427 0.406 0.416 0.665 thigh 0.413 0.102 0.404 0.413 0.408 0.676 upperarm 0.434 0.077 0.485 0.434 0.458 0.715 waist Weighted Avg. 0.466 0.089 0.466 0.466 0.466 0.711 === Confusion Matrix === a b c d e f g <-- classified as 179 46 38 11 35 32 32 | a = chest 39 191 24 15 22 38 41 | b = forearm 43 34 154 21 34 52 35 | c = head 11 15 28 225 43 29 22 | d = shin 37 36 41 53 152 33 22 | e = thigh 34 26 58 36 45 154 20 | f = upperarm 44 41 33 25 25 43 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1185 45.4197 % Incorrectly Classified Instances 1424 54.5803 % Kappa statistic 0.3632 Mean absolute error 0.1585 Root mean squared error 0.372 Relative absolute error 64.7388 % Root relative squared error 106.3021 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.469 0.096 0.45 0.469 0.459 0.714 chest 0.524 0.079 0.523 0.524 0.524 0.746 forearm 0.442 0.084 0.469 0.442 0.455 0.708 head 0.528 0.077 0.532 0.528 0.53 0.76 shin 0.374 0.106 0.372 0.374 0.373 0.662 thigh 0.391 0.097 0.401 0.391 0.396 0.646 upperarm 0.45 0.098 0.434 0.45 0.442 0.713 waist Weighted Avg. 0.454 0.091 0.454 0.454 0.454 0.707 === Confusion Matrix === a b c d e f g <-- classified as 175 37 28 13 42 34 44 | a = chest 43 194 27 26 32 17 31 | b = forearm 41 28 165 27 35 37 40 | c = head 12 17 40 197 48 41 18 | d = shin 47 27 33 51 140 47 29 | e = thigh 36 29 33 29 43 146 57 | f = upperarm 35 39 26 27 36 42 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1226 46.9912 % Incorrectly Classified Instances 1383 53.0088 % Kappa statistic 0.3816 Mean absolute error 0.1547 Root mean squared error 0.3677 Relative absolute error 63.1594 % Root relative squared error 105.091 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.507 0.089 0.487 0.507 0.497 0.727 chest 0.508 0.075 0.528 0.508 0.518 0.753 forearm 0.469 0.09 0.465 0.469 0.467 0.707 head 0.517 0.075 0.536 0.517 0.527 0.751 shin 0.406 0.101 0.403 0.406 0.405 0.686 thigh 0.429 0.105 0.406 0.429 0.417 0.675 upperarm 0.453 0.085 0.472 0.453 0.462 0.715 waist Weighted Avg. 0.47 0.088 0.471 0.47 0.47 0.716 === Confusion Matrix === a b c d e f g <-- classified as 189 39 28 10 35 36 36 | a = chest 37 188 27 16 32 23 47 | b = forearm 27 29 175 35 31 47 29 | c = head 13 15 45 193 45 41 21 | d = shin 48 23 38 50 152 47 16 | e = thigh 36 28 36 32 41 160 40 | f = upperarm 38 34 27 24 41 40 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1210 46.3957 % Incorrectly Classified Instances 1398 53.6043 % Kappa statistic 0.3746 Mean absolute error 0.1575 Root mean squared error 0.3704 Relative absolute error 64.2995 % Root relative squared error 105.8468 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.478 0.088 0.476 0.478 0.477 0.711 chest 0.518 0.085 0.503 0.518 0.51 0.724 forearm 0.485 0.081 0.5 0.485 0.493 0.725 head 0.525 0.077 0.534 0.525 0.53 0.736 shin 0.404 0.107 0.387 0.404 0.395 0.65 thigh 0.403 0.099 0.403 0.403 0.403 0.678 upperarm 0.434 0.089 0.449 0.434 0.441 0.707 waist Weighted Avg. 0.464 0.089 0.464 0.464 0.464 0.704 === Confusion Matrix === a b c d e f g <-- classified as 178 35 29 8 39 34 49 | a = chest 39 192 26 12 37 29 36 | b = forearm 32 26 181 43 34 36 21 | c = head 13 14 31 196 52 37 30 | d = shin 29 36 32 43 151 53 30 | e = thigh 36 35 38 33 47 150 33 | f = upperarm 47 44 25 32 30 33 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1189 45.5905 % Incorrectly Classified Instances 1419 54.4095 % Kappa statistic 0.3652 Mean absolute error 0.1586 Root mean squared error 0.3731 Relative absolute error 64.7567 % Root relative squared error 106.6124 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.473 0.097 0.448 0.473 0.46 0.718 chest 0.531 0.082 0.517 0.531 0.524 0.753 forearm 0.414 0.095 0.421 0.414 0.417 0.683 head 0.527 0.076 0.537 0.527 0.532 0.748 shin 0.385 0.102 0.388 0.385 0.387 0.669 thigh 0.411 0.1 0.407 0.411 0.409 0.673 upperarm 0.45 0.083 0.475 0.45 0.462 0.702 waist Weighted Avg. 0.456 0.091 0.456 0.456 0.456 0.707 === Confusion Matrix === a b c d e f g <-- classified as 176 38 36 9 36 44 33 | a = chest 34 197 32 16 26 26 40 | b = forearm 35 22 154 36 34 51 40 | c = head 17 18 30 197 59 31 22 | d = shin 43 36 35 55 144 39 22 | e = thigh 41 30 47 30 42 153 29 | f = upperarm 47 40 32 24 30 32 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1200 46.0123 % Incorrectly Classified Instances 1408 53.9877 % Kappa statistic 0.3701 Mean absolute error 0.1588 Root mean squared error 0.3724 Relative absolute error 64.8577 % Root relative squared error 106.425 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.1 0.46 0.513 0.485 0.717 chest 0.501 0.087 0.488 0.501 0.495 0.726 forearm 0.433 0.087 0.454 0.433 0.443 0.686 head 0.56 0.081 0.535 0.56 0.547 0.758 shin 0.414 0.097 0.418 0.414 0.416 0.683 thigh 0.36 0.096 0.384 0.36 0.372 0.656 upperarm 0.439 0.081 0.474 0.439 0.456 0.689 waist Weighted Avg. 0.46 0.09 0.459 0.46 0.459 0.702 === Confusion Matrix === a b c d e f g <-- classified as 191 40 27 12 37 26 39 | a = chest 35 186 22 17 42 28 41 | b = forearm 43 36 161 43 29 39 21 | c = head 14 13 33 209 44 42 18 | d = shin 35 35 35 48 155 32 34 | e = thigh 48 38 45 37 41 134 29 | f = upperarm 49 33 32 25 23 48 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1224 46.9325 % Incorrectly Classified Instances 1384 53.0675 % Kappa statistic 0.3809 Mean absolute error 0.1555 Root mean squared error 0.3692 Relative absolute error 63.502 % Root relative squared error 105.5055 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.091 0.489 0.524 0.506 0.732 chest 0.555 0.09 0.505 0.555 0.529 0.748 forearm 0.462 0.089 0.462 0.462 0.462 0.706 head 0.52 0.072 0.545 0.52 0.532 0.753 shin 0.39 0.106 0.381 0.39 0.386 0.662 thigh 0.379 0.087 0.42 0.379 0.398 0.666 upperarm 0.455 0.082 0.48 0.455 0.467 0.705 waist Weighted Avg. 0.469 0.088 0.469 0.469 0.469 0.71 === Confusion Matrix === a b c d e f g <-- classified as 195 31 28 8 39 32 39 | a = chest 43 206 12 14 32 25 39 | b = forearm 30 35 172 37 39 34 25 | c = head 19 15 44 194 49 31 21 | d = shin 47 38 37 44 146 36 26 | e = thigh 27 41 47 34 48 141 34 | f = upperarm 38 42 32 25 30 37 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1184 45.3988 % Incorrectly Classified Instances 1424 54.6012 % Kappa statistic 0.363 Mean absolute error 0.1592 Root mean squared error 0.3728 Relative absolute error 64.9889 % Root relative squared error 106.5248 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.507 0.087 0.492 0.507 0.499 0.726 chest 0.52 0.095 0.477 0.52 0.497 0.733 forearm 0.46 0.1 0.433 0.46 0.446 0.701 head 0.517 0.08 0.519 0.517 0.518 0.76 shin 0.369 0.092 0.401 0.369 0.384 0.67 thigh 0.349 0.094 0.382 0.349 0.365 0.637 upperarm 0.456 0.089 0.462 0.456 0.459 0.712 waist Weighted Avg. 0.454 0.091 0.452 0.454 0.453 0.706 === Confusion Matrix === a b c d e f g <-- classified as 189 35 30 10 35 37 37 | a = chest 40 193 22 23 20 31 42 | b = forearm 34 33 171 39 26 42 27 | c = head 10 23 32 193 55 33 27 | d = shin 34 37 43 48 138 42 32 | e = thigh 39 39 61 36 34 130 33 | f = upperarm 38 45 36 23 36 25 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1228 47.0859 % Incorrectly Classified Instances 1380 52.9141 % Kappa statistic 0.3827 Mean absolute error 0.1545 Root mean squared error 0.3672 Relative absolute error 63.0691 % Root relative squared error 104.9312 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.488 0.102 0.444 0.488 0.465 0.712 chest 0.516 0.082 0.511 0.516 0.513 0.749 forearm 0.464 0.09 0.463 0.464 0.463 0.702 head 0.59 0.072 0.579 0.59 0.584 0.799 shin 0.364 0.094 0.394 0.364 0.378 0.635 thigh 0.419 0.099 0.413 0.419 0.416 0.677 upperarm 0.456 0.079 0.49 0.456 0.472 0.72 waist Weighted Avg. 0.471 0.088 0.47 0.471 0.47 0.713 === Confusion Matrix === a b c d e f g <-- classified as 182 44 29 15 30 34 39 | a = chest 43 191 18 21 28 35 34 | b = forearm 39 31 173 27 27 46 30 | c = head 12 15 24 220 54 33 15 | d = shin 55 26 40 49 136 38 30 | e = thigh 34 29 56 28 40 156 29 | f = upperarm 45 38 34 20 30 36 170 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1199 45.9563 % Incorrectly Classified Instances 1410 54.0437 % Kappa statistic 0.3695 Mean absolute error 0.1569 Root mean squared error 0.3722 Relative absolute error 64.085 % Root relative squared error 106.3645 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.095 0.485 0.536 0.51 0.735 chest 0.493 0.082 0.5 0.493 0.497 0.719 forearm 0.464 0.097 0.445 0.464 0.454 0.7 head 0.52 0.074 0.54 0.52 0.53 0.752 shin 0.388 0.101 0.392 0.388 0.39 0.667 thigh 0.387 0.092 0.413 0.387 0.399 0.66 upperarm 0.429 0.091 0.44 0.429 0.434 0.709 waist Weighted Avg. 0.46 0.09 0.459 0.46 0.459 0.706 === Confusion Matrix === a b c d e f g <-- classified as 200 30 23 14 27 35 44 | a = chest 45 183 25 21 33 27 37 | b = forearm 35 22 173 28 33 47 35 | c = head 14 23 36 194 45 34 27 | d = shin 48 36 44 44 145 29 28 | e = thigh 34 29 50 29 53 144 33 | f = upperarm 36 43 38 29 34 33 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1229 47.1062 % Incorrectly Classified Instances 1380 52.8938 % Kappa statistic 0.3829 Mean absolute error 0.1544 Root mean squared error 0.3674 Relative absolute error 63.0385 % Root relative squared error 104.9826 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.52 0.087 0.499 0.52 0.509 0.744 chest 0.528 0.085 0.508 0.528 0.518 0.736 forearm 0.477 0.08 0.499 0.477 0.488 0.715 head 0.539 0.081 0.526 0.539 0.532 0.769 shin 0.382 0.107 0.373 0.382 0.378 0.65 thigh 0.39 0.089 0.42 0.39 0.404 0.673 upperarm 0.461 0.087 0.469 0.461 0.465 0.725 waist Weighted Avg. 0.471 0.088 0.47 0.471 0.471 0.716 === Confusion Matrix === a b c d e f g <-- classified as 194 34 21 14 29 34 47 | a = chest 38 196 28 18 20 33 38 | b = forearm 27 31 178 39 38 38 22 | c = head 11 6 30 201 67 34 24 | d = shin 36 38 43 54 143 28 32 | e = thigh 38 39 35 34 49 145 32 | f = upperarm 45 42 22 22 37 33 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1197 45.8796 % Incorrectly Classified Instances 1412 54.1204 % Kappa statistic 0.3686 Mean absolute error 0.1585 Root mean squared error 0.372 Relative absolute error 64.723 % Root relative squared error 106.3058 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.496 0.096 0.463 0.496 0.479 0.712 chest 0.531 0.091 0.491 0.531 0.51 0.733 forearm 0.458 0.09 0.458 0.458 0.458 0.704 head 0.544 0.072 0.559 0.544 0.552 0.76 shin 0.369 0.095 0.394 0.369 0.381 0.656 thigh 0.379 0.101 0.385 0.379 0.382 0.654 upperarm 0.434 0.087 0.455 0.434 0.444 0.699 waist Weighted Avg. 0.459 0.09 0.458 0.459 0.458 0.703 === Confusion Matrix === a b c d e f g <-- classified as 185 57 26 13 23 31 38 | a = chest 40 197 27 12 31 24 40 | b = forearm 36 25 171 26 36 50 29 | c = head 12 16 32 203 40 48 22 | d = shin 46 37 30 55 138 36 32 | e = thigh 36 31 51 33 47 141 33 | f = upperarm 45 38 36 21 35 36 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1221 46.7995 % Incorrectly Classified Instances 1388 53.2005 % Kappa statistic 0.3793 Mean absolute error 0.1561 Root mean squared error 0.369 Relative absolute error 63.752 % Root relative squared error 105.4647 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.496 0.092 0.474 0.496 0.485 0.721 chest 0.534 0.086 0.506 0.534 0.52 0.745 forearm 0.438 0.083 0.467 0.438 0.452 0.701 head 0.558 0.076 0.549 0.558 0.553 0.765 shin 0.385 0.102 0.387 0.385 0.386 0.655 thigh 0.413 0.09 0.433 0.413 0.422 0.679 upperarm 0.453 0.091 0.454 0.453 0.454 0.698 waist Weighted Avg. 0.468 0.089 0.467 0.468 0.467 0.709 === Confusion Matrix === a b c d e f g <-- classified as 185 28 31 19 38 38 34 | a = chest 36 198 24 12 30 29 42 | b = forearm 36 32 163 38 33 37 33 | c = head 23 19 33 208 42 25 23 | d = shin 44 32 33 51 144 41 29 | e = thigh 18 34 36 33 56 154 42 | f = upperarm 48 48 29 18 29 32 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1198 45.9356 % Incorrectly Classified Instances 1410 54.0644 % Kappa statistic 0.3693 Mean absolute error 0.1572 Root mean squared error 0.3718 Relative absolute error 64.2086 % Root relative squared error 106.2519 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.496 0.088 0.486 0.496 0.491 0.73 chest 0.519 0.088 0.492 0.519 0.505 0.741 forearm 0.401 0.102 0.395 0.401 0.398 0.677 head 0.525 0.065 0.575 0.525 0.549 0.766 shin 0.422 0.095 0.427 0.422 0.425 0.677 thigh 0.41 0.106 0.392 0.41 0.401 0.685 upperarm 0.442 0.087 0.46 0.442 0.451 0.707 waist Weighted Avg. 0.459 0.09 0.461 0.459 0.46 0.712 === Confusion Matrix === a b c d e f g <-- classified as 185 33 38 8 38 37 34 | a = chest 36 192 31 15 27 32 37 | b = forearm 28 34 149 33 40 50 38 | c = head 12 25 35 196 52 32 21 | d = shin 38 30 40 31 158 50 27 | e = thigh 33 26 53 33 38 153 37 | f = upperarm 49 50 31 25 17 36 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1188 45.5521 % Incorrectly Classified Instances 1420 54.4479 % Kappa statistic 0.3648 Mean absolute error 0.1598 Root mean squared error 0.3741 Relative absolute error 65.244 % Root relative squared error 106.9072 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.089 0.465 0.466 0.466 0.698 chest 0.527 0.068 0.562 0.527 0.544 0.745 forearm 0.454 0.106 0.417 0.454 0.435 0.692 head 0.523 0.084 0.509 0.523 0.516 0.75 shin 0.382 0.115 0.357 0.382 0.369 0.647 thigh 0.399 0.093 0.419 0.399 0.409 0.666 upperarm 0.437 0.08 0.477 0.437 0.456 0.707 waist Weighted Avg. 0.456 0.091 0.458 0.456 0.456 0.701 === Confusion Matrix === a b c d e f g <-- classified as 174 30 34 18 42 29 46 | a = chest 38 195 29 18 32 31 27 | b = forearm 34 27 169 34 40 34 34 | c = head 12 17 44 195 56 30 19 | d = shin 46 19 38 60 143 48 20 | e = thigh 27 26 52 35 51 149 33 | f = upperarm 43 33 39 23 37 35 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1236 47.3926 % Incorrectly Classified Instances 1372 52.6074 % Kappa statistic 0.3863 Mean absolute error 0.1544 Root mean squared error 0.3657 Relative absolute error 63.0441 % Root relative squared error 104.5078 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.497 0.097 0.459 0.497 0.477 0.72 chest 0.57 0.089 0.513 0.57 0.54 0.76 forearm 0.444 0.083 0.471 0.444 0.457 0.709 head 0.556 0.065 0.588 0.556 0.571 0.772 shin 0.388 0.098 0.398 0.388 0.393 0.66 thigh 0.44 0.1 0.423 0.44 0.431 0.697 upperarm 0.424 0.081 0.467 0.424 0.444 0.686 waist Weighted Avg. 0.474 0.088 0.474 0.474 0.473 0.715 === Confusion Matrix === a b c d e f g <-- classified as 185 53 25 10 30 35 34 | a = chest 38 211 24 13 24 27 33 | b = forearm 30 34 165 29 28 53 33 | c = head 16 11 30 208 55 35 19 | d = shin 50 28 37 44 145 44 26 | e = thigh 28 20 43 29 54 164 35 | f = upperarm 56 54 26 21 28 30 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1138 43.635 % Incorrectly Classified Instances 1470 56.365 % Kappa statistic 0.3424 Mean absolute error 0.1636 Root mean squared error 0.3794 Relative absolute error 66.7848 % Root relative squared error 108.4145 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.097 0.45 0.476 0.463 0.704 chest 0.497 0.084 0.496 0.497 0.497 0.728 forearm 0.469 0.096 0.449 0.469 0.459 0.695 head 0.491 0.077 0.517 0.491 0.503 0.728 shin 0.393 0.113 0.368 0.393 0.38 0.656 thigh 0.371 0.109 0.361 0.371 0.366 0.656 upperarm 0.358 0.083 0.42 0.358 0.387 0.677 waist Weighted Avg. 0.436 0.094 0.437 0.436 0.436 0.692 === Confusion Matrix === a b c d e f g <-- classified as 177 32 34 9 42 44 34 | a = chest 36 184 33 17 37 28 35 | b = forearm 33 29 175 30 26 54 26 | c = head 15 11 47 183 59 33 25 | d = shin 38 35 33 47 147 46 28 | e = thigh 38 30 45 33 51 138 37 | f = upperarm 56 50 23 35 37 39 134 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1243 47.661 % Incorrectly Classified Instances 1365 52.339 % Kappa statistic 0.3894 Mean absolute error 0.1529 Root mean squared error 0.3655 Relative absolute error 62.4406 % Root relative squared error 104.4423 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.08 0.514 0.505 0.509 0.733 chest 0.535 0.086 0.508 0.535 0.521 0.743 forearm 0.472 0.097 0.448 0.472 0.46 0.713 head 0.507 0.067 0.559 0.507 0.532 0.761 shin 0.42 0.086 0.449 0.42 0.434 0.685 thigh 0.414 0.102 0.402 0.414 0.408 0.684 upperarm 0.484 0.093 0.466 0.484 0.475 0.716 waist Weighted Avg. 0.477 0.087 0.478 0.477 0.477 0.719 === Confusion Matrix === a b c d e f g <-- classified as 188 38 24 12 35 35 40 | a = chest 33 198 34 11 25 27 42 | b = forearm 31 32 176 27 33 40 34 | c = head 12 17 33 189 45 47 30 | d = shin 31 30 43 48 157 41 24 | e = thigh 41 29 51 27 33 154 37 | f = upperarm 30 46 32 24 22 39 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1218 46.7025 % Incorrectly Classified Instances 1390 53.2975 % Kappa statistic 0.3782 Mean absolute error 0.1562 Root mean squared error 0.3682 Relative absolute error 63.7959 % Root relative squared error 105.214 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.527 0.108 0.449 0.527 0.485 0.717 chest 0.469 0.079 0.496 0.469 0.482 0.714 forearm 0.464 0.092 0.456 0.464 0.46 0.708 head 0.576 0.073 0.569 0.576 0.573 0.791 shin 0.361 0.095 0.388 0.361 0.374 0.656 thigh 0.39 0.097 0.399 0.39 0.395 0.67 upperarm 0.483 0.077 0.511 0.483 0.497 0.745 waist Weighted Avg. 0.467 0.089 0.467 0.467 0.466 0.715 === Confusion Matrix === a b c d e f g <-- classified as 196 36 31 16 32 31 30 | a = chest 54 174 30 13 31 34 35 | b = forearm 36 22 173 34 34 46 28 | c = head 19 19 25 215 44 32 19 | d = shin 44 31 41 47 135 46 30 | e = thigh 42 35 44 33 43 145 30 | f = upperarm 46 34 35 20 29 29 180 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1234 47.2978 % Incorrectly Classified Instances 1375 52.7022 % Kappa statistic 0.3851 Mean absolute error 0.1534 Root mean squared error 0.3648 Relative absolute error 62.6317 % Root relative squared error 104.2579 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.516 0.099 0.464 0.516 0.489 0.725 chest 0.55 0.077 0.541 0.55 0.545 0.771 forearm 0.414 0.093 0.424 0.414 0.419 0.686 head 0.561 0.069 0.575 0.561 0.568 0.778 shin 0.463 0.105 0.424 0.463 0.442 0.696 thigh 0.386 0.089 0.42 0.386 0.402 0.669 upperarm 0.421 0.081 0.463 0.421 0.441 0.721 waist Weighted Avg. 0.473 0.088 0.473 0.473 0.472 0.721 === Confusion Matrix === a b c d e f g <-- classified as 192 31 33 17 31 23 45 | a = chest 42 204 29 13 40 20 23 | b = forearm 37 42 154 31 30 49 29 | c = head 15 14 33 210 52 32 18 | d = shin 41 27 32 33 173 37 31 | e = thigh 40 23 50 30 50 144 36 | f = upperarm 47 36 32 31 32 38 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1205 46.1863 % Incorrectly Classified Instances 1404 53.8137 % Kappa statistic 0.3722 Mean absolute error 0.1576 Root mean squared error 0.3721 Relative absolute error 64.3667 % Root relative squared error 106.3277 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.516 0.09 0.489 0.516 0.502 0.732 chest 0.534 0.078 0.531 0.534 0.532 0.749 forearm 0.45 0.1 0.43 0.45 0.44 0.699 head 0.563 0.09 0.511 0.563 0.536 0.761 shin 0.382 0.102 0.385 0.382 0.384 0.665 thigh 0.354 0.091 0.394 0.354 0.373 0.654 upperarm 0.434 0.077 0.484 0.434 0.458 0.704 waist Weighted Avg. 0.462 0.09 0.46 0.462 0.46 0.709 === Confusion Matrix === a b c d e f g <-- classified as 192 34 32 13 42 29 30 | a = chest 37 198 23 16 26 31 40 | b = forearm 36 19 168 42 41 38 29 | c = head 14 21 40 210 43 23 22 | d = shin 43 29 37 62 143 45 15 | e = thigh 32 31 51 44 46 132 37 | f = upperarm 39 41 40 24 30 37 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1222 46.8379 % Incorrectly Classified Instances 1387 53.1621 % Kappa statistic 0.3798 Mean absolute error 0.1552 Root mean squared error 0.3682 Relative absolute error 63.3865 % Root relative squared error 105.2311 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.492 0.091 0.474 0.492 0.483 0.717 chest 0.523 0.081 0.517 0.523 0.52 0.747 forearm 0.469 0.097 0.446 0.469 0.458 0.704 head 0.531 0.065 0.577 0.531 0.553 0.767 shin 0.372 0.102 0.378 0.372 0.375 0.655 thigh 0.437 0.097 0.43 0.437 0.434 0.676 upperarm 0.456 0.088 0.464 0.456 0.46 0.721 waist Weighted Avg. 0.468 0.089 0.47 0.468 0.469 0.712 === Confusion Matrix === a b c d e f g <-- classified as 183 32 37 7 45 30 38 | a = chest 34 194 19 17 26 34 47 | b = forearm 35 29 175 27 40 45 22 | c = head 12 19 37 198 49 32 26 | d = shin 44 32 46 46 139 40 27 | e = thigh 27 31 49 29 38 163 36 | f = upperarm 51 38 29 19 31 35 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1177 45.1131 % Incorrectly Classified Instances 1432 54.8869 % Kappa statistic 0.3597 Mean absolute error 0.1598 Root mean squared error 0.374 Relative absolute error 65.2527 % Root relative squared error 106.8868 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.468 0.096 0.447 0.468 0.457 0.713 chest 0.499 0.082 0.501 0.499 0.5 0.73 forearm 0.472 0.102 0.435 0.472 0.452 0.707 head 0.515 0.07 0.552 0.515 0.533 0.759 shin 0.356 0.101 0.37 0.356 0.363 0.661 thigh 0.413 0.093 0.427 0.413 0.42 0.678 upperarm 0.437 0.096 0.431 0.437 0.434 0.706 waist Weighted Avg. 0.451 0.091 0.452 0.451 0.451 0.708 === Confusion Matrix === a b c d e f g <-- classified as 174 40 39 12 40 29 38 | a = chest 40 185 38 9 25 30 44 | b = forearm 31 26 176 25 36 45 34 | c = head 12 17 44 192 50 30 28 | d = shin 40 33 42 51 133 42 33 | e = thigh 31 30 38 38 44 154 38 | f = upperarm 61 38 28 21 31 31 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1177 45.1304 % Incorrectly Classified Instances 1431 54.8696 % Kappa statistic 0.3599 Mean absolute error 0.1586 Root mean squared error 0.3717 Relative absolute error 64.7672 % Root relative squared error 106.2247 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.496 0.098 0.459 0.496 0.477 0.719 chest 0.535 0.095 0.483 0.535 0.508 0.734 forearm 0.458 0.083 0.479 0.458 0.468 0.718 head 0.544 0.076 0.544 0.544 0.544 0.774 shin 0.35 0.108 0.352 0.35 0.351 0.66 thigh 0.387 0.097 0.399 0.387 0.393 0.662 upperarm 0.389 0.084 0.437 0.389 0.411 0.693 waist Weighted Avg. 0.451 0.091 0.45 0.451 0.45 0.709 === Confusion Matrix === a b c d e f g <-- classified as 185 55 18 15 22 40 38 | a = chest 33 198 30 16 35 24 34 | b = forearm 33 30 171 27 40 41 31 | c = head 14 16 25 203 62 39 14 | d = shin 48 28 40 60 131 35 32 | e = thigh 36 38 42 23 51 144 38 | f = upperarm 54 45 31 29 31 38 145 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1172 44.9387 % Incorrectly Classified Instances 1436 55.0613 % Kappa statistic 0.3576 Mean absolute error 0.1613 Root mean squared error 0.3754 Relative absolute error 65.848 % Root relative squared error 107.2923 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.477 0.085 0.484 0.477 0.48 0.713 chest 0.5 0.09 0.479 0.5 0.489 0.722 forearm 0.461 0.094 0.449 0.461 0.455 0.697 head 0.528 0.08 0.525 0.528 0.527 0.752 shin 0.401 0.105 0.39 0.401 0.395 0.676 thigh 0.425 0.102 0.408 0.425 0.416 0.678 upperarm 0.354 0.086 0.407 0.354 0.379 0.667 waist Weighted Avg. 0.449 0.092 0.449 0.449 0.449 0.701 === Confusion Matrix === a b c d e f g <-- classified as 178 45 30 10 31 40 39 | a = chest 30 185 34 18 34 26 43 | b = forearm 24 25 172 44 35 46 27 | c = head 16 17 40 197 48 29 26 | d = shin 37 29 34 46 150 53 25 | e = thigh 31 36 39 32 44 158 32 | f = upperarm 52 49 34 28 43 35 132 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1226 47.0092 % Incorrectly Classified Instances 1382 52.9908 % Kappa statistic 0.3818 Mean absolute error 0.1548 Root mean squared error 0.368 Relative absolute error 63.2305 % Root relative squared error 105.1692 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.515 0.095 0.475 0.515 0.494 0.731 chest 0.53 0.079 0.525 0.53 0.528 0.748 forearm 0.469 0.095 0.451 0.469 0.46 0.711 head 0.544 0.079 0.536 0.544 0.54 0.753 shin 0.396 0.098 0.403 0.396 0.399 0.671 thigh 0.366 0.09 0.404 0.366 0.384 0.652 upperarm 0.472 0.082 0.489 0.472 0.48 0.73 waist Weighted Avg. 0.47 0.088 0.469 0.47 0.469 0.714 === Confusion Matrix === a b c d e f g <-- classified as 192 35 32 9 35 30 40 | a = chest 35 196 30 24 23 25 37 | b = forearm 42 17 175 34 30 45 30 | c = head 15 15 26 203 54 37 23 | d = shin 42 31 36 53 148 36 28 | e = thigh 39 42 46 34 49 136 26 | f = upperarm 39 37 43 22 28 28 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1155 44.2868 % Incorrectly Classified Instances 1453 55.7132 % Kappa statistic 0.35 Mean absolute error 0.1613 Root mean squared error 0.3742 Relative absolute error 65.8679 % Root relative squared error 106.9407 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.426 0.1 0.416 0.426 0.421 0.694 chest 0.438 0.086 0.458 0.438 0.448 0.705 forearm 0.478 0.101 0.441 0.478 0.459 0.713 head 0.552 0.08 0.535 0.552 0.544 0.778 shin 0.39 0.097 0.403 0.39 0.397 0.672 thigh 0.392 0.102 0.391 0.392 0.392 0.678 upperarm 0.422 0.085 0.454 0.422 0.438 0.695 waist Weighted Avg. 0.443 0.093 0.443 0.443 0.442 0.705 === Confusion Matrix === a b c d e f g <-- classified as 159 36 40 7 38 47 46 | a = chest 41 162 35 24 24 42 42 | b = forearm 33 29 178 37 35 36 24 | c = head 15 25 32 206 53 24 18 | d = shin 39 39 41 48 146 36 25 | e = thigh 43 30 44 35 39 146 35 | f = upperarm 52 33 34 28 27 42 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1258 48.2362 % Incorrectly Classified Instances 1350 51.7638 % Kappa statistic 0.3961 Mean absolute error 0.1511 Root mean squared error 0.3624 Relative absolute error 61.6841 % Root relative squared error 103.5639 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.096 0.483 0.536 0.508 0.757 chest 0.535 0.073 0.548 0.535 0.542 0.757 forearm 0.457 0.078 0.493 0.457 0.474 0.706 head 0.566 0.073 0.564 0.566 0.565 0.77 shin 0.417 0.101 0.409 0.417 0.413 0.686 thigh 0.411 0.082 0.455 0.411 0.432 0.695 upperarm 0.455 0.102 0.428 0.455 0.441 0.71 waist Weighted Avg. 0.482 0.086 0.483 0.482 0.482 0.726 === Confusion Matrix === a b c d e f g <-- classified as 200 33 25 9 37 20 49 | a = chest 32 198 25 10 40 24 41 | b = forearm 34 29 170 39 38 29 33 | c = head 15 17 30 211 44 26 30 | d = shin 35 27 31 50 156 41 34 | e = thigh 45 27 37 37 33 153 40 | f = upperarm 53 30 27 18 33 43 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1207 46.2807 % Incorrectly Classified Instances 1401 53.7193 % Kappa statistic 0.3733 Mean absolute error 0.1589 Root mean squared error 0.3712 Relative absolute error 64.8798 % Root relative squared error 106.0815 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.434 0.091 0.444 0.434 0.439 0.699 chest 0.52 0.09 0.49 0.52 0.505 0.733 forearm 0.505 0.091 0.48 0.505 0.492 0.716 head 0.534 0.066 0.573 0.534 0.553 0.759 shin 0.38 0.098 0.392 0.38 0.386 0.654 thigh 0.395 0.099 0.398 0.395 0.397 0.652 upperarm 0.472 0.091 0.464 0.472 0.468 0.723 waist Weighted Avg. 0.463 0.09 0.463 0.463 0.463 0.705 === Confusion Matrix === a b c d e f g <-- classified as 162 43 41 20 40 27 40 | a = chest 46 193 17 14 33 30 38 | b = forearm 28 30 188 21 31 44 30 | c = head 16 14 31 199 48 42 23 | d = shin 45 32 42 39 142 42 32 | e = thigh 29 43 38 34 41 147 40 | f = upperarm 39 39 35 20 27 37 176 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1193 45.7263 % Incorrectly Classified Instances 1416 54.2737 % Kappa statistic 0.3668 Mean absolute error 0.1592 Root mean squared error 0.3729 Relative absolute error 64.9921 % Root relative squared error 106.579 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.559 0.105 0.468 0.559 0.51 0.759 chest 0.477 0.082 0.492 0.477 0.484 0.715 forearm 0.446 0.094 0.44 0.446 0.443 0.69 head 0.517 0.079 0.522 0.517 0.52 0.742 shin 0.345 0.09 0.39 0.345 0.366 0.655 thigh 0.386 0.093 0.408 0.386 0.397 0.667 upperarm 0.471 0.089 0.471 0.471 0.471 0.711 waist Weighted Avg. 0.457 0.09 0.456 0.457 0.456 0.705 === Confusion Matrix === a b c d e f g <-- classified as 208 30 30 11 35 23 35 | a = chest 42 177 29 18 29 24 52 | b = forearm 31 37 166 32 27 49 30 | c = head 20 14 39 193 48 38 21 | d = shin 51 35 44 49 129 40 26 | e = thigh 34 30 46 43 42 144 34 | f = upperarm 58 37 23 24 21 35 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1250 47.9111 % Incorrectly Classified Instances 1359 52.0889 % Kappa statistic 0.3923 Mean absolute error 0.1526 Root mean squared error 0.3647 Relative absolute error 62.3043 % Root relative squared error 104.2113 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.497 0.095 0.465 0.497 0.481 0.721 chest 0.561 0.086 0.52 0.561 0.54 0.764 forearm 0.468 0.096 0.448 0.468 0.458 0.718 head 0.536 0.078 0.533 0.536 0.535 0.757 shin 0.428 0.089 0.447 0.428 0.437 0.687 thigh 0.416 0.085 0.449 0.416 0.432 0.681 upperarm 0.449 0.079 0.487 0.449 0.467 0.707 waist Weighted Avg. 0.479 0.087 0.479 0.479 0.478 0.719 === Confusion Matrix === a b c d e f g <-- classified as 185 45 29 6 27 37 43 | a = chest 38 208 31 17 24 20 33 | b = forearm 37 25 174 39 33 36 28 | c = head 15 16 35 200 49 37 21 | d = shin 42 24 39 56 160 34 19 | e = thigh 38 30 47 34 36 155 33 | f = upperarm 43 52 33 23 29 26 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1219 46.7229 % Incorrectly Classified Instances 1390 53.2771 % Kappa statistic 0.3784 Mean absolute error 0.1555 Root mean squared error 0.3694 Relative absolute error 63.5077 % Root relative squared error 105.5595 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.095 0.463 0.495 0.479 0.71 chest 0.555 0.095 0.492 0.555 0.522 0.754 forearm 0.425 0.082 0.462 0.425 0.443 0.688 head 0.572 0.073 0.568 0.572 0.57 0.778 shin 0.377 0.089 0.416 0.377 0.396 0.662 thigh 0.389 0.094 0.408 0.389 0.398 0.677 upperarm 0.458 0.093 0.45 0.458 0.454 0.704 waist Weighted Avg. 0.467 0.089 0.466 0.467 0.466 0.71 === Confusion Matrix === a b c d e f g <-- classified as 184 40 23 14 35 31 45 | a = chest 36 206 30 12 19 29 39 | b = forearm 33 28 158 36 38 49 30 | c = head 13 18 25 214 55 29 20 | d = shin 37 43 38 40 141 38 37 | e = thigh 42 38 39 36 35 145 38 | f = upperarm 52 46 29 25 16 34 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1211 46.4163 % Incorrectly Classified Instances 1398 53.5837 % Kappa statistic 0.3749 Mean absolute error 0.1554 Root mean squared error 0.3695 Relative absolute error 63.4495 % Root relative squared error 105.5879 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.507 0.09 0.485 0.507 0.495 0.726 chest 0.544 0.088 0.505 0.544 0.524 0.747 forearm 0.445 0.102 0.421 0.445 0.433 0.704 head 0.555 0.075 0.553 0.555 0.554 0.763 shin 0.356 0.099 0.376 0.356 0.365 0.654 thigh 0.382 0.095 0.401 0.382 0.391 0.668 upperarm 0.461 0.076 0.501 0.461 0.48 0.728 waist Weighted Avg. 0.464 0.089 0.463 0.464 0.463 0.713 === Confusion Matrix === a b c d e f g <-- classified as 189 35 35 17 39 29 29 | a = chest 37 202 31 17 29 25 30 | b = forearm 29 30 166 35 34 47 32 | c = head 15 15 37 207 42 38 19 | d = shin 43 46 38 45 133 41 28 | e = thigh 34 39 48 31 45 142 33 | f = upperarm 43 33 39 22 32 32 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1169 44.8236 % Incorrectly Classified Instances 1439 55.1764 % Kappa statistic 0.3563 Mean absolute error 0.1598 Root mean squared error 0.3729 Relative absolute error 65.2361 % Root relative squared error 106.5669 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.477 0.112 0.416 0.477 0.444 0.705 chest 0.508 0.089 0.486 0.508 0.497 0.736 forearm 0.424 0.087 0.449 0.424 0.436 0.704 head 0.483 0.069 0.537 0.483 0.508 0.749 shin 0.414 0.11 0.388 0.414 0.401 0.686 thigh 0.36 0.093 0.393 0.36 0.376 0.649 upperarm 0.472 0.085 0.482 0.472 0.477 0.729 waist Weighted Avg. 0.448 0.092 0.45 0.448 0.448 0.708 === Confusion Matrix === a b c d e f g <-- classified as 178 45 24 13 39 40 34 | a = chest 41 188 24 17 30 34 36 | b = forearm 47 36 158 29 35 33 35 | c = head 21 25 30 180 64 27 26 | d = shin 40 36 33 43 155 41 26 | e = thigh 53 28 53 28 44 134 32 | f = upperarm 48 29 30 25 33 32 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1246 47.7761 % Incorrectly Classified Instances 1362 52.2239 % Kappa statistic 0.3907 Mean absolute error 0.1529 Root mean squared error 0.365 Relative absolute error 62.4226 % Root relative squared error 104.3216 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.088 0.503 0.534 0.518 0.733 chest 0.573 0.09 0.512 0.573 0.541 0.764 forearm 0.477 0.1 0.443 0.477 0.459 0.704 head 0.56 0.072 0.563 0.56 0.562 0.772 shin 0.382 0.098 0.395 0.382 0.389 0.665 thigh 0.376 0.086 0.42 0.376 0.397 0.667 upperarm 0.442 0.074 0.5 0.442 0.469 0.716 waist Weighted Avg. 0.478 0.087 0.477 0.478 0.476 0.717 === Confusion Matrix === a b c d e f g <-- classified as 199 41 31 9 38 24 31 | a = chest 37 212 21 9 32 28 31 | b = forearm 42 34 178 23 34 40 22 | c = head 16 21 38 209 46 23 20 | d = shin 29 30 41 59 143 43 29 | e = thigh 36 31 48 40 45 140 32 | f = upperarm 37 45 45 22 24 35 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1215 46.5874 % Incorrectly Classified Instances 1393 53.4126 % Kappa statistic 0.3768 Mean absolute error 0.156 Root mean squared error 0.3698 Relative absolute error 63.7051 % Root relative squared error 105.6926 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.491 0.089 0.478 0.491 0.484 0.72 chest 0.543 0.076 0.543 0.543 0.543 0.752 forearm 0.475 0.093 0.46 0.475 0.467 0.708 head 0.534 0.071 0.557 0.534 0.545 0.769 shin 0.417 0.106 0.397 0.417 0.407 0.68 thigh 0.382 0.091 0.41 0.382 0.396 0.667 upperarm 0.421 0.097 0.42 0.421 0.42 0.683 waist Weighted Avg. 0.466 0.089 0.466 0.466 0.466 0.711 === Confusion Matrix === a b c d e f g <-- classified as 183 37 26 10 39 28 50 | a = chest 32 201 36 11 25 28 37 | b = forearm 27 16 177 33 43 48 29 | c = head 12 25 36 199 53 23 25 | d = shin 29 29 36 49 156 41 34 | e = thigh 44 23 42 28 51 142 42 | f = upperarm 56 39 32 27 26 36 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1193 45.7439 % Incorrectly Classified Instances 1415 54.2561 % Kappa statistic 0.367 Mean absolute error 0.1595 Root mean squared error 0.3742 Relative absolute error 65.1146 % Root relative squared error 106.9341 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.099 0.462 0.512 0.486 0.725 chest 0.492 0.091 0.473 0.492 0.482 0.728 forearm 0.432 0.092 0.44 0.432 0.436 0.679 head 0.555 0.079 0.539 0.555 0.547 0.765 shin 0.382 0.094 0.404 0.382 0.393 0.667 thigh 0.425 0.094 0.428 0.425 0.426 0.693 upperarm 0.405 0.083 0.448 0.405 0.425 0.681 waist Weighted Avg. 0.457 0.09 0.456 0.457 0.456 0.705 === Confusion Matrix === a b c d e f g <-- classified as 191 38 26 13 37 30 38 | a = chest 37 182 29 22 31 31 38 | b = forearm 46 35 161 34 30 48 19 | c = head 14 16 39 207 43 25 29 | d = shin 41 39 34 52 143 41 24 | e = thigh 30 35 38 29 44 158 38 | f = upperarm 54 40 39 27 26 36 151 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1182 45.3221 % Incorrectly Classified Instances 1426 54.6779 % Kappa statistic 0.3621 Mean absolute error 0.1584 Root mean squared error 0.3722 Relative absolute error 64.6954 % Root relative squared error 106.3616 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.09 0.445 0.432 0.438 0.704 chest 0.505 0.08 0.51 0.505 0.507 0.74 forearm 0.477 0.105 0.432 0.477 0.454 0.71 head 0.547 0.07 0.567 0.547 0.557 0.763 shin 0.417 0.103 0.405 0.417 0.411 0.685 thigh 0.36 0.097 0.383 0.36 0.371 0.667 upperarm 0.434 0.094 0.435 0.434 0.435 0.71 waist Weighted Avg. 0.453 0.091 0.454 0.453 0.453 0.711 === Confusion Matrix === a b c d e f g <-- classified as 161 36 37 12 37 50 40 | a = chest 30 187 37 13 28 30 45 | b = forearm 30 24 178 29 31 43 38 | c = head 12 13 41 204 49 36 18 | d = shin 42 36 39 45 156 23 33 | e = thigh 39 35 46 33 49 134 36 | f = upperarm 48 36 34 24 35 34 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1229 47.1242 % Incorrectly Classified Instances 1379 52.8758 % Kappa statistic 0.3831 Mean absolute error 0.1545 Root mean squared error 0.3658 Relative absolute error 63.092 % Root relative squared error 104.5428 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.543 0.09 0.5 0.543 0.521 0.745 chest 0.485 0.083 0.492 0.485 0.488 0.741 forearm 0.465 0.103 0.429 0.465 0.446 0.7 head 0.568 0.072 0.568 0.568 0.568 0.776 shin 0.388 0.101 0.392 0.388 0.39 0.664 thigh 0.394 0.099 0.398 0.394 0.396 0.667 upperarm 0.456 0.068 0.526 0.456 0.489 0.726 waist Weighted Avg. 0.471 0.088 0.472 0.471 0.471 0.717 === Confusion Matrix === a b c d e f g <-- classified as 202 35 37 5 32 35 26 | a = chest 34 180 24 14 39 39 41 | b = forearm 32 27 173 45 39 34 22 | c = head 10 17 44 212 46 28 16 | d = shin 44 31 43 43 145 53 15 | e = thigh 33 35 49 29 47 147 33 | f = upperarm 49 41 33 25 22 33 170 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1209 46.3396 % Incorrectly Classified Instances 1400 53.6604 % Kappa statistic 0.374 Mean absolute error 0.1564 Root mean squared error 0.369 Relative absolute error 63.8681 % Root relative squared error 105.4608 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.483 0.102 0.44 0.483 0.46 0.715 chest 0.476 0.093 0.458 0.476 0.467 0.705 forearm 0.507 0.094 0.473 0.507 0.489 0.728 head 0.555 0.072 0.561 0.555 0.558 0.767 shin 0.385 0.093 0.41 0.385 0.397 0.683 thigh 0.37 0.083 0.426 0.37 0.396 0.659 upperarm 0.469 0.088 0.47 0.469 0.47 0.72 waist Weighted Avg. 0.463 0.089 0.463 0.463 0.462 0.711 === Confusion Matrix === a b c d e f g <-- classified as 180 40 34 15 31 26 47 | a = chest 51 176 27 18 37 21 40 | b = forearm 35 35 189 20 30 37 27 | c = head 12 22 32 207 40 30 30 | d = shin 41 37 47 47 144 36 22 | e = thigh 42 35 44 37 46 138 31 | f = upperarm 48 39 27 25 23 36 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1213 46.4929 % Incorrectly Classified Instances 1396 53.5071 % Kappa statistic 0.3758 Mean absolute error 0.1565 Root mean squared error 0.3695 Relative absolute error 63.8849 % Root relative squared error 105.6052 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.09 0.486 0.512 0.499 0.74 chest 0.519 0.079 0.522 0.519 0.52 0.741 forearm 0.448 0.099 0.429 0.448 0.438 0.695 head 0.501 0.074 0.53 0.501 0.515 0.748 shin 0.401 0.093 0.419 0.401 0.41 0.684 thigh 0.386 0.098 0.396 0.386 0.391 0.66 upperarm 0.488 0.09 0.474 0.488 0.481 0.716 waist Weighted Avg. 0.465 0.089 0.465 0.465 0.465 0.712 === Confusion Matrix === a b c d e f g <-- classified as 191 34 35 14 30 34 35 | a = chest 32 192 29 14 31 31 41 | b = forearm 43 21 167 35 23 42 42 | c = head 12 15 39 187 60 34 26 | d = shin 39 30 47 46 150 40 22 | e = thigh 41 36 41 39 36 144 36 | f = upperarm 35 40 31 18 28 39 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1239 47.4895 % Incorrectly Classified Instances 1370 52.5105 % Kappa statistic 0.3874 Mean absolute error 0.1534 Root mean squared error 0.3653 Relative absolute error 62.6223 % Root relative squared error 104.4071 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.546 0.095 0.488 0.546 0.515 0.743 chest 0.542 0.091 0.496 0.542 0.518 0.746 forearm 0.458 0.086 0.471 0.458 0.465 0.706 head 0.523 0.081 0.517 0.523 0.52 0.75 shin 0.374 0.088 0.417 0.374 0.394 0.671 thigh 0.402 0.092 0.421 0.402 0.412 0.67 upperarm 0.48 0.079 0.503 0.48 0.491 0.727 waist Weighted Avg. 0.475 0.088 0.473 0.475 0.473 0.716 === Confusion Matrix === a b c d e f g <-- classified as 203 44 26 8 23 34 34 | a = chest 39 201 27 26 21 22 35 | b = forearm 41 28 171 37 35 36 25 | c = head 11 28 37 195 55 32 15 | d = shin 44 28 27 55 140 51 29 | e = thigh 42 30 38 38 36 150 39 | f = upperarm 36 46 37 18 26 31 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1187 45.4964 % Incorrectly Classified Instances 1422 54.5036 % Kappa statistic 0.3641 Mean absolute error 0.1587 Root mean squared error 0.3728 Relative absolute error 64.8066 % Root relative squared error 106.5409 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.487 0.088 0.479 0.487 0.483 0.724 chest 0.528 0.093 0.484 0.528 0.505 0.742 forearm 0.461 0.095 0.448 0.461 0.454 0.701 head 0.495 0.073 0.532 0.495 0.512 0.722 shin 0.406 0.11 0.383 0.406 0.394 0.679 thigh 0.392 0.091 0.417 0.392 0.404 0.663 upperarm 0.416 0.086 0.447 0.416 0.431 0.7 waist Weighted Avg. 0.455 0.091 0.456 0.455 0.455 0.704 === Confusion Matrix === a b c d e f g <-- classified as 181 32 34 12 38 37 38 | a = chest 27 196 28 19 40 20 41 | b = forearm 28 31 172 40 34 38 30 | c = head 15 25 38 185 58 37 16 | d = shin 39 36 40 36 152 42 29 | e = thigh 32 38 37 35 46 146 38 | f = upperarm 56 47 35 21 29 30 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1193 45.7439 % Incorrectly Classified Instances 1415 54.2561 % Kappa statistic 0.367 Mean absolute error 0.1591 Root mean squared error 0.3737 Relative absolute error 64.9605 % Root relative squared error 106.7807 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.53 0.104 0.458 0.53 0.491 0.73 chest 0.472 0.093 0.456 0.472 0.464 0.716 forearm 0.45 0.098 0.435 0.45 0.443 0.684 head 0.539 0.068 0.568 0.539 0.553 0.757 shin 0.406 0.098 0.41 0.406 0.408 0.656 thigh 0.363 0.095 0.388 0.363 0.375 0.657 upperarm 0.442 0.076 0.493 0.442 0.466 0.72 waist Weighted Avg. 0.457 0.09 0.458 0.457 0.457 0.703 === Confusion Matrix === a b c d e f g <-- classified as 197 32 38 10 32 30 33 | a = chest 45 175 33 16 32 32 38 | b = forearm 32 38 168 43 32 38 22 | c = head 13 17 36 201 47 36 23 | d = shin 46 44 34 39 152 41 18 | e = thigh 54 32 44 17 54 135 36 | f = upperarm 43 46 33 28 22 36 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1201 46.0506 % Incorrectly Classified Instances 1407 53.9494 % Kappa statistic 0.3706 Mean absolute error 0.1564 Root mean squared error 0.3683 Relative absolute error 63.8469 % Root relative squared error 105.2644 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.46 0.095 0.445 0.46 0.452 0.711 chest 0.531 0.088 0.501 0.531 0.516 0.734 forearm 0.402 0.089 0.43 0.402 0.416 0.683 head 0.534 0.07 0.561 0.534 0.547 0.786 shin 0.46 0.099 0.437 0.46 0.448 0.712 thigh 0.417 0.105 0.397 0.417 0.407 0.687 upperarm 0.421 0.083 0.458 0.421 0.439 0.708 waist Weighted Avg. 0.461 0.09 0.461 0.461 0.46 0.717 === Confusion Matrix === a b c d e f g <-- classified as 171 50 27 17 28 35 44 | a = chest 28 197 32 13 27 36 38 | b = forearm 46 34 150 34 26 53 30 | c = head 15 7 34 199 56 36 26 | d = shin 45 21 30 42 172 44 20 | e = thigh 38 34 39 25 53 155 28 | f = upperarm 41 50 37 25 32 31 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1200 46.0123 % Incorrectly Classified Instances 1408 53.9877 % Kappa statistic 0.3701 Mean absolute error 0.1566 Root mean squared error 0.3694 Relative absolute error 63.9293 % Root relative squared error 105.5723 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.085 0.472 0.453 0.462 0.714 chest 0.528 0.071 0.554 0.528 0.541 0.758 forearm 0.478 0.094 0.459 0.478 0.468 0.705 head 0.536 0.081 0.525 0.536 0.531 0.763 shin 0.42 0.106 0.398 0.42 0.409 0.67 thigh 0.374 0.111 0.359 0.374 0.366 0.674 upperarm 0.432 0.083 0.465 0.432 0.448 0.708 waist Weighted Avg. 0.46 0.09 0.462 0.46 0.461 0.713 === Confusion Matrix === a b c d e f g <-- classified as 169 36 26 11 45 44 42 | a = chest 36 196 31 16 27 25 40 | b = forearm 29 25 178 36 45 36 23 | c = head 16 17 31 200 50 37 22 | d = shin 35 24 37 49 157 49 23 | e = thigh 35 28 56 37 42 139 35 | f = upperarm 38 28 29 32 28 57 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1242 47.6227 % Incorrectly Classified Instances 1366 52.3773 % Kappa statistic 0.3889 Mean absolute error 0.154 Root mean squared error 0.3674 Relative absolute error 62.8943 % Root relative squared error 105.0006 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.531 0.081 0.524 0.531 0.527 0.743 chest 0.5 0.085 0.492 0.5 0.496 0.728 forearm 0.454 0.095 0.444 0.454 0.449 0.704 head 0.531 0.064 0.579 0.531 0.554 0.762 shin 0.417 0.093 0.43 0.417 0.423 0.662 thigh 0.446 0.101 0.425 0.446 0.435 0.69 upperarm 0.455 0.093 0.451 0.455 0.453 0.702 waist Weighted Avg. 0.476 0.087 0.478 0.476 0.477 0.713 === Confusion Matrix === a b c d e f g <-- classified as 198 34 27 10 34 34 36 | a = chest 37 185 25 15 33 38 37 | b = forearm 29 28 169 32 35 43 36 | c = head 9 19 43 198 48 32 24 | d = shin 27 34 39 38 156 43 37 | e = thigh 34 32 43 28 32 166 37 | f = upperarm 44 44 35 21 25 35 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1169 44.8236 % Incorrectly Classified Instances 1439 55.1764 % Kappa statistic 0.3563 Mean absolute error 0.1608 Root mean squared error 0.3755 Relative absolute error 65.6567 % Root relative squared error 107.3199 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.501 0.1 0.456 0.501 0.478 0.716 chest 0.519 0.094 0.476 0.519 0.497 0.731 forearm 0.457 0.093 0.449 0.457 0.453 0.696 head 0.536 0.07 0.56 0.536 0.548 0.763 shin 0.401 0.109 0.382 0.401 0.391 0.673 thigh 0.347 0.1 0.365 0.347 0.356 0.644 upperarm 0.377 0.077 0.45 0.377 0.41 0.681 waist Weighted Avg. 0.448 0.092 0.448 0.448 0.447 0.7 === Confusion Matrix === a b c d e f g <-- classified as 187 36 18 12 42 43 35 | a = chest 40 192 34 13 31 22 38 | b = forearm 34 35 170 34 36 38 25 | c = head 9 20 37 200 58 32 17 | d = shin 41 38 26 44 150 47 28 | e = thigh 52 39 49 32 42 129 29 | f = upperarm 47 43 45 22 34 42 141 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1192 45.7055 % Incorrectly Classified Instances 1416 54.2945 % Kappa statistic 0.3666 Mean absolute error 0.1573 Root mean squared error 0.3717 Relative absolute error 64.2113 % Root relative squared error 106.2149 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.456 0.098 0.438 0.456 0.447 0.703 chest 0.524 0.089 0.494 0.524 0.509 0.74 forearm 0.409 0.087 0.438 0.409 0.423 0.699 head 0.528 0.078 0.531 0.528 0.53 0.775 shin 0.404 0.109 0.383 0.404 0.393 0.663 thigh 0.424 0.1 0.415 0.424 0.419 0.677 upperarm 0.456 0.073 0.509 0.456 0.481 0.727 waist Weighted Avg. 0.457 0.091 0.458 0.457 0.457 0.712 === Confusion Matrix === a b c d e f g <-- classified as 170 42 29 12 50 38 32 | a = chest 46 194 33 15 27 29 26 | b = forearm 45 27 152 31 36 48 33 | c = head 10 17 32 197 66 33 18 | d = shin 35 36 30 53 151 37 32 | e = thigh 33 38 37 40 44 158 23 | f = upperarm 49 39 34 23 20 38 170 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1203 46.1096 % Incorrectly Classified Instances 1406 53.8904 % Kappa statistic 0.3713 Mean absolute error 0.1568 Root mean squared error 0.3703 Relative absolute error 64.0222 % Root relative squared error 105.8114 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.504 0.092 0.478 0.504 0.491 0.728 chest 0.536 0.085 0.512 0.536 0.524 0.749 forearm 0.461 0.093 0.453 0.461 0.457 0.71 head 0.576 0.077 0.554 0.576 0.565 0.763 shin 0.361 0.104 0.367 0.361 0.364 0.637 thigh 0.331 0.091 0.377 0.331 0.352 0.657 upperarm 0.458 0.087 0.468 0.458 0.463 0.717 waist Weighted Avg. 0.461 0.09 0.458 0.461 0.459 0.709 === Confusion Matrix === a b c d e f g <-- classified as 188 30 29 10 38 36 42 | a = chest 35 199 25 20 31 25 36 | b = forearm 35 28 172 28 39 39 32 | c = head 13 19 26 215 51 33 16 | d = shin 31 37 51 52 135 41 27 | e = thigh 37 43 46 37 45 123 41 | f = upperarm 54 33 31 26 29 29 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1236 47.3745 % Incorrectly Classified Instances 1373 52.6255 % Kappa statistic 0.386 Mean absolute error 0.1548 Root mean squared error 0.3666 Relative absolute error 63.2114 % Root relative squared error 104.7571 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.555 0.091 0.505 0.555 0.529 0.748 chest 0.472 0.083 0.485 0.472 0.478 0.707 forearm 0.476 0.091 0.466 0.476 0.471 0.713 head 0.512 0.078 0.523 0.512 0.518 0.747 shin 0.404 0.088 0.434 0.404 0.418 0.677 thigh 0.417 0.098 0.414 0.417 0.416 0.678 upperarm 0.481 0.085 0.485 0.481 0.483 0.723 waist Weighted Avg. 0.474 0.088 0.473 0.474 0.473 0.713 === Confusion Matrix === a b c d e f g <-- classified as 207 36 26 14 25 26 39 | a = chest 47 175 27 15 27 32 48 | b = forearm 26 29 177 32 24 48 36 | c = head 12 21 46 191 53 33 17 | d = shin 35 34 34 53 151 45 22 | e = thigh 39 32 38 37 42 155 29 | f = upperarm 44 34 32 23 26 35 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1217 46.6462 % Incorrectly Classified Instances 1392 53.3538 % Kappa statistic 0.3775 Mean absolute error 0.156 Root mean squared error 0.3694 Relative absolute error 63.6923 % Root relative squared error 105.5773 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.523 0.091 0.489 0.523 0.505 0.728 chest 0.485 0.083 0.493 0.485 0.489 0.73 forearm 0.473 0.09 0.466 0.473 0.469 0.704 head 0.568 0.085 0.529 0.568 0.548 0.766 shin 0.385 0.099 0.393 0.385 0.389 0.665 thigh 0.376 0.089 0.413 0.376 0.394 0.661 upperarm 0.455 0.085 0.471 0.455 0.463 0.711 waist Weighted Avg. 0.466 0.089 0.465 0.466 0.465 0.709 === Confusion Matrix === a b c d e f g <-- classified as 195 32 29 17 37 26 37 | a = chest 37 180 30 20 39 26 39 | b = forearm 37 22 176 37 38 35 27 | c = head 11 20 33 212 52 28 17 | d = shin 38 31 38 56 144 40 27 | e = thigh 37 33 48 32 38 140 44 | f = upperarm 44 47 24 27 18 44 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1221 46.7995 % Incorrectly Classified Instances 1388 53.2005 % Kappa statistic 0.3793 Mean absolute error 0.1562 Root mean squared error 0.3687 Relative absolute error 63.764 % Root relative squared error 105.3529 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.098 0.475 0.532 0.502 0.748 chest 0.493 0.082 0.499 0.493 0.496 0.737 forearm 0.446 0.087 0.461 0.446 0.454 0.682 head 0.527 0.072 0.552 0.527 0.539 0.762 shin 0.422 0.1 0.415 0.422 0.419 0.684 thigh 0.394 0.09 0.422 0.394 0.408 0.667 upperarm 0.461 0.093 0.454 0.461 0.457 0.711 waist Weighted Avg. 0.468 0.089 0.468 0.468 0.468 0.713 === Confusion Matrix === a b c d e f g <-- classified as 198 34 25 5 30 36 44 | a = chest 52 183 23 21 30 27 35 | b = forearm 25 33 166 32 34 50 32 | c = head 14 19 42 197 45 30 27 | d = shin 42 26 39 45 158 35 29 | e = thigh 29 28 39 40 50 147 40 | f = upperarm 57 44 26 17 34 23 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1211 46.434 % Incorrectly Classified Instances 1397 53.566 % Kappa statistic 0.3751 Mean absolute error 0.1556 Root mean squared error 0.3674 Relative absolute error 63.5343 % Root relative squared error 104.9993 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.503 0.084 0.499 0.503 0.501 0.733 chest 0.515 0.088 0.494 0.515 0.504 0.732 forearm 0.46 0.089 0.461 0.46 0.46 0.705 head 0.547 0.072 0.557 0.547 0.552 0.759 shin 0.393 0.101 0.394 0.393 0.394 0.685 thigh 0.367 0.106 0.365 0.367 0.366 0.659 upperarm 0.466 0.084 0.482 0.466 0.474 0.707 waist Weighted Avg. 0.464 0.089 0.465 0.464 0.464 0.711 === Confusion Matrix === a b c d e f g <-- classified as 187 35 36 8 34 41 31 | a = chest 33 191 23 13 34 39 38 | b = forearm 33 31 171 33 42 37 25 | c = head 19 18 32 204 43 38 19 | d = shin 43 38 33 55 147 36 22 | e = thigh 28 31 45 37 43 137 52 | f = upperarm 32 43 31 16 30 47 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1223 46.8942 % Incorrectly Classified Instances 1385 53.1058 % Kappa statistic 0.3804 Mean absolute error 0.1548 Root mean squared error 0.3682 Relative absolute error 63.2219 % Root relative squared error 105.2121 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.522 0.089 0.494 0.522 0.507 0.733 chest 0.527 0.08 0.523 0.527 0.525 0.752 forearm 0.429 0.085 0.458 0.429 0.443 0.69 head 0.55 0.073 0.557 0.55 0.553 0.762 shin 0.417 0.108 0.392 0.417 0.404 0.678 thigh 0.408 0.102 0.399 0.408 0.403 0.673 upperarm 0.432 0.083 0.465 0.432 0.448 0.711 waist Weighted Avg. 0.469 0.089 0.47 0.469 0.469 0.714 === Confusion Matrix === a b c d e f g <-- classified as 194 36 29 7 33 35 38 | a = chest 45 195 32 10 22 33 33 | b = forearm 33 22 160 39 43 48 28 | c = head 10 19 29 205 60 31 19 | d = shin 40 26 31 40 156 46 35 | e = thigh 40 26 40 35 48 152 32 | f = upperarm 31 49 28 32 36 36 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1243 47.661 % Incorrectly Classified Instances 1365 52.339 % Kappa statistic 0.3894 Mean absolute error 0.1525 Root mean squared error 0.3644 Relative absolute error 62.2809 % Root relative squared error 104.131 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.093 0.473 0.5 0.486 0.719 chest 0.538 0.091 0.495 0.538 0.516 0.742 forearm 0.509 0.09 0.486 0.509 0.497 0.731 head 0.544 0.058 0.61 0.544 0.575 0.77 shin 0.404 0.108 0.384 0.404 0.394 0.677 thigh 0.424 0.094 0.429 0.424 0.426 0.684 upperarm 0.418 0.077 0.476 0.418 0.445 0.708 waist Weighted Avg. 0.477 0.087 0.479 0.477 0.477 0.719 === Confusion Matrix === a b c d e f g <-- classified as 186 42 31 10 40 39 24 | a = chest 32 199 26 11 31 32 39 | b = forearm 29 30 190 20 41 37 26 | c = head 20 17 28 203 54 27 24 | d = shin 38 31 43 48 151 38 25 | e = thigh 32 41 41 23 44 158 34 | f = upperarm 56 42 32 18 32 37 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1182 45.3221 % Incorrectly Classified Instances 1426 54.6779 % Kappa statistic 0.3621 Mean absolute error 0.1594 Root mean squared error 0.3745 Relative absolute error 65.1001 % Root relative squared error 107.0326 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.491 0.089 0.479 0.491 0.485 0.724 chest 0.492 0.083 0.495 0.492 0.493 0.723 forearm 0.442 0.099 0.427 0.442 0.435 0.679 head 0.509 0.074 0.534 0.509 0.521 0.748 shin 0.409 0.107 0.391 0.409 0.4 0.672 thigh 0.384 0.103 0.382 0.384 0.383 0.66 upperarm 0.445 0.083 0.473 0.445 0.459 0.713 waist Weighted Avg. 0.453 0.091 0.454 0.453 0.454 0.703 === Confusion Matrix === a b c d e f g <-- classified as 183 39 40 15 33 36 27 | a = chest 41 182 32 16 28 37 34 | b = forearm 26 26 165 37 40 39 40 | c = head 12 20 36 190 50 33 32 | d = shin 43 30 33 44 153 49 22 | e = thigh 39 34 47 28 51 143 30 | f = upperarm 38 37 33 26 36 37 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1219 46.7408 % Incorrectly Classified Instances 1389 53.2592 % Kappa statistic 0.3787 Mean absolute error 0.1554 Root mean squared error 0.3678 Relative absolute error 63.4484 % Root relative squared error 105.1135 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.475 0.092 0.462 0.475 0.468 0.717 chest 0.535 0.092 0.491 0.535 0.512 0.747 forearm 0.472 0.094 0.456 0.472 0.464 0.721 head 0.544 0.067 0.577 0.544 0.56 0.768 shin 0.377 0.098 0.391 0.377 0.384 0.671 thigh 0.406 0.097 0.411 0.406 0.409 0.671 upperarm 0.464 0.082 0.486 0.464 0.475 0.725 waist Weighted Avg. 0.467 0.089 0.468 0.467 0.467 0.717 === Confusion Matrix === a b c d e f g <-- classified as 177 43 35 10 42 31 35 | a = chest 31 198 34 13 32 38 24 | b = forearm 31 25 176 35 34 37 35 | c = head 13 17 32 203 39 40 29 | d = shin 52 30 43 45 141 38 25 | e = thigh 49 35 38 21 43 151 35 | f = upperarm 30 55 28 25 30 32 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1227 47.0475 % Incorrectly Classified Instances 1381 52.9525 % Kappa statistic 0.3822 Mean absolute error 0.1548 Root mean squared error 0.3685 Relative absolute error 63.1952 % Root relative squared error 105.3087 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.105 0.424 0.461 0.442 0.683 chest 0.557 0.086 0.518 0.557 0.536 0.753 forearm 0.528 0.088 0.501 0.528 0.514 0.749 head 0.515 0.069 0.553 0.515 0.533 0.75 shin 0.433 0.1 0.42 0.433 0.426 0.697 thigh 0.392 0.088 0.427 0.392 0.409 0.677 upperarm 0.408 0.082 0.452 0.408 0.429 0.688 waist Weighted Avg. 0.47 0.088 0.471 0.47 0.47 0.714 === Confusion Matrix === a b c d e f g <-- classified as 172 42 33 10 41 35 40 | a = chest 42 206 24 10 27 28 33 | b = forearm 36 29 197 31 32 28 20 | c = head 13 25 35 192 54 30 24 | d = shin 35 35 34 46 162 41 21 | e = thigh 52 22 39 30 37 146 46 | f = upperarm 56 39 31 28 33 34 152 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1184 45.3814 % Incorrectly Classified Instances 1425 54.6186 % Kappa statistic 0.3628 Mean absolute error 0.1593 Root mean squared error 0.3742 Relative absolute error 65.0304 % Root relative squared error 106.9306 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.527 0.101 0.463 0.527 0.493 0.736 chest 0.528 0.09 0.492 0.528 0.51 0.739 forearm 0.45 0.106 0.416 0.45 0.432 0.698 head 0.48 0.063 0.561 0.48 0.517 0.729 shin 0.39 0.097 0.403 0.39 0.397 0.655 thigh 0.405 0.096 0.413 0.405 0.409 0.683 upperarm 0.397 0.085 0.439 0.397 0.417 0.681 waist Weighted Avg. 0.454 0.091 0.455 0.454 0.453 0.703 === Confusion Matrix === a b c d e f g <-- classified as 196 45 28 10 18 28 47 | a = chest 50 196 24 13 30 28 30 | b = forearm 43 31 168 23 32 49 27 | c = head 11 19 48 179 61 35 20 | d = shin 42 31 43 41 146 44 27 | e = thigh 38 29 49 27 41 151 38 | f = upperarm 43 47 44 26 34 31 148 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1230 47.1445 % Incorrectly Classified Instances 1379 52.8555 % Kappa statistic 0.3834 Mean absolute error 0.1536 Root mean squared error 0.3652 Relative absolute error 62.7337 % Root relative squared error 104.3566 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.516 0.086 0.5 0.516 0.508 0.734 chest 0.555 0.088 0.511 0.555 0.532 0.761 forearm 0.453 0.086 0.468 0.453 0.46 0.7 head 0.525 0.076 0.536 0.525 0.53 0.757 shin 0.393 0.101 0.395 0.393 0.394 0.666 thigh 0.434 0.092 0.441 0.434 0.438 0.692 upperarm 0.424 0.089 0.444 0.424 0.433 0.708 waist Weighted Avg. 0.471 0.088 0.471 0.471 0.471 0.717 === Confusion Matrix === a b c d e f g <-- classified as 192 33 23 15 36 25 48 | a = chest 45 206 28 11 18 27 36 | b = forearm 30 32 169 32 34 44 32 | c = head 19 18 27 196 63 33 17 | d = shin 32 41 34 50 147 35 35 | e = thigh 28 29 47 36 41 162 30 | f = upperarm 38 44 33 26 33 41 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1251 47.9494 % Incorrectly Classified Instances 1358 52.0506 % Kappa statistic 0.3927 Mean absolute error 0.1521 Root mean squared error 0.3644 Relative absolute error 62.0993 % Root relative squared error 104.1396 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.571 0.093 0.507 0.571 0.537 0.765 chest 0.531 0.076 0.535 0.531 0.533 0.749 forearm 0.432 0.091 0.441 0.432 0.436 0.68 head 0.566 0.074 0.561 0.566 0.563 0.773 shin 0.43 0.092 0.439 0.43 0.435 0.7 thigh 0.374 0.098 0.388 0.374 0.381 0.655 upperarm 0.453 0.083 0.476 0.453 0.464 0.714 waist Weighted Avg. 0.479 0.087 0.478 0.479 0.479 0.719 === Confusion Matrix === a b c d e f g <-- classified as 213 29 25 9 26 36 35 | a = chest 34 197 31 20 21 34 34 | b = forearm 43 29 161 32 31 46 31 | c = head 8 10 41 211 50 34 19 | d = shin 38 35 38 40 161 31 31 | e = thigh 38 34 44 31 50 139 36 | f = upperarm 46 34 25 33 28 38 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1173 44.9598 % Incorrectly Classified Instances 1436 55.0402 % Kappa statistic 0.3579 Mean absolute error 0.1606 Root mean squared error 0.3762 Relative absolute error 65.559 % Root relative squared error 107.4947 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.504 0.107 0.44 0.504 0.47 0.712 chest 0.48 0.082 0.492 0.48 0.486 0.737 forearm 0.456 0.093 0.449 0.456 0.452 0.7 head 0.534 0.084 0.514 0.534 0.524 0.752 shin 0.417 0.11 0.389 0.417 0.403 0.667 thigh 0.36 0.081 0.424 0.36 0.39 0.664 upperarm 0.397 0.085 0.439 0.397 0.417 0.687 waist Weighted Avg. 0.45 0.092 0.45 0.45 0.449 0.703 === Confusion Matrix === a b c d e f g <-- classified as 188 36 33 15 37 27 37 | a = chest 47 178 28 35 32 22 29 | b = forearm 29 30 170 30 44 45 25 | c = head 12 17 32 199 66 23 24 | d = shin 46 28 39 50 156 30 25 | e = thigh 37 32 43 40 37 134 49 | f = upperarm 68 41 34 18 29 35 148 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1223 46.8942 % Incorrectly Classified Instances 1385 53.1058 % Kappa statistic 0.3804 Mean absolute error 0.1556 Root mean squared error 0.3683 Relative absolute error 63.5531 % Root relative squared error 105.2444 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.085 0.465 0.445 0.455 0.703 chest 0.523 0.083 0.511 0.523 0.517 0.741 forearm 0.473 0.095 0.454 0.473 0.463 0.714 head 0.566 0.069 0.577 0.566 0.571 0.772 shin 0.452 0.099 0.433 0.452 0.442 0.706 thigh 0.382 0.097 0.397 0.382 0.389 0.658 upperarm 0.442 0.091 0.447 0.442 0.445 0.709 waist Weighted Avg. 0.469 0.089 0.469 0.469 0.469 0.715 === Confusion Matrix === a b c d e f g <-- classified as 166 35 34 13 42 37 46 | a = chest 39 194 26 16 24 32 40 | b = forearm 29 27 176 26 40 40 34 | c = head 13 15 30 211 43 34 27 | d = shin 30 26 35 43 169 39 32 | e = thigh 40 33 55 28 49 142 25 | f = upperarm 40 50 32 29 23 34 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1183 45.3604 % Incorrectly Classified Instances 1425 54.6396 % Kappa statistic 0.3625 Mean absolute error 0.1584 Root mean squared error 0.3731 Relative absolute error 64.6838 % Root relative squared error 106.6159 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.102 0.455 0.512 0.482 0.712 chest 0.497 0.084 0.493 0.497 0.495 0.727 forearm 0.406 0.09 0.428 0.406 0.417 0.684 head 0.566 0.08 0.541 0.566 0.553 0.774 shin 0.396 0.108 0.379 0.396 0.387 0.664 thigh 0.36 0.087 0.407 0.36 0.382 0.661 upperarm 0.439 0.085 0.465 0.439 0.451 0.714 waist Weighted Avg. 0.454 0.091 0.453 0.454 0.452 0.705 === Confusion Matrix === a b c d e f g <-- classified as 191 51 23 9 39 26 34 | a = chest 42 184 30 15 34 29 36 | b = forearm 40 25 151 36 41 43 36 | c = head 12 18 34 211 46 32 20 | d = shin 47 31 36 48 148 34 30 | e = thigh 37 35 45 39 49 134 33 | f = upperarm 51 29 34 32 33 31 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1209 46.3574 % Incorrectly Classified Instances 1399 53.6426 % Kappa statistic 0.3742 Mean absolute error 0.1562 Root mean squared error 0.3683 Relative absolute error 63.8008 % Root relative squared error 105.2374 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.507 0.091 0.482 0.507 0.494 0.729 chest 0.519 0.086 0.5 0.519 0.509 0.75 forearm 0.457 0.09 0.458 0.457 0.458 0.712 head 0.493 0.073 0.53 0.493 0.511 0.749 shin 0.417 0.103 0.403 0.417 0.41 0.679 thigh 0.387 0.099 0.395 0.387 0.391 0.663 upperarm 0.465 0.084 0.481 0.465 0.473 0.718 waist Weighted Avg. 0.464 0.089 0.464 0.464 0.464 0.714 === Confusion Matrix === a b c d e f g <-- classified as 189 36 34 12 34 28 40 | a = chest 36 192 27 13 24 39 39 | b = forearm 36 22 170 40 39 41 24 | c = head 16 22 38 184 52 37 24 | d = shin 38 32 35 51 156 37 25 | e = thigh 33 38 39 27 55 144 36 | f = upperarm 44 42 28 20 27 39 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1177 45.1304 % Incorrectly Classified Instances 1431 54.8696 % Kappa statistic 0.3599 Mean absolute error 0.1595 Root mean squared error 0.3735 Relative absolute error 65.1456 % Root relative squared error 106.7303 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.093 0.445 0.445 0.445 0.695 chest 0.511 0.095 0.471 0.511 0.49 0.72 forearm 0.414 0.08 0.464 0.414 0.437 0.687 head 0.553 0.079 0.539 0.553 0.546 0.776 shin 0.396 0.111 0.374 0.396 0.384 0.657 thigh 0.368 0.093 0.396 0.368 0.382 0.651 upperarm 0.472 0.089 0.468 0.472 0.47 0.712 waist Weighted Avg. 0.451 0.091 0.451 0.451 0.451 0.7 === Confusion Matrix === a b c d e f g <-- classified as 166 43 37 9 49 21 48 | a = chest 40 189 24 12 32 34 39 | b = forearm 38 29 154 30 50 45 26 | c = head 15 16 31 207 48 33 24 | d = shin 38 30 31 50 148 41 36 | e = thigh 34 47 34 51 42 137 27 | f = upperarm 42 47 21 25 27 35 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1225 46.9709 % Incorrectly Classified Instances 1383 53.0291 % Kappa statistic 0.3813 Mean absolute error 0.1558 Root mean squared error 0.37 Relative absolute error 63.6359 % Root relative squared error 105.7401 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.091 0.49 0.524 0.506 0.731 chest 0.503 0.091 0.478 0.503 0.49 0.724 forearm 0.475 0.091 0.465 0.475 0.469 0.707 head 0.574 0.071 0.574 0.574 0.574 0.775 shin 0.374 0.096 0.394 0.374 0.384 0.669 thigh 0.365 0.097 0.386 0.365 0.375 0.643 upperarm 0.475 0.082 0.492 0.475 0.483 0.715 waist Weighted Avg. 0.47 0.088 0.468 0.47 0.469 0.709 === Confusion Matrix === a b c d e f g <-- classified as 195 40 28 10 42 22 35 | a = chest 37 186 25 18 29 30 45 | b = forearm 31 31 177 35 37 37 25 | c = head 10 17 32 214 39 38 23 | d = shin 36 41 48 36 140 49 24 | e = thigh 48 45 39 29 45 136 31 | f = upperarm 41 29 32 31 23 40 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1178 45.1687 % Incorrectly Classified Instances 1430 54.8313 % Kappa statistic 0.3603 Mean absolute error 0.1601 Root mean squared error 0.3755 Relative absolute error 65.384 % Root relative squared error 107.3043 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.473 0.093 0.458 0.473 0.466 0.708 chest 0.524 0.088 0.496 0.524 0.51 0.739 forearm 0.418 0.085 0.451 0.418 0.434 0.68 head 0.552 0.094 0.496 0.552 0.523 0.753 shin 0.385 0.101 0.389 0.385 0.387 0.667 thigh 0.37 0.089 0.411 0.37 0.389 0.665 upperarm 0.44 0.09 0.448 0.44 0.444 0.702 waist Weighted Avg. 0.452 0.091 0.45 0.452 0.45 0.702 === Confusion Matrix === a b c d e f g <-- classified as 176 44 36 12 37 25 42 | a = chest 49 194 25 19 26 21 36 | b = forearm 31 27 156 37 41 49 32 | c = head 10 14 25 206 55 38 25 | d = shin 33 38 34 63 144 33 29 | e = thigh 35 25 41 49 47 138 38 | f = upperarm 50 49 29 29 20 32 164 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1208 46.3013 % Incorrectly Classified Instances 1401 53.6987 % Kappa statistic 0.3735 Mean absolute error 0.1578 Root mean squared error 0.3714 Relative absolute error 64.4346 % Root relative squared error 106.1401 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.517 0.09 0.49 0.517 0.503 0.734 chest 0.474 0.078 0.503 0.474 0.488 0.723 forearm 0.485 0.097 0.455 0.485 0.47 0.723 head 0.555 0.083 0.527 0.555 0.54 0.749 shin 0.374 0.092 0.405 0.374 0.389 0.668 thigh 0.401 0.098 0.404 0.401 0.402 0.657 upperarm 0.434 0.088 0.451 0.434 0.443 0.696 waist Weighted Avg. 0.463 0.09 0.462 0.463 0.462 0.707 === Confusion Matrix === a b c d e f g <-- classified as 193 38 24 14 29 38 37 | a = chest 45 176 34 20 28 30 38 | b = forearm 32 21 181 35 32 37 35 | c = head 9 10 41 207 47 30 29 | d = shin 43 28 42 47 140 44 30 | e = thigh 25 38 45 39 48 149 28 | f = upperarm 47 39 31 31 22 41 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1191 45.6497 % Incorrectly Classified Instances 1418 54.3503 % Kappa statistic 0.3659 Mean absolute error 0.1574 Root mean squared error 0.3701 Relative absolute error 64.2801 % Root relative squared error 105.7737 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.501 0.102 0.45 0.501 0.474 0.731 chest 0.555 0.081 0.532 0.555 0.544 0.763 forearm 0.441 0.098 0.428 0.441 0.434 0.687 head 0.527 0.07 0.556 0.527 0.541 0.775 shin 0.364 0.104 0.369 0.364 0.366 0.657 thigh 0.344 0.104 0.356 0.344 0.35 0.658 upperarm 0.464 0.075 0.509 0.464 0.485 0.734 waist Weighted Avg. 0.456 0.091 0.457 0.456 0.456 0.715 === Confusion Matrix === a b c d e f g <-- classified as 187 25 41 8 39 37 36 | a = chest 44 206 28 12 28 21 32 | b = forearm 45 22 164 39 34 45 23 | c = head 15 18 33 197 58 35 18 | d = shin 42 34 35 47 136 57 23 | e = thigh 42 43 49 28 47 128 35 | f = upperarm 41 39 33 23 27 37 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1171 44.8831 % Incorrectly Classified Instances 1438 55.1169 % Kappa statistic 0.357 Mean absolute error 0.1609 Root mean squared error 0.3758 Relative absolute error 65.6826 % Root relative squared error 107.3873 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.493 0.094 0.467 0.493 0.48 0.72 chest 0.509 0.084 0.501 0.509 0.505 0.732 forearm 0.468 0.093 0.455 0.468 0.462 0.706 head 0.52 0.084 0.508 0.52 0.514 0.75 shin 0.348 0.093 0.386 0.348 0.366 0.661 thigh 0.386 0.104 0.383 0.386 0.385 0.664 upperarm 0.418 0.092 0.432 0.418 0.425 0.687 waist Weighted Avg. 0.449 0.092 0.447 0.449 0.448 0.703 === Confusion Matrix === a b c d e f g <-- classified as 184 37 33 18 34 24 43 | a = chest 42 189 27 17 20 37 39 | b = forearm 29 33 174 46 23 39 28 | c = head 12 20 28 194 51 39 29 | d = shin 40 30 31 58 130 55 30 | e = thigh 45 28 44 34 42 144 36 | f = upperarm 42 40 45 15 37 38 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1215 46.5696 % Incorrectly Classified Instances 1394 53.4304 % Kappa statistic 0.3766 Mean absolute error 0.1563 Root mean squared error 0.3699 Relative absolute error 63.8317 % Root relative squared error 105.7046 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.52 0.092 0.485 0.52 0.502 0.737 chest 0.48 0.084 0.486 0.48 0.483 0.724 forearm 0.457 0.09 0.458 0.457 0.458 0.697 head 0.531 0.079 0.528 0.531 0.529 0.758 shin 0.39 0.097 0.403 0.39 0.397 0.677 thigh 0.418 0.099 0.414 0.418 0.416 0.669 upperarm 0.464 0.083 0.483 0.464 0.473 0.73 waist Weighted Avg. 0.466 0.089 0.465 0.466 0.465 0.713 === Confusion Matrix === a b c d e f g <-- classified as 194 36 34 6 32 34 37 | a = chest 47 178 22 16 34 36 38 | b = forearm 39 28 170 35 32 46 22 | c = head 16 16 31 198 50 32 30 | d = shin 32 41 37 48 146 48 22 | e = thigh 31 26 47 37 40 156 36 | f = upperarm 41 41 30 35 28 25 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1208 46.319 % Incorrectly Classified Instances 1400 53.681 % Kappa statistic 0.3737 Mean absolute error 0.1563 Root mean squared error 0.37 Relative absolute error 63.823 % Root relative squared error 105.7359 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.096 0.453 0.476 0.464 0.708 chest 0.536 0.086 0.509 0.536 0.522 0.737 forearm 0.484 0.103 0.438 0.484 0.46 0.703 head 0.517 0.066 0.566 0.517 0.541 0.76 shin 0.396 0.101 0.397 0.396 0.396 0.657 thigh 0.41 0.098 0.41 0.41 0.41 0.672 upperarm 0.424 0.076 0.482 0.424 0.451 0.697 waist Weighted Avg. 0.463 0.089 0.465 0.463 0.463 0.705 === Confusion Matrix === a b c d e f g <-- classified as 177 45 28 7 37 32 46 | a = chest 37 199 37 15 35 29 19 | b = forearm 32 24 180 26 29 40 41 | c = head 12 19 45 193 50 35 19 | d = shin 43 39 42 46 148 45 11 | e = thigh 35 21 48 34 48 153 34 | f = upperarm 55 44 31 20 26 39 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1214 46.5491 % Incorrectly Classified Instances 1394 53.4509 % Kappa statistic 0.3764 Mean absolute error 0.156 Root mean squared error 0.3696 Relative absolute error 63.6821 % Root relative squared error 105.619 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.091 0.469 0.484 0.476 0.725 chest 0.519 0.071 0.545 0.519 0.532 0.736 forearm 0.464 0.103 0.429 0.464 0.446 0.7 head 0.56 0.077 0.549 0.56 0.554 0.772 shin 0.385 0.108 0.374 0.385 0.379 0.666 thigh 0.383 0.087 0.423 0.383 0.402 0.673 upperarm 0.464 0.086 0.474 0.464 0.469 0.715 waist Weighted Avg. 0.465 0.089 0.466 0.465 0.465 0.712 === Confusion Matrix === a b c d e f g <-- classified as 180 38 38 9 37 33 37 | a = chest 36 192 25 20 34 23 40 | b = forearm 36 28 173 31 41 33 31 | c = head 16 18 34 209 49 24 23 | d = shin 43 28 45 46 144 44 24 | e = thigh 30 18 57 42 46 143 37 | f = upperarm 43 30 31 24 34 38 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1212 46.4724 % Incorrectly Classified Instances 1396 53.5276 % Kappa statistic 0.3755 Mean absolute error 0.1566 Root mean squared error 0.37 Relative absolute error 63.94 % Root relative squared error 105.7332 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.081 0.5 0.484 0.492 0.717 chest 0.527 0.086 0.504 0.527 0.515 0.739 forearm 0.456 0.102 0.428 0.456 0.442 0.694 head 0.555 0.07 0.57 0.555 0.563 0.781 shin 0.34 0.098 0.366 0.34 0.352 0.636 thigh 0.406 0.103 0.396 0.406 0.401 0.652 upperarm 0.487 0.085 0.488 0.487 0.487 0.736 waist Weighted Avg. 0.465 0.089 0.465 0.465 0.464 0.708 === Confusion Matrix === a b c d e f g <-- classified as 180 32 40 8 40 31 41 | a = chest 31 195 30 15 35 34 30 | b = forearm 30 29 170 30 35 49 30 | c = head 11 13 33 207 43 34 32 | d = shin 43 37 51 44 127 43 29 | e = thigh 36 40 45 31 40 151 29 | f = upperarm 29 41 28 28 27 39 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1216 46.6258 % Incorrectly Classified Instances 1392 53.3742 % Kappa statistic 0.3773 Mean absolute error 0.1564 Root mean squared error 0.3688 Relative absolute error 63.8796 % Root relative squared error 105.3978 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.097 0.467 0.513 0.489 0.734 chest 0.481 0.083 0.49 0.481 0.486 0.736 forearm 0.426 0.086 0.453 0.426 0.439 0.696 head 0.536 0.081 0.525 0.536 0.531 0.752 shin 0.42 0.103 0.406 0.42 0.413 0.659 thigh 0.409 0.094 0.419 0.409 0.414 0.685 upperarm 0.479 0.078 0.506 0.479 0.492 0.724 waist Weighted Avg. 0.466 0.089 0.466 0.466 0.466 0.712 === Confusion Matrix === a b c d e f g <-- classified as 191 34 21 18 36 32 40 | a = chest 54 178 28 17 36 26 31 | b = forearm 36 29 159 31 44 51 23 | c = head 8 16 40 200 40 43 26 | d = shin 48 28 35 49 157 34 23 | e = thigh 33 33 44 34 44 152 32 | f = upperarm 39 45 24 32 30 25 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1229 47.1242 % Incorrectly Classified Instances 1379 52.8758 % Kappa statistic 0.3831 Mean absolute error 0.1542 Root mean squared error 0.3657 Relative absolute error 62.9628 % Root relative squared error 104.5218 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.515 0.09 0.489 0.515 0.501 0.744 chest 0.527 0.082 0.516 0.527 0.521 0.76 forearm 0.515 0.088 0.494 0.515 0.504 0.737 head 0.534 0.074 0.547 0.534 0.54 0.762 shin 0.382 0.085 0.428 0.382 0.404 0.678 thigh 0.374 0.106 0.371 0.374 0.372 0.667 upperarm 0.453 0.092 0.451 0.453 0.452 0.705 waist Weighted Avg. 0.471 0.088 0.471 0.471 0.471 0.722 === Confusion Matrix === a b c d e f g <-- classified as 192 24 31 12 23 44 47 | a = chest 38 195 30 11 25 38 33 | b = forearm 31 27 192 31 27 33 32 | c = head 12 17 35 199 42 36 32 | d = shin 30 37 35 47 143 51 31 | e = thigh 40 39 40 36 47 139 31 | f = upperarm 50 39 26 28 27 34 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1250 47.9294 % Incorrectly Classified Instances 1358 52.0706 % Kappa statistic 0.3925 Mean absolute error 0.1527 Root mean squared error 0.3658 Relative absolute error 62.3473 % Root relative squared error 104.5399 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.531 0.091 0.493 0.531 0.511 0.754 chest 0.565 0.086 0.52 0.565 0.541 0.754 forearm 0.445 0.087 0.461 0.445 0.453 0.701 head 0.566 0.078 0.547 0.566 0.556 0.764 shin 0.406 0.094 0.421 0.406 0.414 0.679 thigh 0.398 0.089 0.427 0.398 0.412 0.668 upperarm 0.445 0.082 0.474 0.445 0.459 0.719 waist Weighted Avg. 0.479 0.087 0.477 0.479 0.478 0.72 === Confusion Matrix === a b c d e f g <-- classified as 198 30 30 17 28 38 32 | a = chest 28 209 22 20 28 22 41 | b = forearm 33 23 166 37 36 48 30 | c = head 13 19 43 211 53 18 16 | d = shin 36 33 37 42 152 45 29 | e = thigh 40 41 42 33 32 148 36 | f = upperarm 54 47 20 26 32 28 166 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1191 45.6497 % Incorrectly Classified Instances 1418 54.3503 % Kappa statistic 0.3659 Mean absolute error 0.159 Root mean squared error 0.3727 Relative absolute error 64.9267 % Root relative squared error 106.517 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.099 0.438 0.464 0.451 0.703 chest 0.526 0.092 0.485 0.526 0.505 0.735 forearm 0.426 0.084 0.46 0.426 0.442 0.673 head 0.536 0.081 0.524 0.536 0.53 0.752 shin 0.409 0.098 0.411 0.409 0.41 0.677 thigh 0.414 0.1 0.408 0.414 0.411 0.669 upperarm 0.421 0.08 0.469 0.421 0.444 0.709 waist Weighted Avg. 0.456 0.091 0.456 0.456 0.456 0.703 === Confusion Matrix === a b c d e f g <-- classified as 173 48 30 10 37 38 37 | a = chest 42 195 24 19 30 27 34 | b = forearm 44 24 159 32 38 40 36 | c = head 13 27 32 200 48 32 21 | d = shin 44 28 35 50 153 35 29 | e = thigh 42 39 37 39 40 154 21 | f = upperarm 37 41 29 32 26 51 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1214 46.5312 % Incorrectly Classified Instances 1395 53.4688 % Kappa statistic 0.3762 Mean absolute error 0.1568 Root mean squared error 0.3706 Relative absolute error 64.0108 % Root relative squared error 105.9012 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.539 0.11 0.449 0.539 0.49 0.733 chest 0.523 0.078 0.527 0.523 0.525 0.75 forearm 0.469 0.089 0.467 0.469 0.468 0.696 head 0.558 0.063 0.598 0.558 0.577 0.778 shin 0.364 0.098 0.384 0.364 0.374 0.66 thigh 0.387 0.099 0.393 0.387 0.39 0.666 upperarm 0.418 0.087 0.446 0.418 0.432 0.684 waist Weighted Avg. 0.465 0.089 0.466 0.465 0.465 0.71 === Confusion Matrix === a b c d e f g <-- classified as 201 34 23 11 32 32 40 | a = chest 44 194 26 14 23 30 40 | b = forearm 43 26 175 26 25 49 29 | c = head 18 13 30 208 49 31 24 | d = shin 51 28 48 43 136 43 25 | e = thigh 43 29 38 30 52 144 36 | f = upperarm 48 44 35 16 37 37 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1211 46.4163 % Incorrectly Classified Instances 1398 53.5837 % Kappa statistic 0.3749 Mean absolute error 0.1576 Root mean squared error 0.3705 Relative absolute error 64.3399 % Root relative squared error 105.891 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.483 0.087 0.481 0.483 0.482 0.719 chest 0.553 0.075 0.55 0.553 0.551 0.755 forearm 0.454 0.108 0.412 0.454 0.432 0.683 head 0.539 0.075 0.545 0.539 0.542 0.769 shin 0.417 0.099 0.414 0.417 0.415 0.694 thigh 0.371 0.09 0.407 0.371 0.388 0.666 upperarm 0.433 0.092 0.441 0.433 0.437 0.694 waist Weighted Avg. 0.464 0.089 0.464 0.464 0.464 0.711 === Confusion Matrix === a b c d e f g <-- classified as 180 35 32 9 37 37 43 | a = chest 30 205 31 14 28 23 40 | b = forearm 26 25 169 39 46 42 25 | c = head 12 19 36 201 44 37 24 | d = shin 32 29 43 44 156 33 37 | e = thigh 41 26 62 32 37 138 36 | f = upperarm 53 34 37 30 29 29 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1203 46.1096 % Incorrectly Classified Instances 1406 53.8904 % Kappa statistic 0.3713 Mean absolute error 0.1573 Root mean squared error 0.3694 Relative absolute error 64.2374 % Root relative squared error 105.5783 % Total Number of Instances 2609 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.088 0.47 0.466 0.468 0.719 chest 0.536 0.097 0.48 0.536 0.506 0.734 forearm 0.427 0.098 0.421 0.427 0.424 0.695 head 0.563 0.078 0.545 0.563 0.554 0.772 shin 0.39 0.097 0.403 0.39 0.397 0.67 thigh 0.406 0.091 0.425 0.406 0.415 0.669 upperarm 0.439 0.081 0.477 0.439 0.457 0.701 waist Weighted Avg. 0.461 0.09 0.46 0.461 0.46 0.709 === Confusion Matrix === a b c d e f g <-- classified as 174 53 33 11 32 40 30 | a = chest 35 199 34 17 32 19 35 | b = forearm 34 31 159 36 34 43 35 | c = head 15 19 36 210 49 26 18 | d = shin 28 32 37 61 146 44 26 | e = thigh 32 40 49 27 37 151 36 | f = upperarm 52 41 30 23 32 32 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1217 46.6641 % Incorrectly Classified Instances 1391 53.3359 % Kappa statistic 0.3778 Mean absolute error 0.1556 Root mean squared error 0.3687 Relative absolute error 63.5359 % Root relative squared error 105.3634 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.09 0.496 0.534 0.514 0.748 chest 0.512 0.095 0.473 0.512 0.492 0.741 forearm 0.503 0.094 0.47 0.503 0.486 0.74 head 0.563 0.07 0.572 0.563 0.568 0.77 shin 0.382 0.089 0.418 0.382 0.399 0.676 thigh 0.363 0.093 0.395 0.363 0.378 0.66 upperarm 0.41 0.091 0.43 0.41 0.42 0.68 waist Weighted Avg. 0.467 0.089 0.465 0.467 0.465 0.716 === Confusion Matrix === a b c d e f g <-- classified as 199 31 26 12 29 33 43 | a = chest 38 190 28 19 24 31 41 | b = forearm 29 26 187 33 34 29 34 | c = head 18 13 36 210 48 24 24 | d = shin 35 54 34 43 143 44 21 | e = thigh 35 40 54 29 39 135 40 | f = upperarm 47 48 33 21 25 46 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1212 46.4724 % Incorrectly Classified Instances 1396 53.5276 % Kappa statistic 0.3755 Mean absolute error 0.1553 Root mean squared error 0.3695 Relative absolute error 63.423 % Root relative squared error 105.604 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.469 0.094 0.453 0.469 0.461 0.71 chest 0.519 0.08 0.516 0.519 0.518 0.75 forearm 0.449 0.095 0.441 0.449 0.445 0.696 head 0.566 0.076 0.555 0.566 0.56 0.764 shin 0.42 0.102 0.408 0.42 0.414 0.676 thigh 0.391 0.092 0.416 0.391 0.403 0.687 upperarm 0.44 0.085 0.462 0.44 0.451 0.713 waist Weighted Avg. 0.465 0.089 0.464 0.465 0.464 0.714 === Confusion Matrix === a b c d e f g <-- classified as 175 37 32 15 44 27 43 | a = chest 41 192 20 16 31 28 42 | b = forearm 43 35 167 29 29 45 24 | c = head 13 14 34 211 43 29 29 | d = shin 31 33 40 44 157 50 19 | e = thigh 33 25 49 40 46 146 34 | f = upperarm 50 36 37 25 35 26 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1205 46.204 % Incorrectly Classified Instances 1403 53.796 % Kappa statistic 0.3724 Mean absolute error 0.1556 Root mean squared error 0.369 Relative absolute error 63.5476 % Root relative squared error 105.4505 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.462 0.091 0.459 0.462 0.461 0.71 chest 0.511 0.081 0.511 0.511 0.511 0.741 forearm 0.45 0.093 0.448 0.45 0.449 0.705 head 0.539 0.069 0.566 0.539 0.552 0.77 shin 0.42 0.111 0.387 0.42 0.403 0.674 thigh 0.402 0.094 0.416 0.402 0.409 0.67 upperarm 0.45 0.089 0.459 0.45 0.455 0.719 waist Weighted Avg. 0.462 0.09 0.463 0.462 0.463 0.713 === Confusion Matrix === a b c d e f g <-- classified as 172 36 30 15 39 42 38 | a = chest 44 189 20 12 37 29 39 | b = forearm 35 28 168 32 45 33 32 | c = head 15 15 39 201 51 29 23 | d = shin 40 34 34 35 157 42 32 | e = thigh 31 26 55 34 43 150 34 | f = upperarm 38 42 29 26 34 36 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1236 47.3926 % Incorrectly Classified Instances 1372 52.6074 % Kappa statistic 0.3862 Mean absolute error 0.1525 Root mean squared error 0.3652 Relative absolute error 62.2824 % Root relative squared error 104.3602 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.465 0.086 0.474 0.465 0.469 0.723 chest 0.522 0.081 0.516 0.522 0.519 0.754 forearm 0.469 0.093 0.458 0.469 0.464 0.715 head 0.534 0.066 0.575 0.534 0.554 0.761 shin 0.425 0.101 0.413 0.425 0.419 0.672 thigh 0.408 0.094 0.419 0.408 0.413 0.677 upperarm 0.496 0.093 0.471 0.496 0.483 0.737 waist Weighted Avg. 0.474 0.088 0.475 0.474 0.474 0.72 === Confusion Matrix === a b c d e f g <-- classified as 173 40 29 13 35 31 51 | a = chest 38 193 28 13 30 28 40 | b = forearm 29 23 175 28 36 50 32 | c = head 15 18 35 199 59 28 19 | d = shin 33 33 32 47 159 45 25 | e = thigh 36 32 48 25 39 152 41 | f = upperarm 41 35 35 21 27 29 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1187 45.5138 % Incorrectly Classified Instances 1421 54.4862 % Kappa statistic 0.3643 Mean absolute error 0.1584 Root mean squared error 0.373 Relative absolute error 64.6793 % Root relative squared error 106.5946 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.508 0.1 0.459 0.508 0.482 0.73 chest 0.5 0.08 0.51 0.5 0.505 0.733 forearm 0.413 0.089 0.436 0.413 0.424 0.706 head 0.542 0.08 0.532 0.542 0.537 0.762 shin 0.382 0.104 0.38 0.382 0.381 0.657 thigh 0.402 0.094 0.416 0.402 0.409 0.67 upperarm 0.44 0.089 0.452 0.44 0.446 0.701 waist Weighted Avg. 0.455 0.091 0.455 0.455 0.455 0.708 === Confusion Matrix === a b c d e f g <-- classified as 189 32 24 17 29 35 46 | a = chest 43 185 28 13 42 27 32 | b = forearm 31 34 154 36 38 49 31 | c = head 14 20 33 202 53 23 28 | d = shin 40 37 41 51 143 30 32 | e = thigh 41 25 48 38 41 150 30 | f = upperarm 54 30 25 23 30 47 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1222 46.8558 % Incorrectly Classified Instances 1386 53.1442 % Kappa statistic 0.38 Mean absolute error 0.1568 Root mean squared error 0.3708 Relative absolute error 64.0178 % Root relative squared error 105.9776 % Total Number of Instances 2608 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.086 0.497 0.513 0.505 0.745 chest 0.551 0.076 0.544 0.551 0.548 0.754 forearm 0.453 0.081 0.483 0.453 0.467 0.708 head 0.567 0.072 0.568 0.567 0.568 0.764 shin 0.393 0.105 0.386 0.393 0.389 0.654 thigh 0.382 0.097 0.397 0.382 0.389 0.653 upperarm 0.421 0.103 0.406 0.421 0.413 0.677 waist Weighted Avg. 0.469 0.089 0.469 0.469 0.468 0.708 === Confusion Matrix === a b c d e f g <-- classified as 191 38 25 12 35 22 49 | a = chest 40 204 22 17 24 25 38 | b = forearm 20 24 169 37 37 47 39 | c = head 8 14 25 212 56 30 29 | d = shin 47 25 36 37 147 47 35 | e = thigh 34 31 47 33 45 142 40 | f = upperarm 44 39 26 25 37 45 157 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 6 RUN: 0 FOLD: 0 Correctly Classified Instances 1415 53.6391 % Incorrectly Classified Instances 1223 46.3609 % Kappa statistic 0.4591 Mean absolute error 0.1351 Root mean squared error 0.3436 Relative absolute error 55.1691 % Root relative squared error 98.2057 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.526 0.092 0.489 0.526 0.507 0.748 chest 0.597 0.076 0.567 0.597 0.582 0.796 forearm 0.585 0.063 0.607 0.585 0.596 0.789 head 0.599 0.059 0.63 0.599 0.614 0.805 shin 0.477 0.088 0.474 0.477 0.476 0.722 thigh 0.537 0.077 0.537 0.537 0.537 0.763 upperarm 0.432 0.086 0.457 0.432 0.444 0.69 waist Weighted Avg. 0.536 0.077 0.537 0.536 0.536 0.759 === Confusion Matrix === a b c d e f g <-- classified as 199 54 23 6 16 34 46 | a = chest 48 224 41 11 9 7 35 | b = forearm 26 54 221 6 19 18 34 | c = head 20 5 8 226 64 32 22 | d = shin 23 11 23 54 180 49 37 | e = thigh 39 6 14 35 60 202 20 | f = upperarm 52 41 34 21 32 34 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1493 56.5959 % Incorrectly Classified Instances 1145 43.4041 % Kappa statistic 0.4936 Mean absolute error 0.1264 Root mean squared error 0.3321 Relative absolute error 51.6267 % Root relative squared error 94.9138 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.1 0.454 0.495 0.473 0.736 chest 0.624 0.068 0.602 0.624 0.613 0.806 forearm 0.624 0.064 0.619 0.624 0.622 0.804 head 0.687 0.048 0.704 0.687 0.695 0.835 shin 0.533 0.083 0.518 0.533 0.525 0.759 thigh 0.582 0.068 0.587 0.582 0.585 0.789 upperarm 0.416 0.075 0.48 0.416 0.446 0.698 waist Weighted Avg. 0.566 0.072 0.566 0.566 0.566 0.775 === Confusion Matrix === a b c d e f g <-- classified as 187 51 28 8 26 39 39 | a = chest 44 234 38 5 13 5 36 | b = forearm 37 40 236 10 21 7 27 | c = head 9 4 11 259 53 24 17 | d = shin 26 13 14 42 201 54 27 | e = thigh 41 11 17 19 45 219 24 | f = upperarm 68 36 37 25 29 25 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1474 55.8757 % Incorrectly Classified Instances 1164 44.1243 % Kappa statistic 0.4852 Mean absolute error 0.1301 Root mean squared error 0.3366 Relative absolute error 53.1339 % Root relative squared error 96.1796 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.085 0.508 0.521 0.514 0.742 chest 0.624 0.075 0.581 0.624 0.602 0.801 forearm 0.598 0.061 0.621 0.598 0.609 0.787 head 0.628 0.057 0.648 0.628 0.638 0.816 shin 0.499 0.081 0.505 0.499 0.502 0.723 thigh 0.584 0.069 0.585 0.584 0.584 0.775 upperarm 0.459 0.088 0.466 0.459 0.463 0.705 waist Weighted Avg. 0.559 0.074 0.559 0.559 0.559 0.764 === Confusion Matrix === a b c d e f g <-- classified as 197 55 14 11 16 39 46 | a = chest 54 234 40 5 2 9 31 | b = forearm 28 44 226 8 24 10 38 | c = head 12 10 10 236 59 25 24 | d = shin 22 9 19 53 188 51 35 | e = thigh 37 8 11 26 51 220 24 | f = upperarm 38 43 44 25 32 22 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1422 53.9249 % Incorrectly Classified Instances 1215 46.0751 % Kappa statistic 0.4625 Mean absolute error 0.1352 Root mean squared error 0.3436 Relative absolute error 55.189 % Root relative squared error 98.1947 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.492 0.089 0.479 0.492 0.486 0.729 chest 0.607 0.07 0.59 0.607 0.598 0.782 forearm 0.602 0.068 0.597 0.602 0.6 0.787 head 0.666 0.054 0.675 0.666 0.67 0.837 shin 0.485 0.085 0.488 0.485 0.487 0.732 thigh 0.541 0.085 0.515 0.541 0.528 0.763 upperarm 0.382 0.087 0.422 0.382 0.401 0.663 waist Weighted Avg. 0.539 0.077 0.538 0.539 0.538 0.756 === Confusion Matrix === a b c d e f g <-- classified as 186 44 30 9 21 39 49 | a = chest 59 227 31 6 9 10 32 | b = forearm 27 48 227 9 13 16 37 | c = head 9 5 16 251 45 31 20 | d = shin 17 9 19 52 183 62 35 | e = thigh 31 7 14 26 71 204 24 | f = upperarm 59 45 43 19 33 34 144 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1499 56.8449 % Incorrectly Classified Instances 1138 43.1551 % Kappa statistic 0.4965 Mean absolute error 0.1282 Root mean squared error 0.3339 Relative absolute error 52.3425 % Root relative squared error 95.4327 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.093 0.488 0.532 0.509 0.747 chest 0.631 0.058 0.641 0.631 0.636 0.812 forearm 0.658 0.067 0.62 0.658 0.638 0.806 head 0.703 0.058 0.671 0.703 0.687 0.841 shin 0.459 0.068 0.529 0.459 0.491 0.714 thigh 0.536 0.067 0.572 0.536 0.553 0.763 upperarm 0.462 0.092 0.455 0.462 0.458 0.707 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.568 0.77 === Confusion Matrix === a b c d e f g <-- classified as 201 34 27 14 19 40 43 | a = chest 45 236 37 9 7 3 37 | b = forearm 31 37 248 7 19 8 27 | c = head 13 1 8 265 37 20 33 | d = shin 27 9 23 53 173 53 39 | e = thigh 42 13 15 32 44 202 29 | f = upperarm 53 38 42 15 28 27 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1451 55.0246 % Incorrectly Classified Instances 1186 44.9754 % Kappa statistic 0.4753 Mean absolute error 0.1312 Root mean squared error 0.3391 Relative absolute error 53.5881 % Root relative squared error 96.9134 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.088 0.486 0.495 0.49 0.735 chest 0.583 0.068 0.584 0.583 0.584 0.777 forearm 0.618 0.065 0.615 0.618 0.616 0.802 head 0.668 0.049 0.696 0.668 0.682 0.836 shin 0.477 0.094 0.458 0.477 0.468 0.72 thigh 0.52 0.073 0.544 0.52 0.532 0.757 upperarm 0.491 0.088 0.481 0.491 0.486 0.724 waist Weighted Avg. 0.55 0.075 0.552 0.55 0.551 0.764 === Confusion Matrix === a b c d e f g <-- classified as 187 57 18 11 21 38 46 | a = chest 46 218 49 5 6 11 39 | b = forearm 25 33 233 3 27 17 39 | c = head 15 5 11 252 61 13 20 | d = shin 26 12 25 49 180 55 30 | e = thigh 35 7 10 30 73 196 26 | f = upperarm 51 41 33 12 25 30 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1458 55.2901 % Incorrectly Classified Instances 1179 44.7099 % Kappa statistic 0.4784 Mean absolute error 0.1313 Root mean squared error 0.3377 Relative absolute error 53.6026 % Root relative squared error 96.5083 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.104 0.46 0.532 0.493 0.735 chest 0.564 0.061 0.606 0.564 0.584 0.778 forearm 0.653 0.064 0.631 0.653 0.641 0.813 head 0.65 0.051 0.679 0.65 0.664 0.846 shin 0.479 0.083 0.492 0.479 0.485 0.731 thigh 0.61 0.076 0.572 0.61 0.591 0.787 upperarm 0.383 0.083 0.435 0.383 0.407 0.669 waist Weighted Avg. 0.553 0.075 0.553 0.553 0.552 0.765 === Confusion Matrix === a b c d e f g <-- classified as 201 45 21 10 22 35 44 | a = chest 47 211 43 7 6 10 50 | b = forearm 28 33 246 10 21 13 26 | c = head 21 5 12 245 55 27 12 | d = shin 21 13 22 50 181 53 38 | e = thigh 49 4 12 19 46 230 17 | f = upperarm 70 37 34 20 37 34 144 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1481 56.1623 % Incorrectly Classified Instances 1156 43.8377 % Kappa statistic 0.4886 Mean absolute error 0.1295 Root mean squared error 0.3367 Relative absolute error 52.8651 % Root relative squared error 96.2244 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.542 0.095 0.488 0.542 0.514 0.749 chest 0.613 0.066 0.607 0.613 0.61 0.799 forearm 0.61 0.06 0.628 0.61 0.619 0.795 head 0.708 0.057 0.674 0.708 0.691 0.836 shin 0.48 0.091 0.469 0.48 0.474 0.718 thigh 0.499 0.064 0.565 0.499 0.53 0.749 upperarm 0.479 0.078 0.504 0.479 0.491 0.722 waist Weighted Avg. 0.562 0.073 0.562 0.562 0.561 0.767 === Confusion Matrix === a b c d e f g <-- classified as 205 45 22 8 22 37 39 | a = chest 53 230 46 3 3 5 35 | b = forearm 26 35 230 8 27 9 42 | c = head 11 12 8 267 52 16 11 | d = shin 23 8 20 51 181 60 34 | e = thigh 49 8 12 32 72 188 16 | f = upperarm 53 41 28 27 29 18 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1478 56.0485 % Incorrectly Classified Instances 1159 43.9515 % Kappa statistic 0.4872 Mean absolute error 0.1294 Root mean squared error 0.3358 Relative absolute error 52.8548 % Root relative squared error 95.9577 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.55 0.096 0.491 0.55 0.519 0.752 chest 0.589 0.065 0.601 0.589 0.595 0.783 forearm 0.622 0.068 0.606 0.622 0.614 0.788 head 0.674 0.05 0.692 0.674 0.683 0.856 shin 0.499 0.077 0.518 0.499 0.508 0.729 thigh 0.537 0.072 0.555 0.537 0.546 0.763 upperarm 0.452 0.085 0.468 0.452 0.46 0.716 waist Weighted Avg. 0.56 0.073 0.561 0.56 0.561 0.77 === Confusion Matrix === a b c d e f g <-- classified as 208 31 25 10 19 37 48 | a = chest 42 221 44 7 14 10 37 | b = forearm 36 35 235 10 15 10 37 | c = head 14 5 7 254 50 29 18 | d = shin 24 9 24 58 188 51 23 | e = thigh 46 11 21 15 51 202 30 | f = upperarm 54 56 32 13 26 25 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1417 53.7353 % Incorrectly Classified Instances 1220 46.2647 % Kappa statistic 0.4602 Mean absolute error 0.1359 Root mean squared error 0.3456 Relative absolute error 55.5106 % Root relative squared error 98.777 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.471 0.096 0.452 0.471 0.461 0.726 chest 0.568 0.069 0.576 0.568 0.572 0.766 forearm 0.606 0.065 0.609 0.606 0.607 0.791 head 0.653 0.058 0.653 0.653 0.653 0.819 shin 0.451 0.082 0.479 0.451 0.464 0.704 thigh 0.561 0.077 0.547 0.561 0.554 0.768 upperarm 0.452 0.092 0.449 0.452 0.45 0.692 waist Weighted Avg. 0.537 0.077 0.538 0.537 0.537 0.752 === Confusion Matrix === a b c d e f g <-- classified as 178 49 28 8 30 39 46 | a = chest 56 213 28 8 10 11 49 | b = forearm 31 37 229 9 30 16 26 | c = head 13 5 16 246 39 34 24 | d = shin 20 14 26 59 170 48 40 | e = thigh 50 8 15 29 39 211 24 | f = upperarm 46 44 34 18 37 27 170 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1451 55.0038 % Incorrectly Classified Instances 1187 44.9962 % Kappa statistic 0.475 Mean absolute error 0.1323 Root mean squared error 0.3391 Relative absolute error 54.0305 % Root relative squared error 96.9182 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.106 0.457 0.534 0.493 0.741 chest 0.581 0.068 0.588 0.581 0.584 0.784 forearm 0.619 0.068 0.605 0.619 0.612 0.805 head 0.679 0.055 0.672 0.679 0.675 0.839 shin 0.456 0.074 0.507 0.456 0.48 0.725 thigh 0.523 0.069 0.56 0.523 0.54 0.757 upperarm 0.457 0.086 0.47 0.457 0.464 0.716 waist Weighted Avg. 0.55 0.075 0.551 0.55 0.55 0.767 === Confusion Matrix === a b c d e f g <-- classified as 202 44 18 11 18 44 41 | a = chest 59 218 36 8 7 9 38 | b = forearm 27 41 234 12 17 11 36 | c = head 19 4 20 256 45 16 17 | d = shin 21 11 23 59 172 60 31 | e = thigh 50 12 15 19 53 197 31 | f = upperarm 64 41 41 16 27 15 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1483 56.2168 % Incorrectly Classified Instances 1155 43.7832 % Kappa statistic 0.4892 Mean absolute error 0.1288 Root mean squared error 0.335 Relative absolute error 52.6042 % Root relative squared error 95.7469 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.091 0.477 0.495 0.486 0.718 chest 0.608 0.07 0.589 0.608 0.598 0.812 forearm 0.663 0.065 0.628 0.663 0.645 0.812 head 0.686 0.051 0.69 0.686 0.688 0.839 shin 0.474 0.078 0.503 0.474 0.488 0.73 thigh 0.573 0.068 0.585 0.573 0.579 0.778 upperarm 0.438 0.087 0.456 0.438 0.447 0.692 waist Weighted Avg. 0.562 0.073 0.561 0.562 0.561 0.769 === Confusion Matrix === a b c d e f g <-- classified as 187 49 27 11 28 34 42 | a = chest 40 228 40 7 5 10 45 | b = forearm 20 41 250 6 19 15 26 | c = head 10 5 9 258 51 26 17 | d = shin 33 15 21 48 179 45 37 | e = thigh 42 10 8 24 47 216 30 | f = upperarm 60 39 43 20 27 23 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1455 55.1554 % Incorrectly Classified Instances 1183 44.8446 % Kappa statistic 0.4768 Mean absolute error 0.1325 Root mean squared error 0.3392 Relative absolute error 54.0871 % Root relative squared error 96.9293 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.095 0.469 0.5 0.484 0.741 chest 0.563 0.076 0.549 0.563 0.556 0.772 forearm 0.634 0.065 0.619 0.634 0.626 0.798 head 0.684 0.049 0.701 0.684 0.693 0.847 shin 0.491 0.082 0.499 0.491 0.495 0.72 thigh 0.533 0.066 0.573 0.533 0.552 0.757 upperarm 0.456 0.09 0.459 0.456 0.457 0.712 waist Weighted Avg. 0.552 0.075 0.553 0.552 0.552 0.764 === Confusion Matrix === a b c d e f g <-- classified as 189 58 20 12 19 33 47 | a = chest 55 211 44 7 8 11 39 | b = forearm 25 41 239 9 14 16 33 | c = head 13 9 9 258 45 20 23 | d = shin 34 11 20 49 185 47 31 | e = thigh 36 11 20 18 61 201 30 | f = upperarm 51 43 34 15 39 23 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1458 55.2901 % Incorrectly Classified Instances 1179 44.7099 % Kappa statistic 0.4784 Mean absolute error 0.1308 Root mean squared error 0.3375 Relative absolute error 53.4201 % Root relative squared error 96.4436 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.079 0.514 0.5 0.507 0.744 chest 0.578 0.068 0.582 0.578 0.58 0.784 forearm 0.623 0.072 0.592 0.623 0.607 0.808 head 0.674 0.062 0.646 0.674 0.66 0.83 shin 0.488 0.084 0.492 0.488 0.49 0.723 thigh 0.538 0.071 0.559 0.538 0.549 0.784 upperarm 0.469 0.086 0.477 0.469 0.473 0.72 waist Weighted Avg. 0.553 0.075 0.552 0.553 0.552 0.77 === Confusion Matrix === a b c d e f g <-- classified as 189 44 27 12 28 34 44 | a = chest 45 216 53 3 6 13 38 | b = forearm 22 36 235 20 24 11 29 | c = head 9 10 14 254 45 25 20 | d = shin 25 10 18 62 184 45 33 | e = thigh 34 11 15 24 60 203 30 | f = upperarm 44 44 35 18 27 32 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1496 56.7311 % Incorrectly Classified Instances 1141 43.2689 % Kappa statistic 0.4952 Mean absolute error 0.1282 Root mean squared error 0.3345 Relative absolute error 52.3394 % Root relative squared error 95.5998 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.079 0.532 0.534 0.533 0.742 chest 0.639 0.072 0.596 0.639 0.617 0.808 forearm 0.637 0.071 0.599 0.637 0.617 0.806 head 0.69 0.048 0.707 0.69 0.698 0.862 shin 0.48 0.083 0.492 0.48 0.486 0.727 thigh 0.56 0.067 0.583 0.56 0.571 0.769 upperarm 0.432 0.086 0.457 0.432 0.444 0.713 waist Weighted Avg. 0.567 0.072 0.566 0.567 0.566 0.775 === Confusion Matrix === a b c d e f g <-- classified as 202 36 33 10 17 26 54 | a = chest 43 239 45 2 4 5 36 | b = forearm 21 43 240 11 20 12 30 | c = head 7 5 14 260 58 20 13 | d = shin 28 16 15 44 181 57 36 | e = thigh 35 14 18 24 50 211 25 | f = upperarm 44 48 36 17 38 31 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1442 54.6834 % Incorrectly Classified Instances 1195 45.3166 % Kappa statistic 0.4713 Mean absolute error 0.1325 Root mean squared error 0.3398 Relative absolute error 54.1233 % Root relative squared error 97.0982 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.471 0.092 0.461 0.471 0.466 0.729 chest 0.58 0.074 0.564 0.58 0.572 0.785 forearm 0.623 0.064 0.618 0.623 0.621 0.791 head 0.687 0.052 0.689 0.687 0.688 0.837 shin 0.488 0.082 0.499 0.488 0.493 0.728 thigh 0.531 0.065 0.576 0.531 0.552 0.759 upperarm 0.448 0.1 0.429 0.448 0.438 0.707 waist Weighted Avg. 0.547 0.076 0.548 0.547 0.547 0.762 === Confusion Matrix === a b c d e f g <-- classified as 178 58 21 9 24 41 47 | a = chest 60 217 35 6 10 4 42 | b = forearm 24 35 235 7 18 13 45 | c = head 11 6 14 259 47 20 20 | d = shin 29 10 16 52 184 49 37 | e = thigh 37 11 15 25 55 200 34 | f = upperarm 47 48 44 18 31 20 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1488 56.4278 % Incorrectly Classified Instances 1149 43.5722 % Kappa statistic 0.4917 Mean absolute error 0.1286 Root mean squared error 0.3353 Relative absolute error 52.496 % Root relative squared error 95.8308 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.088 0.505 0.534 0.519 0.737 chest 0.591 0.065 0.599 0.591 0.595 0.793 forearm 0.608 0.063 0.618 0.608 0.613 0.791 head 0.658 0.052 0.678 0.658 0.668 0.828 shin 0.549 0.086 0.516 0.549 0.532 0.747 thigh 0.54 0.07 0.561 0.54 0.55 0.762 upperarm 0.469 0.084 0.482 0.469 0.476 0.71 waist Weighted Avg. 0.564 0.073 0.566 0.564 0.565 0.767 === Confusion Matrix === a b c d e f g <-- classified as 202 43 21 10 27 32 43 | a = chest 57 221 42 4 5 10 35 | b = forearm 17 43 230 15 22 12 39 | c = head 11 5 13 248 52 28 20 | d = shin 22 9 16 47 207 47 29 | e = thigh 43 6 18 24 58 203 24 | f = upperarm 48 42 32 18 30 30 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1476 55.9727 % Incorrectly Classified Instances 1161 44.0273 % Kappa statistic 0.4863 Mean absolute error 0.1293 Root mean squared error 0.3351 Relative absolute error 52.8032 % Root relative squared error 95.7722 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.489 0.097 0.459 0.489 0.474 0.725 chest 0.581 0.067 0.591 0.581 0.586 0.777 forearm 0.661 0.067 0.623 0.661 0.642 0.813 head 0.655 0.044 0.714 0.655 0.683 0.84 shin 0.538 0.082 0.522 0.538 0.53 0.748 thigh 0.58 0.067 0.589 0.58 0.584 0.78 upperarm 0.412 0.09 0.432 0.412 0.422 0.685 waist Weighted Avg. 0.56 0.073 0.561 0.56 0.56 0.767 === Confusion Matrix === a b c d e f g <-- classified as 185 51 26 9 18 35 54 | a = chest 46 218 42 8 10 8 43 | b = forearm 31 39 250 10 13 14 21 | c = head 13 5 10 247 54 23 25 | d = shin 28 10 21 41 203 43 31 | e = thigh 33 7 15 18 55 218 30 | f = upperarm 67 39 37 13 36 29 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1456 55.2143 % Incorrectly Classified Instances 1181 44.7857 % Kappa statistic 0.4775 Mean absolute error 0.1321 Root mean squared error 0.3392 Relative absolute error 53.9396 % Root relative squared error 96.9458 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.511 0.082 0.509 0.511 0.51 0.745 chest 0.576 0.063 0.602 0.576 0.589 0.774 forearm 0.656 0.073 0.602 0.656 0.628 0.806 head 0.663 0.057 0.661 0.663 0.662 0.827 shin 0.501 0.088 0.488 0.501 0.495 0.723 thigh 0.566 0.075 0.558 0.566 0.562 0.787 upperarm 0.391 0.085 0.432 0.391 0.411 0.68 waist Weighted Avg. 0.552 0.075 0.55 0.552 0.551 0.763 === Confusion Matrix === a b c d e f g <-- classified as 193 43 25 12 20 37 48 | a = chest 54 216 39 6 7 10 43 | b = forearm 29 38 248 12 14 12 25 | c = head 7 6 14 250 49 28 23 | d = shin 21 3 28 52 189 56 28 | e = thigh 32 8 15 26 56 213 26 | f = upperarm 43 45 43 20 52 26 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1444 54.7592 % Incorrectly Classified Instances 1193 45.2408 % Kappa statistic 0.4722 Mean absolute error 0.1327 Root mean squared error 0.3409 Relative absolute error 54.1719 % Root relative squared error 97.4118 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.492 0.095 0.464 0.492 0.478 0.713 chest 0.635 0.065 0.617 0.635 0.625 0.802 forearm 0.601 0.067 0.601 0.601 0.601 0.792 head 0.658 0.053 0.676 0.658 0.667 0.82 shin 0.456 0.083 0.478 0.456 0.467 0.709 thigh 0.537 0.075 0.543 0.537 0.54 0.757 upperarm 0.455 0.089 0.458 0.455 0.457 0.712 waist Weighted Avg. 0.548 0.075 0.548 0.548 0.548 0.758 === Confusion Matrix === a b c d e f g <-- classified as 186 47 20 14 15 42 54 | a = chest 42 238 46 3 7 4 35 | b = forearm 32 27 227 11 33 17 31 | c = head 13 8 18 248 48 21 21 | d = shin 32 11 21 43 172 56 42 | e = thigh 46 7 19 24 59 202 19 | f = upperarm 50 48 27 24 26 30 171 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1475 55.9136 % Incorrectly Classified Instances 1163 44.0864 % Kappa statistic 0.4857 Mean absolute error 0.1297 Root mean squared error 0.3358 Relative absolute error 52.9508 % Root relative squared error 95.9579 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.098 0.479 0.537 0.506 0.752 chest 0.616 0.067 0.605 0.616 0.61 0.79 forearm 0.598 0.062 0.616 0.598 0.607 0.783 head 0.65 0.055 0.662 0.65 0.656 0.818 shin 0.472 0.075 0.511 0.472 0.491 0.727 thigh 0.565 0.075 0.558 0.565 0.561 0.785 upperarm 0.476 0.082 0.49 0.476 0.483 0.707 waist Weighted Avg. 0.559 0.073 0.56 0.559 0.559 0.766 === Confusion Matrix === a b c d e f g <-- classified as 203 45 23 13 19 36 39 | a = chest 55 231 39 3 8 6 33 | b = forearm 31 32 226 12 26 13 38 | c = head 13 11 19 245 41 29 19 | d = shin 24 13 20 50 178 55 37 | e = thigh 46 8 12 32 46 213 20 | f = upperarm 52 42 28 15 30 30 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1456 55.1933 % Incorrectly Classified Instances 1182 44.8067 % Kappa statistic 0.4773 Mean absolute error 0.1321 Root mean squared error 0.3405 Relative absolute error 53.9309 % Root relative squared error 97.303 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.516 0.092 0.485 0.516 0.5 0.721 chest 0.589 0.071 0.58 0.589 0.585 0.799 forearm 0.598 0.059 0.63 0.598 0.613 0.791 head 0.676 0.065 0.636 0.676 0.656 0.824 shin 0.472 0.077 0.507 0.472 0.489 0.746 thigh 0.594 0.074 0.573 0.594 0.583 0.779 upperarm 0.418 0.087 0.445 0.418 0.431 0.688 waist Weighted Avg. 0.552 0.075 0.551 0.552 0.551 0.764 === Confusion Matrix === a b c d e f g <-- classified as 195 47 22 15 18 41 40 | a = chest 47 221 38 5 9 8 47 | b = forearm 26 48 226 4 21 14 39 | c = head 14 5 6 255 58 22 17 | d = shin 20 7 19 69 178 56 28 | e = thigh 44 6 15 29 34 224 25 | f = upperarm 56 47 33 24 33 26 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1443 54.7005 % Incorrectly Classified Instances 1195 45.2995 % Kappa statistic 0.4715 Mean absolute error 0.1321 Root mean squared error 0.3391 Relative absolute error 53.9448 % Root relative squared error 96.8949 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.087 0.463 0.45 0.456 0.697 chest 0.595 0.071 0.581 0.595 0.588 0.805 forearm 0.632 0.072 0.595 0.632 0.613 0.802 head 0.653 0.055 0.665 0.653 0.659 0.823 shin 0.493 0.08 0.507 0.493 0.5 0.746 thigh 0.557 0.073 0.559 0.557 0.558 0.768 upperarm 0.449 0.09 0.454 0.449 0.452 0.715 waist Weighted Avg. 0.547 0.076 0.546 0.547 0.546 0.765 === Confusion Matrix === a b c d e f g <-- classified as 170 41 29 14 29 48 47 | a = chest 44 223 48 4 8 8 40 | b = forearm 23 44 239 8 15 12 37 | c = head 13 13 13 246 43 28 21 | d = shin 27 11 24 53 186 45 31 | e = thigh 37 11 17 19 56 210 27 | f = upperarm 53 41 32 26 30 25 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1439 54.5696 % Incorrectly Classified Instances 1198 45.4304 % Kappa statistic 0.47 Mean absolute error 0.1325 Root mean squared error 0.3402 Relative absolute error 54.1115 % Root relative squared error 97.2088 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.481 0.095 0.46 0.481 0.47 0.713 chest 0.591 0.073 0.571 0.591 0.581 0.785 forearm 0.646 0.068 0.613 0.646 0.629 0.81 head 0.706 0.063 0.652 0.706 0.678 0.842 shin 0.451 0.081 0.483 0.451 0.466 0.727 thigh 0.501 0.066 0.558 0.501 0.528 0.757 upperarm 0.444 0.084 0.468 0.444 0.456 0.722 waist Weighted Avg. 0.546 0.076 0.543 0.546 0.544 0.765 === Confusion Matrix === a b c d e f g <-- classified as 182 54 28 14 24 34 42 | a = chest 58 221 33 9 5 8 40 | b = forearm 22 42 244 10 17 12 31 | c = head 16 8 13 266 35 22 17 | d = shin 22 11 23 68 170 50 33 | e = thigh 47 8 15 25 66 189 27 | f = upperarm 49 43 42 16 35 24 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1473 55.8589 % Incorrectly Classified Instances 1164 44.1411 % Kappa statistic 0.485 Mean absolute error 0.1304 Root mean squared error 0.3359 Relative absolute error 53.2654 % Root relative squared error 96.0029 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.098 0.478 0.537 0.506 0.745 chest 0.612 0.066 0.604 0.612 0.608 0.799 forearm 0.64 0.063 0.63 0.64 0.635 0.801 head 0.697 0.057 0.67 0.697 0.683 0.839 shin 0.456 0.079 0.49 0.456 0.473 0.732 thigh 0.552 0.066 0.581 0.552 0.566 0.773 upperarm 0.416 0.085 0.45 0.416 0.433 0.694 waist Weighted Avg. 0.559 0.074 0.557 0.559 0.558 0.769 === Confusion Matrix === a b c d e f g <-- classified as 203 44 21 10 20 35 45 | a = chest 54 229 32 7 9 6 37 | b = forearm 28 32 242 13 19 13 31 | c = head 13 7 8 262 41 21 24 | d = shin 30 14 29 53 172 55 24 | e = thigh 44 10 16 16 52 208 31 | f = upperarm 53 43 36 30 38 20 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1496 56.7311 % Incorrectly Classified Instances 1141 43.2689 % Kappa statistic 0.4952 Mean absolute error 0.1277 Root mean squared error 0.3334 Relative absolute error 52.1574 % Root relative squared error 95.2806 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.519 0.086 0.501 0.519 0.51 0.747 chest 0.604 0.068 0.595 0.604 0.599 0.789 forearm 0.607 0.072 0.584 0.607 0.596 0.783 head 0.692 0.056 0.674 0.692 0.683 0.845 shin 0.538 0.075 0.544 0.538 0.541 0.751 thigh 0.541 0.062 0.591 0.541 0.565 0.751 upperarm 0.469 0.085 0.48 0.469 0.475 0.712 waist Weighted Avg. 0.567 0.072 0.567 0.567 0.567 0.768 === Confusion Matrix === a b c d e f g <-- classified as 196 38 28 15 21 32 48 | a = chest 53 226 44 2 6 5 38 | b = forearm 28 55 229 7 20 13 25 | c = head 14 7 7 261 46 27 15 | d = shin 24 3 17 57 203 37 36 | e = thigh 27 12 23 27 54 204 30 | f = upperarm 49 39 44 18 23 27 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1434 54.38 % Incorrectly Classified Instances 1203 45.62 % Kappa statistic 0.4678 Mean absolute error 0.1343 Root mean squared error 0.3432 Relative absolute error 54.8302 % Root relative squared error 98.0648 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.463 0.102 0.432 0.463 0.447 0.696 chest 0.57 0.067 0.584 0.57 0.576 0.774 forearm 0.647 0.061 0.639 0.647 0.643 0.812 head 0.647 0.051 0.678 0.647 0.662 0.816 shin 0.452 0.092 0.451 0.452 0.452 0.698 thigh 0.58 0.071 0.575 0.58 0.577 0.78 upperarm 0.448 0.088 0.46 0.448 0.454 0.699 waist Weighted Avg. 0.544 0.076 0.545 0.544 0.544 0.754 === Confusion Matrix === a b c d e f g <-- classified as 175 47 30 15 26 39 46 | a = chest 64 213 34 4 6 8 45 | b = forearm 26 35 244 7 17 13 35 | c = head 16 4 7 244 68 23 15 | d = shin 41 8 20 52 171 58 28 | e = thigh 32 11 7 16 63 218 29 | f = upperarm 51 47 40 22 28 20 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1510 57.262 % Incorrectly Classified Instances 1127 42.738 % Kappa statistic 0.5014 Mean absolute error 0.1272 Root mean squared error 0.3334 Relative absolute error 51.9289 % Root relative squared error 95.2687 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.587 0.103 0.488 0.587 0.533 0.753 chest 0.624 0.065 0.613 0.624 0.618 0.811 forearm 0.65 0.069 0.611 0.65 0.63 0.809 head 0.645 0.043 0.715 0.645 0.678 0.818 shin 0.477 0.077 0.507 0.477 0.492 0.727 thigh 0.569 0.067 0.585 0.569 0.577 0.759 upperarm 0.456 0.073 0.509 0.456 0.481 0.717 waist Weighted Avg. 0.573 0.071 0.575 0.573 0.573 0.771 === Confusion Matrix === a b c d e f g <-- classified as 222 38 20 6 25 35 32 | a = chest 38 234 42 6 12 8 35 | b = forearm 33 35 245 9 16 11 28 | c = head 15 6 17 243 51 24 21 | d = shin 35 10 27 44 180 55 26 | e = thigh 55 9 16 15 43 214 24 | f = upperarm 57 50 34 17 28 19 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1454 55.1384 % Incorrectly Classified Instances 1183 44.8616 % Kappa statistic 0.4766 Mean absolute error 0.1314 Root mean squared error 0.3379 Relative absolute error 53.6567 % Root relative squared error 96.5504 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.092 0.494 0.537 0.515 0.756 chest 0.565 0.071 0.57 0.565 0.568 0.782 forearm 0.621 0.058 0.639 0.621 0.63 0.796 head 0.703 0.06 0.661 0.703 0.681 0.842 shin 0.493 0.084 0.495 0.493 0.494 0.726 thigh 0.508 0.076 0.528 0.508 0.518 0.757 upperarm 0.432 0.082 0.467 0.432 0.449 0.697 waist Weighted Avg. 0.551 0.075 0.55 0.551 0.551 0.765 === Confusion Matrix === a b c d e f g <-- classified as 203 59 20 11 22 31 32 | a = chest 58 212 37 9 6 12 41 | b = forearm 20 37 234 11 18 17 40 | c = head 12 3 14 265 45 22 16 | d = shin 20 10 19 55 186 61 26 | e = thigh 50 9 9 24 62 191 31 | f = upperarm 48 42 33 26 37 28 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1456 55.2143 % Incorrectly Classified Instances 1181 44.7857 % Kappa statistic 0.4775 Mean absolute error 0.131 Root mean squared error 0.3373 Relative absolute error 53.5108 % Root relative squared error 96.3809 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.503 0.091 0.481 0.503 0.492 0.728 chest 0.621 0.075 0.578 0.621 0.599 0.794 forearm 0.623 0.057 0.646 0.623 0.634 0.809 head 0.692 0.065 0.641 0.692 0.666 0.844 shin 0.459 0.089 0.463 0.459 0.461 0.707 thigh 0.556 0.065 0.587 0.556 0.571 0.782 upperarm 0.411 0.081 0.459 0.411 0.434 0.693 waist Weighted Avg. 0.552 0.075 0.551 0.552 0.551 0.765 === Confusion Matrix === a b c d e f g <-- classified as 190 52 17 22 23 29 45 | a = chest 45 233 36 10 9 7 35 | b = forearm 33 43 235 9 19 9 29 | c = head 10 6 9 261 49 27 15 | d = shin 26 8 16 63 173 49 42 | e = thigh 40 9 17 22 62 209 17 | f = upperarm 51 52 34 20 39 26 155 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1485 56.2926 % Incorrectly Classified Instances 1153 43.7074 % Kappa statistic 0.4901 Mean absolute error 0.1279 Root mean squared error 0.3323 Relative absolute error 52.2073 % Root relative squared error 94.9567 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.516 0.096 0.472 0.516 0.493 0.734 chest 0.611 0.068 0.596 0.611 0.603 0.799 forearm 0.656 0.066 0.623 0.656 0.639 0.828 head 0.682 0.046 0.71 0.682 0.696 0.842 shin 0.491 0.086 0.487 0.491 0.489 0.74 thigh 0.516 0.061 0.586 0.516 0.549 0.764 upperarm 0.469 0.085 0.478 0.469 0.474 0.71 waist Weighted Avg. 0.563 0.073 0.565 0.563 0.563 0.774 === Confusion Matrix === a b c d e f g <-- classified as 195 38 32 7 27 31 48 | a = chest 63 229 41 1 3 5 33 | b = forearm 23 37 248 11 19 17 23 | c = head 14 7 12 257 48 16 23 | d = shin 29 14 16 48 185 43 42 | e = thigh 38 8 21 24 67 194 24 | f = upperarm 51 51 28 14 31 25 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1503 56.975 % Incorrectly Classified Instances 1135 43.025 % Kappa statistic 0.498 Mean absolute error 0.1263 Root mean squared error 0.3307 Relative absolute error 51.5824 % Root relative squared error 94.5067 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.503 0.086 0.495 0.503 0.499 0.737 chest 0.643 0.073 0.592 0.643 0.616 0.819 forearm 0.651 0.058 0.653 0.651 0.652 0.824 head 0.657 0.055 0.666 0.657 0.661 0.827 shin 0.508 0.072 0.541 0.508 0.524 0.742 thigh 0.556 0.08 0.537 0.556 0.546 0.772 upperarm 0.472 0.078 0.501 0.472 0.486 0.734 waist Weighted Avg. 0.57 0.072 0.569 0.57 0.569 0.779 === Confusion Matrix === a b c d e f g <-- classified as 190 51 24 13 16 44 40 | a = chest 45 241 34 4 8 8 35 | b = forearm 23 37 246 6 20 13 33 | c = head 16 9 15 247 41 29 19 | d = shin 22 14 23 47 192 58 22 | e = thigh 42 9 12 26 50 209 28 | f = upperarm 46 46 23 28 28 28 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1493 56.5959 % Incorrectly Classified Instances 1145 43.4041 % Kappa statistic 0.4936 Mean absolute error 0.1282 Root mean squared error 0.3343 Relative absolute error 52.36 % Root relative squared error 95.5311 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.423 0.081 0.465 0.423 0.443 0.712 chest 0.631 0.077 0.576 0.631 0.602 0.801 forearm 0.638 0.07 0.603 0.638 0.62 0.797 head 0.671 0.046 0.711 0.671 0.69 0.834 shin 0.538 0.092 0.495 0.538 0.516 0.751 thigh 0.56 0.054 0.634 0.56 0.594 0.778 upperarm 0.501 0.087 0.491 0.501 0.496 0.72 waist Weighted Avg. 0.566 0.072 0.568 0.566 0.566 0.77 === Confusion Matrix === a b c d e f g <-- classified as 160 67 25 13 31 32 50 | a = chest 43 236 39 7 4 10 35 | b = forearm 24 35 241 5 24 8 41 | c = head 17 8 16 253 53 14 16 | d = shin 26 10 34 42 203 34 28 | e = thigh 32 9 15 21 63 211 26 | f = upperarm 42 45 30 15 32 24 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1435 54.4179 % Incorrectly Classified Instances 1202 45.5821 % Kappa statistic 0.4682 Mean absolute error 0.1331 Root mean squared error 0.34 Relative absolute error 54.3471 % Root relative squared error 97.1689 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.542 0.097 0.482 0.542 0.511 0.75 chest 0.594 0.068 0.592 0.594 0.593 0.785 forearm 0.615 0.068 0.601 0.615 0.608 0.79 head 0.65 0.059 0.648 0.65 0.649 0.822 shin 0.456 0.069 0.524 0.456 0.488 0.73 thigh 0.536 0.083 0.519 0.536 0.527 0.777 upperarm 0.416 0.088 0.441 0.416 0.428 0.691 waist Weighted Avg. 0.544 0.076 0.544 0.544 0.543 0.764 === Confusion Matrix === a b c d e f g <-- classified as 205 34 21 6 25 42 45 | a = chest 57 222 39 1 9 10 36 | b = forearm 25 45 232 11 18 19 27 | c = head 14 6 11 245 40 33 28 | d = shin 28 13 25 53 172 51 35 | e = thigh 52 8 19 30 38 202 28 | f = upperarm 44 47 39 32 26 32 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1506 57.1104 % Incorrectly Classified Instances 1131 42.8896 % Kappa statistic 0.4996 Mean absolute error 0.1274 Root mean squared error 0.3322 Relative absolute error 52.0336 % Root relative squared error 94.9406 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.083 0.514 0.524 0.519 0.748 chest 0.644 0.068 0.612 0.644 0.628 0.801 forearm 0.634 0.066 0.616 0.634 0.625 0.805 head 0.695 0.065 0.639 0.695 0.666 0.839 shin 0.467 0.077 0.501 0.467 0.484 0.726 thigh 0.546 0.063 0.592 0.546 0.568 0.773 upperarm 0.488 0.078 0.51 0.488 0.499 0.72 waist Weighted Avg. 0.571 0.071 0.569 0.571 0.57 0.773 === Confusion Matrix === a b c d e f g <-- classified as 198 51 24 14 18 36 37 | a = chest 39 241 40 8 8 9 29 | b = forearm 19 37 239 13 24 9 36 | c = head 10 6 15 262 47 23 14 | d = shin 35 7 24 59 176 45 31 | e = thigh 34 11 15 33 48 206 30 | f = upperarm 50 41 31 21 30 20 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1492 56.5794 % Incorrectly Classified Instances 1145 43.4206 % Kappa statistic 0.4934 Mean absolute error 0.1282 Root mean squared error 0.3342 Relative absolute error 52.3418 % Root relative squared error 95.5104 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.083 0.521 0.537 0.529 0.755 chest 0.612 0.065 0.611 0.612 0.611 0.802 forearm 0.66 0.061 0.645 0.66 0.653 0.827 head 0.674 0.053 0.681 0.674 0.677 0.837 shin 0.499 0.093 0.472 0.499 0.485 0.736 thigh 0.512 0.074 0.536 0.512 0.524 0.749 upperarm 0.467 0.079 0.496 0.467 0.481 0.703 waist Weighted Avg. 0.566 0.072 0.566 0.566 0.566 0.773 === Confusion Matrix === a b c d e f g <-- classified as 203 45 18 9 22 45 36 | a = chest 46 229 45 6 9 9 30 | b = forearm 17 30 249 15 20 15 31 | c = head 12 5 9 254 53 19 25 | d = shin 28 13 19 42 188 55 32 | e = thigh 43 8 10 31 67 193 25 | f = upperarm 41 45 36 16 39 24 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1433 54.3421 % Incorrectly Classified Instances 1204 45.6579 % Kappa statistic 0.4673 Mean absolute error 0.1334 Root mean squared error 0.34 Relative absolute error 54.453 % Root relative squared error 97.1733 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.492 0.093 0.469 0.492 0.48 0.728 chest 0.565 0.07 0.571 0.565 0.568 0.765 forearm 0.615 0.064 0.615 0.615 0.615 0.818 head 0.692 0.054 0.683 0.692 0.688 0.837 shin 0.472 0.085 0.482 0.472 0.477 0.729 thigh 0.52 0.076 0.533 0.52 0.526 0.759 upperarm 0.447 0.091 0.45 0.447 0.449 0.706 waist Weighted Avg. 0.543 0.076 0.543 0.543 0.543 0.763 === Confusion Matrix === a b c d e f g <-- classified as 186 45 31 7 26 39 44 | a = chest 53 212 43 5 6 7 49 | b = forearm 30 32 232 12 22 19 30 | c = head 14 6 10 261 46 17 23 | d = shin 37 8 18 50 178 60 26 | e = thigh 35 15 21 21 56 196 33 | f = upperarm 42 53 22 26 35 30 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1443 54.7213 % Incorrectly Classified Instances 1194 45.2787 % Kappa statistic 0.4717 Mean absolute error 0.1324 Root mean squared error 0.3396 Relative absolute error 54.0693 % Root relative squared error 97.0346 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.085 0.505 0.521 0.513 0.74 chest 0.581 0.073 0.571 0.581 0.576 0.795 forearm 0.618 0.072 0.59 0.618 0.604 0.804 head 0.698 0.061 0.658 0.698 0.677 0.841 shin 0.462 0.084 0.479 0.462 0.47 0.727 thigh 0.528 0.076 0.536 0.528 0.532 0.753 upperarm 0.423 0.078 0.473 0.423 0.447 0.694 waist Weighted Avg. 0.547 0.075 0.545 0.547 0.546 0.765 === Confusion Matrix === a b c d e f g <-- classified as 197 45 26 14 16 43 37 | a = chest 53 218 43 5 12 10 34 | b = forearm 25 43 233 10 20 14 32 | c = head 13 5 12 263 47 22 15 | d = shin 20 14 31 57 174 53 28 | e = thigh 34 17 19 21 56 199 31 | f = upperarm 48 40 31 30 38 30 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1507 57.1483 % Incorrectly Classified Instances 1130 42.8517 % Kappa statistic 0.5001 Mean absolute error 0.1265 Root mean squared error 0.3329 Relative absolute error 51.6635 % Root relative squared error 95.1319 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.081 0.507 0.495 0.501 0.735 chest 0.616 0.063 0.619 0.616 0.618 0.795 forearm 0.656 0.062 0.641 0.656 0.648 0.82 head 0.714 0.06 0.666 0.714 0.689 0.846 shin 0.469 0.072 0.522 0.469 0.494 0.725 thigh 0.601 0.075 0.572 0.601 0.586 0.78 upperarm 0.449 0.089 0.457 0.449 0.453 0.696 waist Weighted Avg. 0.571 0.071 0.569 0.571 0.57 0.771 === Confusion Matrix === a b c d e f g <-- classified as 187 37 23 13 22 43 53 | a = chest 48 231 35 6 5 11 39 | b = forearm 25 35 248 8 19 14 29 | c = head 10 5 10 269 43 19 21 | d = shin 25 9 19 56 177 58 33 | e = thigh 28 9 14 30 43 226 26 | f = upperarm 46 47 38 22 30 24 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1466 55.5935 % Incorrectly Classified Instances 1171 44.4065 % Kappa statistic 0.4819 Mean absolute error 0.1317 Root mean squared error 0.3388 Relative absolute error 53.7801 % Root relative squared error 96.8276 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.569 0.092 0.509 0.569 0.538 0.766 chest 0.587 0.065 0.601 0.587 0.594 0.786 forearm 0.614 0.065 0.614 0.614 0.614 0.797 head 0.655 0.054 0.668 0.655 0.661 0.826 shin 0.483 0.085 0.485 0.483 0.484 0.74 thigh 0.553 0.069 0.57 0.553 0.561 0.756 upperarm 0.431 0.088 0.449 0.431 0.44 0.695 waist Weighted Avg. 0.556 0.074 0.557 0.556 0.556 0.767 === Confusion Matrix === a b c d e f g <-- classified as 215 47 18 8 14 32 44 | a = chest 44 220 37 4 12 8 50 | b = forearm 22 41 232 9 27 15 32 | c = head 8 7 11 247 54 32 18 | d = shin 29 13 27 53 182 49 24 | e = thigh 34 5 19 24 55 208 31 | f = upperarm 70 33 34 25 31 21 162 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1446 54.8143 % Incorrectly Classified Instances 1192 45.1857 % Kappa statistic 0.4728 Mean absolute error 0.1334 Root mean squared error 0.341 Relative absolute error 54.491 % Root relative squared error 97.4487 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.481 0.089 0.475 0.481 0.478 0.718 chest 0.557 0.068 0.574 0.557 0.566 0.78 forearm 0.643 0.067 0.617 0.643 0.63 0.799 head 0.684 0.063 0.645 0.684 0.664 0.833 shin 0.493 0.082 0.5 0.493 0.497 0.72 thigh 0.562 0.073 0.561 0.562 0.562 0.763 upperarm 0.415 0.084 0.45 0.415 0.432 0.692 waist Weighted Avg. 0.548 0.075 0.546 0.548 0.547 0.758 === Confusion Matrix === a b c d e f g <-- classified as 182 47 21 9 25 41 53 | a = chest 47 209 42 11 11 7 48 | b = forearm 25 38 243 12 24 11 25 | c = head 15 7 14 258 42 26 15 | d = shin 26 7 20 57 186 50 31 | e = thigh 44 12 17 27 46 212 19 | f = upperarm 44 44 37 26 38 31 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1449 54.928 % Incorrectly Classified Instances 1189 45.072 % Kappa statistic 0.4741 Mean absolute error 0.132 Root mean squared error 0.3397 Relative absolute error 53.9081 % Root relative squared error 97.0885 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.096 0.482 0.537 0.508 0.741 chest 0.568 0.057 0.623 0.568 0.594 0.801 forearm 0.601 0.059 0.629 0.601 0.614 0.781 head 0.671 0.061 0.647 0.671 0.659 0.832 shin 0.479 0.09 0.47 0.479 0.474 0.714 thigh 0.545 0.08 0.53 0.545 0.537 0.755 upperarm 0.444 0.081 0.476 0.444 0.459 0.712 waist Weighted Avg. 0.549 0.075 0.551 0.549 0.55 0.762 === Confusion Matrix === a b c d e f g <-- classified as 203 38 17 19 26 36 39 | a = chest 62 213 27 5 9 12 47 | b = forearm 39 33 227 10 19 20 30 | c = head 14 3 7 253 56 24 20 | d = shin 24 8 29 55 181 56 25 | e = thigh 29 7 17 32 63 205 23 | f = upperarm 50 40 37 17 31 34 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1467 55.6103 % Incorrectly Classified Instances 1171 44.3897 % Kappa statistic 0.4821 Mean absolute error 0.131 Root mean squared error 0.337 Relative absolute error 53.4855 % Root relative squared error 96.3081 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.088 0.488 0.5 0.494 0.723 chest 0.608 0.076 0.571 0.608 0.589 0.795 forearm 0.616 0.06 0.631 0.616 0.624 0.803 head 0.69 0.053 0.684 0.69 0.687 0.836 shin 0.467 0.08 0.492 0.467 0.479 0.715 thigh 0.572 0.067 0.587 0.572 0.58 0.783 upperarm 0.44 0.094 0.438 0.44 0.439 0.712 waist Weighted Avg. 0.556 0.074 0.556 0.556 0.556 0.767 === Confusion Matrix === a b c d e f g <-- classified as 189 47 17 12 17 38 58 | a = chest 46 228 36 8 9 12 36 | b = forearm 36 49 233 6 27 8 19 | c = head 12 6 9 260 44 19 27 | d = shin 19 16 20 51 176 52 43 | e = thigh 35 6 12 26 52 215 30 | f = upperarm 50 47 42 17 33 22 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1483 56.2381 % Incorrectly Classified Instances 1154 43.7619 % Kappa statistic 0.4894 Mean absolute error 0.1293 Root mean squared error 0.3347 Relative absolute error 52.8082 % Root relative squared error 95.6576 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.091 0.496 0.537 0.516 0.752 chest 0.624 0.064 0.617 0.624 0.621 0.799 forearm 0.671 0.071 0.611 0.671 0.64 0.812 head 0.666 0.052 0.68 0.666 0.673 0.833 shin 0.485 0.085 0.489 0.485 0.487 0.729 thigh 0.54 0.065 0.582 0.54 0.56 0.779 upperarm 0.414 0.083 0.455 0.414 0.433 0.69 waist Weighted Avg. 0.562 0.073 0.561 0.562 0.561 0.77 === Confusion Matrix === a b c d e f g <-- classified as 203 40 19 7 21 43 45 | a = chest 43 234 53 1 6 7 31 | b = forearm 27 32 253 11 9 14 31 | c = head 14 5 12 251 52 17 26 | d = shin 31 8 30 51 183 39 35 | e = thigh 38 10 18 24 64 203 19 | f = upperarm 53 50 29 24 39 26 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1466 55.5935 % Incorrectly Classified Instances 1171 44.4065 % Kappa statistic 0.4819 Mean absolute error 0.1311 Root mean squared error 0.3378 Relative absolute error 53.5285 % Root relative squared error 96.5216 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.54 0.087 0.51 0.54 0.524 0.739 chest 0.549 0.067 0.577 0.549 0.563 0.765 forearm 0.629 0.061 0.632 0.629 0.63 0.801 head 0.716 0.057 0.678 0.716 0.697 0.852 shin 0.467 0.076 0.506 0.467 0.486 0.723 thigh 0.543 0.073 0.553 0.543 0.548 0.769 upperarm 0.448 0.098 0.433 0.448 0.441 0.713 waist Weighted Avg. 0.556 0.074 0.556 0.556 0.555 0.766 === Confusion Matrix === a b c d e f g <-- classified as 204 33 20 11 26 36 48 | a = chest 49 206 32 6 13 10 59 | b = forearm 28 33 237 11 15 10 43 | c = head 11 10 13 270 38 19 16 | d = shin 24 13 25 54 176 55 30 | e = thigh 36 14 12 32 53 204 25 | f = upperarm 48 48 36 14 27 35 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1519 57.6033 % Incorrectly Classified Instances 1118 42.3967 % Kappa statistic 0.5054 Mean absolute error 0.1244 Root mean squared error 0.3281 Relative absolute error 50.8119 % Root relative squared error 93.7567 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.503 0.089 0.487 0.503 0.495 0.737 chest 0.597 0.067 0.597 0.597 0.597 0.781 forearm 0.653 0.069 0.61 0.653 0.631 0.819 head 0.707 0.047 0.713 0.707 0.71 0.853 shin 0.504 0.07 0.544 0.504 0.523 0.763 thigh 0.576 0.071 0.574 0.576 0.575 0.771 upperarm 0.493 0.081 0.504 0.493 0.499 0.747 waist Weighted Avg. 0.576 0.071 0.576 0.576 0.576 0.782 === Confusion Matrix === a b c d e f g <-- classified as 190 58 29 12 10 38 41 | a = chest 52 224 47 4 8 8 32 | b = forearm 24 33 246 10 24 14 26 | c = head 8 0 14 266 43 23 22 | d = shin 23 12 20 44 190 50 38 | e = thigh 45 6 16 20 49 217 24 | f = upperarm 48 42 31 17 25 28 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1432 54.3041 % Incorrectly Classified Instances 1205 45.6959 % Kappa statistic 0.4669 Mean absolute error 0.134 Root mean squared error 0.3415 Relative absolute error 54.7264 % Root relative squared error 97.5916 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.094 0.463 0.484 0.473 0.714 chest 0.594 0.07 0.583 0.594 0.588 0.797 forearm 0.597 0.064 0.61 0.597 0.603 0.783 head 0.663 0.057 0.661 0.663 0.662 0.828 shin 0.493 0.096 0.462 0.493 0.477 0.713 thigh 0.546 0.064 0.587 0.546 0.566 0.779 upperarm 0.424 0.088 0.444 0.424 0.434 0.687 waist Weighted Avg. 0.543 0.076 0.544 0.543 0.543 0.758 === Confusion Matrix === a b c d e f g <-- classified as 183 55 19 13 27 29 52 | a = chest 46 222 40 6 10 9 41 | b = forearm 37 34 225 16 21 11 33 | c = head 11 11 9 250 57 19 20 | d = shin 25 10 16 57 186 52 31 | e = thigh 29 10 17 24 68 206 23 | f = upperarm 64 39 43 12 34 25 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1474 55.8969 % Incorrectly Classified Instances 1163 44.1031 % Kappa statistic 0.4855 Mean absolute error 0.1299 Root mean squared error 0.3355 Relative absolute error 53.0532 % Root relative squared error 95.8753 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.497 0.095 0.468 0.497 0.482 0.733 chest 0.602 0.072 0.581 0.602 0.591 0.791 forearm 0.645 0.07 0.604 0.645 0.624 0.826 head 0.679 0.053 0.683 0.679 0.681 0.84 shin 0.472 0.081 0.493 0.472 0.482 0.737 thigh 0.573 0.064 0.598 0.573 0.585 0.777 upperarm 0.446 0.08 0.481 0.446 0.463 0.706 waist Weighted Avg. 0.559 0.074 0.558 0.559 0.558 0.773 === Confusion Matrix === a b c d e f g <-- classified as 188 43 33 13 19 34 48 | a = chest 45 225 48 6 5 6 39 | b = forearm 27 44 243 8 24 6 25 | c = head 19 9 6 256 42 31 14 | d = shin 27 12 22 57 178 41 40 | e = thigh 41 10 18 18 59 216 15 | f = upperarm 55 44 32 17 34 27 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1453 55.1005 % Incorrectly Classified Instances 1184 44.8995 % Kappa statistic 0.4762 Mean absolute error 0.1329 Root mean squared error 0.3398 Relative absolute error 54.2509 % Root relative squared error 97.0979 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.519 0.097 0.472 0.519 0.494 0.731 chest 0.604 0.068 0.596 0.604 0.6 0.789 forearm 0.643 0.059 0.646 0.643 0.645 0.813 head 0.634 0.05 0.677 0.634 0.655 0.816 shin 0.501 0.084 0.499 0.501 0.5 0.734 thigh 0.517 0.073 0.54 0.517 0.528 0.758 upperarm 0.439 0.092 0.441 0.439 0.44 0.714 waist Weighted Avg. 0.551 0.075 0.553 0.551 0.552 0.765 === Confusion Matrix === a b c d e f g <-- classified as 196 53 20 11 25 30 43 | a = chest 53 226 25 7 10 7 46 | b = forearm 27 28 243 12 13 14 41 | c = head 22 3 15 239 44 32 22 | d = shin 25 13 19 43 189 64 24 | e = thigh 37 8 18 20 66 195 33 | f = upperarm 55 48 36 21 32 19 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1491 56.5415 % Incorrectly Classified Instances 1146 43.4585 % Kappa statistic 0.493 Mean absolute error 0.1292 Root mean squared error 0.3338 Relative absolute error 52.7659 % Root relative squared error 95.3788 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.087 0.473 0.466 0.469 0.706 chest 0.615 0.069 0.596 0.615 0.605 0.8 forearm 0.653 0.058 0.652 0.653 0.653 0.819 head 0.695 0.058 0.668 0.695 0.681 0.845 shin 0.472 0.082 0.489 0.472 0.48 0.72 thigh 0.592 0.068 0.592 0.592 0.592 0.784 upperarm 0.465 0.085 0.477 0.465 0.471 0.725 waist Weighted Avg. 0.565 0.072 0.564 0.565 0.564 0.771 === Confusion Matrix === a b c d e f g <-- classified as 176 50 27 11 27 32 55 | a = chest 48 230 41 4 4 6 41 | b = forearm 23 35 247 8 23 10 32 | c = head 8 7 8 262 55 21 16 | d = shin 23 13 19 60 178 56 28 | e = thigh 40 12 9 26 47 223 20 | f = upperarm 54 39 28 21 30 29 175 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1517 57.5057 % Incorrectly Classified Instances 1121 42.4943 % Kappa statistic 0.5042 Mean absolute error 0.1264 Root mean squared error 0.3313 Relative absolute error 51.6113 % Root relative squared error 94.6849 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.09 0.491 0.521 0.506 0.741 chest 0.621 0.066 0.608 0.621 0.615 0.791 forearm 0.635 0.059 0.642 0.635 0.638 0.812 head 0.724 0.053 0.695 0.724 0.709 0.85 shin 0.525 0.069 0.561 0.525 0.542 0.751 thigh 0.57 0.067 0.586 0.57 0.578 0.772 upperarm 0.428 0.091 0.439 0.428 0.433 0.681 waist Weighted Avg. 0.575 0.071 0.575 0.575 0.575 0.771 === Confusion Matrix === a b c d e f g <-- classified as 197 48 22 10 11 37 53 | a = chest 42 233 43 8 7 10 32 | b = forearm 33 34 240 9 20 9 33 | c = head 11 6 13 273 33 15 26 | d = shin 21 6 18 53 198 55 26 | e = thigh 36 6 3 25 56 215 36 | f = upperarm 61 50 35 15 28 26 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1505 57.0508 % Incorrectly Classified Instances 1133 42.9492 % Kappa statistic 0.4989 Mean absolute error 0.1268 Root mean squared error 0.3334 Relative absolute error 51.792 % Root relative squared error 95.2684 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.529 0.087 0.505 0.529 0.517 0.74 chest 0.618 0.066 0.606 0.618 0.612 0.803 forearm 0.622 0.063 0.622 0.622 0.622 0.805 head 0.663 0.054 0.674 0.663 0.668 0.836 shin 0.499 0.08 0.508 0.499 0.503 0.726 thigh 0.613 0.067 0.605 0.613 0.609 0.795 upperarm 0.451 0.084 0.472 0.451 0.461 0.706 waist Weighted Avg. 0.571 0.072 0.57 0.571 0.57 0.773 === Confusion Matrix === a b c d e f g <-- classified as 200 43 31 11 18 31 44 | a = chest 40 231 39 5 7 9 43 | b = forearm 34 32 235 9 22 12 34 | c = head 11 7 6 250 60 29 14 | d = shin 28 12 19 51 188 51 28 | e = thigh 36 11 10 27 35 231 27 | f = upperarm 47 45 38 18 40 19 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1462 55.4208 % Incorrectly Classified Instances 1176 44.5792 % Kappa statistic 0.4799 Mean absolute error 0.1307 Root mean squared error 0.3375 Relative absolute error 53.3854 % Root relative squared error 96.4353 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.087 0.501 0.521 0.511 0.741 chest 0.607 0.068 0.596 0.607 0.601 0.787 forearm 0.627 0.07 0.598 0.627 0.612 0.804 head 0.676 0.055 0.673 0.676 0.675 0.826 shin 0.488 0.078 0.511 0.488 0.499 0.751 thigh 0.56 0.068 0.58 0.56 0.57 0.792 upperarm 0.401 0.095 0.414 0.401 0.407 0.685 waist Weighted Avg. 0.554 0.074 0.553 0.554 0.554 0.769 === Confusion Matrix === a b c d e f g <-- classified as 197 48 22 7 21 33 50 | a = chest 43 227 47 5 14 5 33 | b = forearm 25 36 237 8 26 10 36 | c = head 15 5 15 255 38 28 21 | d = shin 19 8 12 64 184 51 39 | e = thigh 38 11 14 17 51 211 35 | f = upperarm 56 46 49 23 26 26 151 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1474 55.8969 % Incorrectly Classified Instances 1163 44.1031 % Kappa statistic 0.4855 Mean absolute error 0.1299 Root mean squared error 0.3376 Relative absolute error 53.0374 % Root relative squared error 96.4731 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.096 0.467 0.5 0.483 0.731 chest 0.631 0.063 0.623 0.631 0.627 0.807 forearm 0.629 0.067 0.611 0.629 0.62 0.798 head 0.663 0.059 0.651 0.663 0.657 0.839 shin 0.485 0.085 0.488 0.485 0.487 0.732 thigh 0.565 0.067 0.585 0.565 0.575 0.776 upperarm 0.44 0.078 0.485 0.44 0.462 0.7 waist Weighted Avg. 0.559 0.074 0.558 0.559 0.558 0.769 === Confusion Matrix === a b c d e f g <-- classified as 189 44 32 13 24 35 41 | a = chest 48 236 35 6 8 5 36 | b = forearm 27 28 237 11 26 18 30 | c = head 17 11 10 250 51 24 14 | d = shin 28 13 18 58 183 50 27 | e = thigh 36 8 14 27 51 213 28 | f = upperarm 60 39 42 19 32 19 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1465 55.5556 % Incorrectly Classified Instances 1172 44.4444 % Kappa statistic 0.4815 Mean absolute error 0.1308 Root mean squared error 0.3372 Relative absolute error 53.4161 % Root relative squared error 96.3556 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.542 0.088 0.507 0.542 0.524 0.763 chest 0.674 0.075 0.599 0.674 0.634 0.813 forearm 0.589 0.065 0.603 0.589 0.596 0.786 head 0.692 0.058 0.664 0.692 0.678 0.844 shin 0.454 0.081 0.482 0.454 0.467 0.722 thigh 0.499 0.064 0.566 0.499 0.53 0.746 upperarm 0.44 0.088 0.456 0.44 0.448 0.708 waist Weighted Avg. 0.556 0.074 0.554 0.556 0.554 0.769 === Confusion Matrix === a b c d e f g <-- classified as 205 56 23 9 21 29 35 | a = chest 35 252 35 9 3 5 35 | b = forearm 29 47 222 10 15 17 37 | c = head 12 7 11 261 43 21 22 | d = shin 30 10 20 63 171 50 33 | e = thigh 41 6 22 25 59 188 36 | f = upperarm 52 43 35 16 43 22 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1456 55.2143 % Incorrectly Classified Instances 1181 44.7857 % Kappa statistic 0.4775 Mean absolute error 0.1313 Root mean squared error 0.338 Relative absolute error 53.5944 % Root relative squared error 96.6001 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.471 0.098 0.445 0.471 0.458 0.717 chest 0.576 0.067 0.587 0.576 0.581 0.795 forearm 0.692 0.064 0.643 0.692 0.667 0.827 head 0.687 0.046 0.712 0.687 0.699 0.84 shin 0.485 0.087 0.482 0.485 0.483 0.712 thigh 0.516 0.073 0.542 0.516 0.529 0.753 upperarm 0.438 0.087 0.457 0.438 0.447 0.71 waist Weighted Avg. 0.552 0.075 0.552 0.552 0.552 0.765 === Confusion Matrix === a b c d e f g <-- classified as 178 47 23 10 25 44 51 | a = chest 56 216 40 4 8 6 45 | b = forearm 27 21 261 5 20 11 32 | c = head 14 11 7 259 47 29 10 | d = shin 25 8 28 51 183 49 33 | e = thigh 45 10 21 19 62 194 25 | f = upperarm 55 55 26 16 35 25 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1473 55.8589 % Incorrectly Classified Instances 1164 44.1411 % Kappa statistic 0.485 Mean absolute error 0.129 Root mean squared error 0.336 Relative absolute error 52.6919 % Root relative squared error 96.0187 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.085 0.485 0.476 0.481 0.725 chest 0.637 0.067 0.611 0.637 0.624 0.804 forearm 0.581 0.062 0.61 0.581 0.595 0.79 head 0.66 0.056 0.662 0.66 0.661 0.829 shin 0.525 0.084 0.512 0.525 0.518 0.747 thigh 0.545 0.075 0.548 0.545 0.547 0.778 upperarm 0.485 0.087 0.483 0.485 0.484 0.725 waist Weighted Avg. 0.559 0.074 0.559 0.559 0.559 0.771 === Confusion Matrix === a b c d e f g <-- classified as 180 46 22 9 19 49 53 | a = chest 49 239 29 4 3 8 43 | b = forearm 30 45 219 15 18 15 35 | c = head 20 3 14 249 42 33 16 | d = shin 24 6 23 53 198 49 24 | e = thigh 35 6 17 28 60 205 25 | f = upperarm 33 46 35 18 47 15 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1453 55.1005 % Incorrectly Classified Instances 1184 44.8995 % Kappa statistic 0.4762 Mean absolute error 0.1325 Root mean squared error 0.3414 Relative absolute error 54.1137 % Root relative squared error 97.5537 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.487 0.085 0.491 0.487 0.489 0.737 chest 0.613 0.075 0.575 0.613 0.594 0.785 forearm 0.594 0.059 0.627 0.594 0.61 0.782 head 0.7 0.057 0.673 0.7 0.687 0.834 shin 0.487 0.093 0.467 0.487 0.477 0.725 thigh 0.566 0.069 0.577 0.566 0.572 0.773 upperarm 0.41 0.087 0.44 0.41 0.424 0.676 waist Weighted Avg. 0.551 0.075 0.55 0.551 0.55 0.759 === Confusion Matrix === a b c d e f g <-- classified as 184 54 25 14 22 33 46 | a = chest 48 230 36 5 14 7 35 | b = forearm 26 48 224 15 26 6 32 | c = head 9 4 10 264 53 18 19 | d = shin 25 13 18 50 184 52 36 | e = thigh 28 10 15 22 60 213 28 | f = upperarm 55 41 29 22 35 40 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1405 53.2802 % Incorrectly Classified Instances 1232 46.7198 % Kappa statistic 0.4549 Mean absolute error 0.1361 Root mean squared error 0.3441 Relative absolute error 55.5614 % Root relative squared error 98.329 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.418 0.097 0.42 0.418 0.419 0.699 chest 0.576 0.075 0.56 0.576 0.568 0.779 forearm 0.677 0.061 0.65 0.677 0.663 0.829 head 0.695 0.061 0.655 0.695 0.674 0.83 shin 0.44 0.085 0.462 0.44 0.451 0.716 thigh 0.492 0.072 0.533 0.492 0.512 0.754 upperarm 0.431 0.094 0.432 0.431 0.431 0.699 waist Weighted Avg. 0.533 0.078 0.53 0.533 0.531 0.758 === Confusion Matrix === a b c d e f g <-- classified as 158 55 23 15 35 41 51 | a = chest 54 216 38 7 5 2 53 | b = forearm 29 32 256 8 17 9 27 | c = head 12 7 4 262 44 25 23 | d = shin 27 8 26 58 166 60 32 | e = thigh 42 11 21 31 59 185 27 | f = upperarm 54 57 26 19 33 25 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1498 56.807 % Incorrectly Classified Instances 1139 43.193 % Kappa statistic 0.4961 Mean absolute error 0.1274 Root mean squared error 0.3324 Relative absolute error 52.0401 % Root relative squared error 95.0032 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.519 0.085 0.505 0.519 0.512 0.743 chest 0.619 0.08 0.562 0.619 0.589 0.793 forearm 0.611 0.048 0.681 0.611 0.644 0.808 head 0.686 0.048 0.703 0.686 0.694 0.847 shin 0.507 0.089 0.486 0.507 0.496 0.733 thigh 0.568 0.065 0.594 0.568 0.581 0.775 upperarm 0.468 0.089 0.467 0.468 0.467 0.711 waist Weighted Avg. 0.568 0.072 0.571 0.568 0.569 0.773 === Confusion Matrix === a b c d e f g <-- classified as 196 53 20 14 17 37 41 | a = chest 46 232 23 8 15 10 41 | b = forearm 24 43 231 12 18 10 40 | c = head 16 10 6 258 53 15 18 | d = shin 30 12 22 37 191 51 34 | e = thigh 35 20 5 16 60 214 27 | f = upperarm 41 43 32 22 39 23 176 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1458 55.2691 % Incorrectly Classified Instances 1180 44.7309 % Kappa statistic 0.4781 Mean absolute error 0.131 Root mean squared error 0.3379 Relative absolute error 53.5009 % Root relative squared error 96.5641 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.447 0.088 0.458 0.447 0.452 0.708 chest 0.603 0.062 0.617 0.603 0.61 0.804 forearm 0.615 0.07 0.595 0.615 0.605 0.788 head 0.69 0.064 0.642 0.69 0.665 0.843 shin 0.477 0.074 0.519 0.477 0.497 0.731 thigh 0.581 0.073 0.57 0.581 0.576 0.784 upperarm 0.456 0.091 0.456 0.456 0.456 0.696 waist Weighted Avg. 0.553 0.075 0.551 0.553 0.552 0.765 === Confusion Matrix === a b c d e f g <-- classified as 169 49 35 19 20 34 52 | a = chest 55 226 34 7 6 7 40 | b = forearm 18 35 232 14 19 16 43 | c = head 9 7 8 260 53 22 18 | d = shin 25 7 18 58 180 62 27 | e = thigh 38 8 15 24 48 219 25 | f = upperarm 55 34 48 23 21 24 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1462 55.4208 % Incorrectly Classified Instances 1176 44.5792 % Kappa statistic 0.4799 Mean absolute error 0.1319 Root mean squared error 0.3393 Relative absolute error 53.8654 % Root relative squared error 96.9612 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.516 0.09 0.489 0.516 0.502 0.742 chest 0.581 0.072 0.572 0.581 0.577 0.774 forearm 0.663 0.066 0.627 0.663 0.644 0.806 head 0.666 0.055 0.668 0.666 0.667 0.831 shin 0.467 0.079 0.497 0.467 0.482 0.717 thigh 0.562 0.071 0.568 0.562 0.565 0.769 upperarm 0.424 0.087 0.449 0.424 0.437 0.706 waist Weighted Avg. 0.554 0.074 0.553 0.554 0.553 0.764 === Confusion Matrix === a b c d e f g <-- classified as 195 48 23 12 19 37 44 | a = chest 56 218 39 7 8 4 43 | b = forearm 19 45 250 6 20 8 29 | c = head 15 4 13 251 48 28 18 | d = shin 24 10 28 54 176 53 32 | e = thigh 35 8 14 24 54 212 30 | f = upperarm 55 48 32 22 29 31 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1457 55.2312 % Incorrectly Classified Instances 1181 44.7688 % Kappa statistic 0.4777 Mean absolute error 0.131 Root mean squared error 0.3389 Relative absolute error 53.4983 % Root relative squared error 96.8383 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.097 0.463 0.5 0.481 0.724 chest 0.611 0.075 0.575 0.611 0.592 0.796 forearm 0.615 0.065 0.611 0.615 0.613 0.797 head 0.679 0.05 0.692 0.679 0.685 0.824 shin 0.448 0.075 0.499 0.448 0.472 0.741 thigh 0.549 0.071 0.563 0.549 0.556 0.763 upperarm 0.464 0.088 0.467 0.464 0.465 0.703 waist Weighted Avg. 0.552 0.075 0.553 0.552 0.552 0.764 === Confusion Matrix === a b c d e f g <-- classified as 189 55 18 8 26 31 51 | a = chest 56 229 36 3 5 12 34 | b = forearm 32 40 232 5 18 14 36 | c = head 19 8 15 256 41 23 15 | d = shin 20 13 26 59 169 54 36 | e = thigh 50 5 14 25 48 207 28 | f = upperarm 42 48 39 14 32 27 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1423 53.9628 % Incorrectly Classified Instances 1214 46.0372 % Kappa statistic 0.4629 Mean absolute error 0.1352 Root mean squared error 0.3439 Relative absolute error 55.1979 % Root relative squared error 98.2656 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.54 0.094 0.49 0.54 0.514 0.751 chest 0.612 0.066 0.604 0.612 0.608 0.79 forearm 0.573 0.058 0.624 0.573 0.598 0.772 head 0.642 0.059 0.645 0.642 0.644 0.818 shin 0.443 0.084 0.469 0.443 0.456 0.704 thigh 0.531 0.087 0.505 0.531 0.517 0.748 upperarm 0.438 0.09 0.447 0.438 0.442 0.702 waist Weighted Avg. 0.54 0.077 0.541 0.54 0.54 0.755 === Confusion Matrix === a b c d e f g <-- classified as 204 37 26 8 19 41 43 | a = chest 53 229 35 4 8 9 36 | b = forearm 27 38 216 16 25 19 36 | c = head 9 8 9 242 47 34 28 | d = shin 27 11 20 61 167 59 32 | e = thigh 45 6 10 19 68 200 29 | f = upperarm 51 50 30 25 22 34 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1490 56.5036 % Incorrectly Classified Instances 1147 43.4964 % Kappa statistic 0.4925 Mean absolute error 0.1288 Root mean squared error 0.3358 Relative absolute error 52.581 % Root relative squared error 95.9541 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.479 0.079 0.503 0.479 0.491 0.709 chest 0.631 0.068 0.605 0.631 0.618 0.814 forearm 0.639 0.065 0.62 0.639 0.629 0.809 head 0.682 0.055 0.673 0.682 0.677 0.84 shin 0.517 0.091 0.488 0.517 0.502 0.736 thigh 0.578 0.07 0.58 0.578 0.579 0.785 upperarm 0.43 0.079 0.476 0.43 0.452 0.691 waist Weighted Avg. 0.565 0.073 0.563 0.565 0.564 0.769 === Confusion Matrix === a b c d e f g <-- classified as 181 44 24 20 28 29 52 | a = chest 45 236 30 7 10 10 36 | b = forearm 22 41 241 9 26 15 23 | c = head 8 8 7 257 55 27 15 | d = shin 25 10 20 44 195 54 29 | e = thigh 27 9 20 25 55 218 23 | f = upperarm 52 42 47 20 31 23 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1528 57.9446 % Incorrectly Classified Instances 1109 42.0554 % Kappa statistic 0.5094 Mean absolute error 0.1248 Root mean squared error 0.3281 Relative absolute error 50.9505 % Root relative squared error 93.7513 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.452 0.077 0.497 0.452 0.474 0.731 chest 0.615 0.071 0.59 0.615 0.602 0.799 forearm 0.659 0.06 0.647 0.659 0.653 0.819 head 0.698 0.054 0.685 0.698 0.691 0.849 shin 0.541 0.08 0.53 0.541 0.535 0.758 thigh 0.597 0.066 0.6 0.597 0.598 0.783 upperarm 0.495 0.083 0.497 0.495 0.496 0.721 waist Weighted Avg. 0.579 0.07 0.578 0.579 0.578 0.78 === Confusion Matrix === a b c d e f g <-- classified as 171 63 24 10 25 38 47 | a = chest 41 230 39 4 5 6 49 | b = forearm 28 31 249 6 18 16 30 | c = head 10 7 5 263 60 18 14 | d = shin 14 7 17 59 204 54 22 | e = thigh 38 13 15 18 42 225 26 | f = upperarm 42 39 36 24 31 18 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1483 56.2381 % Incorrectly Classified Instances 1154 43.7619 % Kappa statistic 0.4894 Mean absolute error 0.1287 Root mean squared error 0.3353 Relative absolute error 52.5715 % Root relative squared error 95.8251 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.479 0.098 0.45 0.479 0.464 0.721 chest 0.639 0.073 0.592 0.639 0.614 0.794 forearm 0.653 0.054 0.668 0.653 0.66 0.818 head 0.655 0.05 0.684 0.655 0.669 0.836 shin 0.505 0.078 0.519 0.505 0.512 0.742 thigh 0.561 0.065 0.591 0.561 0.576 0.765 upperarm 0.444 0.092 0.445 0.444 0.445 0.701 waist Weighted Avg. 0.562 0.073 0.564 0.562 0.563 0.768 === Confusion Matrix === a b c d e f g <-- classified as 181 54 14 7 30 34 58 | a = chest 41 239 39 11 7 4 33 | b = forearm 19 42 247 9 16 8 37 | c = head 19 8 15 247 52 17 19 | d = shin 26 10 14 50 191 57 30 | e = thigh 53 9 11 15 46 211 31 | f = upperarm 63 42 30 22 26 26 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1454 55.1384 % Incorrectly Classified Instances 1183 44.8616 % Kappa statistic 0.4766 Mean absolute error 0.1321 Root mean squared error 0.3378 Relative absolute error 53.934 % Root relative squared error 96.5258 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.479 0.099 0.448 0.479 0.463 0.722 chest 0.592 0.076 0.565 0.592 0.578 0.794 forearm 0.664 0.059 0.654 0.664 0.659 0.823 head 0.655 0.061 0.643 0.655 0.649 0.823 shin 0.483 0.079 0.506 0.483 0.494 0.739 thigh 0.524 0.074 0.54 0.524 0.532 0.758 upperarm 0.463 0.077 0.501 0.463 0.481 0.712 waist Weighted Avg. 0.551 0.075 0.551 0.551 0.551 0.767 === Confusion Matrix === a b c d e f g <-- classified as 181 63 19 19 18 37 41 | a = chest 66 222 29 9 4 12 33 | b = forearm 22 40 251 12 20 12 21 | c = head 15 7 8 247 54 27 19 | d = shin 31 13 29 46 182 50 26 | e = thigh 43 10 16 36 41 197 33 | f = upperarm 46 38 32 15 41 30 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1432 54.3041 % Incorrectly Classified Instances 1205 45.6959 % Kappa statistic 0.4669 Mean absolute error 0.1333 Root mean squared error 0.3406 Relative absolute error 54.4332 % Root relative squared error 97.333 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.508 0.092 0.48 0.508 0.494 0.73 chest 0.611 0.071 0.587 0.611 0.599 0.803 forearm 0.579 0.065 0.6 0.579 0.59 0.799 head 0.647 0.056 0.658 0.647 0.652 0.834 shin 0.472 0.085 0.48 0.472 0.476 0.73 thigh 0.548 0.076 0.546 0.548 0.547 0.762 upperarm 0.436 0.088 0.452 0.436 0.444 0.705 waist Weighted Avg. 0.543 0.076 0.543 0.543 0.543 0.766 === Confusion Matrix === a b c d e f g <-- classified as 192 47 29 15 26 32 37 | a = chest 50 229 32 3 10 9 42 | b = forearm 24 41 219 11 29 16 38 | c = head 15 9 12 244 54 22 21 | d = shin 22 13 23 46 178 62 33 | e = thigh 43 6 20 32 41 206 28 | f = upperarm 54 45 30 20 33 30 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1485 56.314 % Incorrectly Classified Instances 1152 43.686 % Kappa statistic 0.4903 Mean absolute error 0.1298 Root mean squared error 0.3357 Relative absolute error 52.9954 % Root relative squared error 95.9329 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.497 0.081 0.508 0.497 0.503 0.744 chest 0.627 0.076 0.576 0.627 0.6 0.8 forearm 0.622 0.055 0.653 0.622 0.637 0.808 head 0.723 0.055 0.687 0.723 0.705 0.85 shin 0.48 0.085 0.485 0.48 0.483 0.721 thigh 0.561 0.069 0.575 0.561 0.568 0.766 upperarm 0.432 0.088 0.449 0.432 0.441 0.694 waist Weighted Avg. 0.563 0.073 0.562 0.563 0.562 0.769 === Confusion Matrix === a b c d e f g <-- classified as 188 53 17 19 18 40 43 | a = chest 35 235 37 4 11 10 43 | b = forearm 24 47 235 7 24 10 31 | c = head 11 4 9 272 48 16 16 | d = shin 27 11 18 50 181 56 34 | e = thigh 37 15 7 21 52 211 33 | f = upperarm 48 43 37 23 39 24 163 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1454 55.1175 % Incorrectly Classified Instances 1184 44.8825 % Kappa statistic 0.4764 Mean absolute error 0.1318 Root mean squared error 0.34 Relative absolute error 53.805 % Root relative squared error 97.1745 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.087 0.49 0.5 0.495 0.732 chest 0.603 0.07 0.587 0.603 0.595 0.783 forearm 0.611 0.068 0.602 0.611 0.606 0.79 head 0.686 0.061 0.653 0.686 0.669 0.836 shin 0.477 0.08 0.497 0.477 0.487 0.729 thigh 0.504 0.07 0.546 0.504 0.524 0.746 upperarm 0.477 0.088 0.476 0.477 0.477 0.728 waist Weighted Avg. 0.551 0.075 0.55 0.551 0.55 0.763 === Confusion Matrix === a b c d e f g <-- classified as 189 46 27 12 17 41 46 | a = chest 46 226 45 7 8 4 39 | b = forearm 28 41 231 8 29 11 30 | c = head 14 6 11 258 39 29 19 | d = shin 26 10 19 59 180 46 37 | e = thigh 37 10 18 37 58 190 27 | f = upperarm 46 46 33 14 31 27 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1456 55.1933 % Incorrectly Classified Instances 1182 44.8067 % Kappa statistic 0.4773 Mean absolute error 0.1321 Root mean squared error 0.3397 Relative absolute error 53.9518 % Root relative squared error 97.0755 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.468 0.088 0.472 0.468 0.47 0.724 chest 0.64 0.075 0.587 0.64 0.612 0.81 forearm 0.663 0.062 0.641 0.663 0.652 0.813 head 0.676 0.055 0.673 0.676 0.675 0.838 shin 0.499 0.08 0.509 0.499 0.504 0.745 thigh 0.528 0.074 0.544 0.528 0.536 0.746 upperarm 0.39 0.09 0.42 0.39 0.404 0.671 waist Weighted Avg. 0.552 0.075 0.549 0.552 0.55 0.764 === Confusion Matrix === a b c d e f g <-- classified as 177 62 28 10 17 32 52 | a = chest 38 240 38 5 6 5 43 | b = forearm 23 32 250 10 23 12 27 | c = head 14 6 9 255 40 25 28 | d = shin 27 8 21 48 188 60 25 | e = thigh 48 10 13 25 54 199 28 | f = upperarm 48 51 31 26 41 33 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1515 57.4299 % Incorrectly Classified Instances 1123 42.5701 % Kappa statistic 0.5033 Mean absolute error 0.1255 Root mean squared error 0.3307 Relative absolute error 51.2328 % Root relative squared error 94.5122 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.529 0.087 0.505 0.529 0.517 0.743 chest 0.603 0.061 0.619 0.603 0.611 0.794 forearm 0.684 0.069 0.622 0.684 0.652 0.824 head 0.682 0.05 0.696 0.682 0.689 0.841 shin 0.466 0.083 0.485 0.466 0.475 0.714 thigh 0.582 0.07 0.581 0.582 0.582 0.797 upperarm 0.475 0.077 0.507 0.475 0.49 0.725 waist Weighted Avg. 0.574 0.071 0.574 0.574 0.574 0.777 === Confusion Matrix === a b c d e f g <-- classified as 200 44 21 9 28 32 44 | a = chest 51 226 44 4 11 6 33 | b = forearm 20 30 258 9 25 13 22 | c = head 11 6 17 257 43 23 20 | d = shin 32 8 22 48 176 61 31 | e = thigh 40 4 11 25 53 219 24 | f = upperarm 42 47 42 17 27 23 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1461 55.4039 % Incorrectly Classified Instances 1176 44.5961 % Kappa statistic 0.4797 Mean absolute error 0.1312 Root mean squared error 0.3401 Relative absolute error 53.5877 % Root relative squared error 97.1869 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.091 0.494 0.532 0.512 0.737 chest 0.595 0.063 0.611 0.595 0.603 0.798 forearm 0.568 0.065 0.591 0.568 0.579 0.787 head 0.676 0.059 0.656 0.676 0.666 0.839 shin 0.52 0.088 0.495 0.52 0.507 0.735 thigh 0.564 0.069 0.575 0.564 0.569 0.758 upperarm 0.424 0.084 0.458 0.424 0.441 0.701 waist Weighted Avg. 0.554 0.074 0.554 0.554 0.554 0.765 === Confusion Matrix === a b c d e f g <-- classified as 201 38 24 12 24 35 44 | a = chest 46 223 39 10 10 5 42 | b = forearm 27 42 214 15 27 19 33 | c = head 10 4 13 255 50 32 13 | d = shin 23 11 19 56 196 41 31 | e = thigh 38 5 14 24 57 212 26 | f = upperarm 62 42 39 17 32 25 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1454 55.1384 % Incorrectly Classified Instances 1183 44.8616 % Kappa statistic 0.4766 Mean absolute error 0.1312 Root mean squared error 0.339 Relative absolute error 53.5916 % Root relative squared error 96.8773 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.489 0.083 0.496 0.489 0.493 0.734 chest 0.621 0.077 0.572 0.621 0.596 0.796 forearm 0.634 0.066 0.616 0.634 0.625 0.813 head 0.639 0.048 0.691 0.639 0.664 0.828 shin 0.464 0.086 0.474 0.464 0.469 0.708 thigh 0.556 0.076 0.55 0.556 0.553 0.763 upperarm 0.456 0.088 0.464 0.456 0.46 0.71 waist Weighted Avg. 0.551 0.075 0.552 0.551 0.551 0.764 === Confusion Matrix === a b c d e f g <-- classified as 185 59 29 5 20 36 44 | a = chest 37 233 44 4 8 6 43 | b = forearm 27 33 239 7 23 22 26 | c = head 15 10 11 241 53 23 24 | d = shin 17 16 16 56 175 60 37 | e = thigh 40 8 19 20 55 209 25 | f = upperarm 52 48 30 16 35 24 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1496 56.7311 % Incorrectly Classified Instances 1141 43.2689 % Kappa statistic 0.4952 Mean absolute error 0.127 Root mean squared error 0.3317 Relative absolute error 51.8603 % Root relative squared error 94.78 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.092 0.488 0.521 0.504 0.738 chest 0.619 0.068 0.601 0.619 0.61 0.803 forearm 0.637 0.069 0.606 0.637 0.621 0.802 head 0.634 0.051 0.675 0.634 0.654 0.818 shin 0.536 0.075 0.544 0.536 0.54 0.761 thigh 0.588 0.066 0.596 0.588 0.592 0.791 upperarm 0.438 0.084 0.465 0.438 0.451 0.706 waist Weighted Avg. 0.567 0.072 0.568 0.567 0.567 0.774 === Confusion Matrix === a b c d e f g <-- classified as 197 44 25 10 21 34 47 | a = chest 52 232 35 2 14 7 33 | b = forearm 24 43 240 11 18 6 35 | c = head 16 8 12 239 50 27 25 | d = shin 21 8 29 44 202 49 24 | e = thigh 42 9 15 27 36 221 26 | f = upperarm 52 42 40 21 30 27 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1453 55.1005 % Incorrectly Classified Instances 1184 44.8995 % Kappa statistic 0.4762 Mean absolute error 0.1317 Root mean squared error 0.34 Relative absolute error 53.7734 % Root relative squared error 97.1518 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.085 0.499 0.505 0.502 0.742 chest 0.612 0.065 0.609 0.612 0.611 0.797 forearm 0.611 0.065 0.613 0.611 0.612 0.791 head 0.708 0.055 0.683 0.708 0.695 0.851 shin 0.43 0.087 0.453 0.43 0.441 0.68 thigh 0.554 0.072 0.563 0.554 0.559 0.771 upperarm 0.436 0.096 0.43 0.436 0.433 0.685 waist Weighted Avg. 0.551 0.075 0.55 0.551 0.55 0.76 === Confusion Matrix === a b c d e f g <-- classified as 191 43 23 8 21 46 46 | a = chest 42 229 35 8 9 2 49 | b = forearm 20 48 231 12 16 14 37 | c = head 16 6 4 267 51 17 16 | d = shin 34 5 29 53 162 58 36 | e = thigh 36 5 12 25 57 209 33 | f = upperarm 44 40 43 18 42 25 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1448 54.9109 % Incorrectly Classified Instances 1189 45.0891 % Kappa statistic 0.474 Mean absolute error 0.1314 Root mean squared error 0.3388 Relative absolute error 53.6527 % Root relative squared error 96.8093 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.511 0.102 0.455 0.511 0.481 0.728 chest 0.559 0.065 0.589 0.559 0.573 0.793 forearm 0.619 0.058 0.643 0.619 0.631 0.804 head 0.671 0.053 0.68 0.671 0.676 0.828 shin 0.467 0.082 0.486 0.467 0.476 0.734 thigh 0.56 0.071 0.567 0.56 0.563 0.767 upperarm 0.457 0.096 0.443 0.457 0.45 0.713 waist Weighted Avg. 0.549 0.075 0.552 0.549 0.55 0.767 === Confusion Matrix === a b c d e f g <-- classified as 193 47 23 11 19 31 54 | a = chest 53 209 43 7 7 10 45 | b = forearm 27 29 234 11 24 12 41 | c = head 10 3 7 253 51 26 27 | d = shin 36 12 19 45 176 60 29 | e = thigh 41 5 15 28 57 211 20 | f = upperarm 64 50 23 17 28 22 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1437 54.4937 % Incorrectly Classified Instances 1200 45.5063 % Kappa statistic 0.4691 Mean absolute error 0.1349 Root mean squared error 0.3435 Relative absolute error 55.0668 % Root relative squared error 98.1524 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.097 0.454 0.484 0.469 0.721 chest 0.615 0.067 0.602 0.615 0.608 0.795 forearm 0.595 0.059 0.628 0.595 0.611 0.788 head 0.639 0.059 0.643 0.639 0.641 0.816 shin 0.477 0.085 0.484 0.477 0.481 0.726 thigh 0.536 0.07 0.56 0.536 0.547 0.753 upperarm 0.468 0.093 0.456 0.468 0.462 0.712 waist Weighted Avg. 0.545 0.076 0.547 0.545 0.546 0.759 === Confusion Matrix === a b c d e f g <-- classified as 183 41 30 13 25 39 47 | a = chest 44 230 28 7 12 5 48 | b = forearm 34 45 225 14 17 9 34 | c = head 15 5 11 241 55 28 22 | d = shin 29 9 19 57 180 55 28 | e = thigh 37 9 15 30 53 202 31 | f = upperarm 61 43 30 13 30 23 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1437 54.4937 % Incorrectly Classified Instances 1200 45.5063 % Kappa statistic 0.4691 Mean absolute error 0.133 Root mean squared error 0.3403 Relative absolute error 54.3148 % Root relative squared error 97.2603 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.094 0.494 0.548 0.519 0.751 chest 0.561 0.07 0.571 0.561 0.566 0.77 forearm 0.603 0.068 0.598 0.603 0.601 0.796 head 0.66 0.058 0.657 0.66 0.659 0.84 shin 0.483 0.081 0.5 0.483 0.491 0.742 thigh 0.515 0.071 0.546 0.515 0.53 0.759 upperarm 0.444 0.09 0.45 0.444 0.447 0.698 waist Weighted Avg. 0.545 0.076 0.545 0.545 0.545 0.765 === Confusion Matrix === a b c d e f g <-- classified as 207 46 20 11 18 34 42 | a = chest 50 210 48 8 7 9 42 | b = forearm 31 39 228 7 19 14 40 | c = head 14 11 9 249 54 20 20 | d = shin 26 14 21 52 182 53 29 | e = thigh 48 15 14 23 52 194 31 | f = upperarm 43 33 41 29 32 31 167 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1483 56.2168 % Incorrectly Classified Instances 1155 43.7832 % Kappa statistic 0.4892 Mean absolute error 0.129 Root mean squared error 0.3354 Relative absolute error 52.6568 % Root relative squared error 95.8596 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.095 0.478 0.521 0.499 0.729 chest 0.58 0.069 0.58 0.58 0.58 0.783 forearm 0.63 0.063 0.626 0.63 0.628 0.794 head 0.708 0.053 0.692 0.708 0.7 0.845 shin 0.523 0.079 0.524 0.523 0.523 0.761 thigh 0.52 0.07 0.552 0.52 0.536 0.747 upperarm 0.454 0.081 0.482 0.454 0.467 0.714 waist Weighted Avg. 0.562 0.073 0.562 0.562 0.562 0.768 === Confusion Matrix === a b c d e f g <-- classified as 197 53 13 9 17 39 50 | a = chest 50 217 49 4 9 6 39 | b = forearm 31 39 238 13 18 12 27 | c = head 11 4 13 267 49 26 7 | d = shin 27 9 23 43 197 47 31 | e = thigh 41 8 12 37 53 196 30 | f = upperarm 55 44 32 13 33 29 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1443 54.7005 % Incorrectly Classified Instances 1195 45.2995 % Kappa statistic 0.4715 Mean absolute error 0.1317 Root mean squared error 0.3382 Relative absolute error 53.78 % Root relative squared error 96.6612 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.096 0.477 0.521 0.498 0.761 chest 0.6 0.065 0.603 0.6 0.602 0.801 forearm 0.653 0.062 0.636 0.653 0.644 0.825 head 0.671 0.061 0.645 0.671 0.658 0.824 shin 0.485 0.088 0.478 0.485 0.482 0.751 thigh 0.493 0.065 0.56 0.493 0.525 0.758 upperarm 0.406 0.091 0.427 0.406 0.416 0.691 waist Weighted Avg. 0.547 0.076 0.547 0.547 0.546 0.773 === Confusion Matrix === a b c d e f g <-- classified as 197 45 24 14 30 31 37 | a = chest 45 225 37 6 12 6 44 | b = forearm 26 31 246 11 14 11 38 | c = head 14 2 10 253 46 25 27 | d = shin 21 12 19 71 183 43 28 | e = thigh 42 15 20 19 64 186 31 | f = upperarm 68 43 31 18 34 30 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1492 56.558 % Incorrectly Classified Instances 1146 43.442 % Kappa statistic 0.4932 Mean absolute error 0.1276 Root mean squared error 0.3315 Relative absolute error 52.1118 % Root relative squared error 94.7226 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.542 0.096 0.487 0.542 0.513 0.753 chest 0.611 0.066 0.604 0.611 0.607 0.812 forearm 0.623 0.061 0.628 0.623 0.626 0.793 head 0.621 0.039 0.724 0.621 0.669 0.826 shin 0.493 0.079 0.511 0.493 0.502 0.746 thigh 0.584 0.078 0.556 0.584 0.569 0.783 upperarm 0.485 0.088 0.48 0.485 0.483 0.733 waist Weighted Avg. 0.566 0.072 0.57 0.566 0.567 0.778 === Confusion Matrix === a b c d e f g <-- classified as 205 39 17 12 20 41 44 | a = chest 53 229 35 3 5 7 43 | b = forearm 30 35 235 5 22 21 29 | c = head 13 6 16 234 57 29 22 | d = shin 29 5 30 42 186 53 32 | e = thigh 39 12 17 11 50 220 28 | f = upperarm 52 53 24 16 24 25 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1498 56.807 % Incorrectly Classified Instances 1139 43.193 % Kappa statistic 0.4961 Mean absolute error 0.1283 Root mean squared error 0.3331 Relative absolute error 52.4079 % Root relative squared error 95.1781 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.511 0.093 0.479 0.511 0.494 0.726 chest 0.627 0.07 0.596 0.627 0.611 0.802 forearm 0.642 0.071 0.602 0.642 0.621 0.812 head 0.657 0.055 0.664 0.657 0.66 0.827 shin 0.472 0.075 0.511 0.472 0.491 0.743 thigh 0.599 0.064 0.611 0.599 0.605 0.786 upperarm 0.469 0.076 0.509 0.469 0.488 0.707 waist Weighted Avg. 0.568 0.072 0.567 0.568 0.567 0.772 === Confusion Matrix === a b c d e f g <-- classified as 193 55 36 5 20 34 35 | a = chest 40 235 41 8 6 7 38 | b = forearm 30 36 242 9 19 12 29 | c = head 19 7 14 247 47 20 22 | d = shin 23 11 28 60 178 52 25 | e = thigh 42 5 13 25 44 226 22 | f = upperarm 56 45 28 18 34 19 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1502 56.9587 % Incorrectly Classified Instances 1135 43.0413 % Kappa statistic 0.4979 Mean absolute error 0.1271 Root mean squared error 0.3309 Relative absolute error 51.8878 % Root relative squared error 94.5643 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.083 0.49 0.476 0.483 0.735 chest 0.653 0.075 0.59 0.653 0.62 0.813 forearm 0.642 0.063 0.629 0.642 0.635 0.811 head 0.708 0.061 0.661 0.708 0.684 0.839 shin 0.464 0.073 0.515 0.464 0.488 0.733 thigh 0.578 0.062 0.607 0.578 0.592 0.788 upperarm 0.465 0.085 0.477 0.465 0.471 0.704 waist Weighted Avg. 0.57 0.072 0.567 0.57 0.568 0.775 === Confusion Matrix === a b c d e f g <-- classified as 180 50 34 16 15 32 51 | a = chest 46 245 29 8 15 5 27 | b = forearm 26 34 242 12 19 13 31 | c = head 13 7 6 267 42 20 22 | d = shin 28 13 22 54 175 52 33 | e = thigh 28 9 18 27 49 218 28 | f = upperarm 46 57 34 20 25 19 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1469 55.7072 % Incorrectly Classified Instances 1168 44.2928 % Kappa statistic 0.4832 Mean absolute error 0.1301 Root mean squared error 0.3373 Relative absolute error 53.1133 % Root relative squared error 96.3872 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.091 0.495 0.534 0.514 0.741 chest 0.595 0.067 0.596 0.595 0.595 0.788 forearm 0.615 0.069 0.599 0.615 0.607 0.804 head 0.687 0.054 0.678 0.687 0.682 0.834 shin 0.456 0.078 0.493 0.456 0.474 0.72 thigh 0.544 0.067 0.574 0.544 0.559 0.761 upperarm 0.468 0.09 0.463 0.468 0.466 0.728 waist Weighted Avg. 0.557 0.074 0.557 0.557 0.557 0.768 === Confusion Matrix === a b c d e f g <-- classified as 202 42 27 10 18 32 47 | a = chest 42 223 40 4 11 10 45 | b = forearm 24 45 232 11 13 10 42 | c = head 17 5 9 259 48 20 19 | d = shin 30 11 27 53 172 54 30 | e = thigh 35 9 13 31 63 205 21 | f = upperarm 58 39 39 14 24 26 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1464 55.5176 % Incorrectly Classified Instances 1173 44.4824 % Kappa statistic 0.481 Mean absolute error 0.1307 Root mean squared error 0.3387 Relative absolute error 53.361 % Root relative squared error 96.7869 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.092 0.5 0.548 0.523 0.741 chest 0.603 0.075 0.572 0.603 0.587 0.782 forearm 0.619 0.067 0.606 0.619 0.613 0.796 head 0.679 0.051 0.688 0.679 0.684 0.839 shin 0.451 0.078 0.491 0.451 0.47 0.69 thigh 0.543 0.067 0.573 0.543 0.557 0.767 upperarm 0.444 0.089 0.454 0.444 0.449 0.717 waist Weighted Avg. 0.555 0.074 0.555 0.555 0.555 0.762 === Confusion Matrix === a b c d e f g <-- classified as 207 38 25 8 19 37 44 | a = chest 40 226 39 6 11 6 47 | b = forearm 28 48 234 6 21 10 31 | c = head 9 10 9 256 47 23 23 | d = shin 33 16 23 43 170 57 35 | e = thigh 56 5 17 29 44 204 21 | f = upperarm 41 52 39 24 34 19 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1497 56.7691 % Incorrectly Classified Instances 1140 43.2309 % Kappa statistic 0.4956 Mean absolute error 0.1271 Root mean squared error 0.3314 Relative absolute error 51.9164 % Root relative squared error 94.7031 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.089 0.487 0.505 0.496 0.743 chest 0.602 0.058 0.632 0.602 0.616 0.808 forearm 0.614 0.067 0.606 0.614 0.61 0.796 head 0.687 0.046 0.712 0.687 0.699 0.859 shin 0.553 0.081 0.532 0.553 0.542 0.757 thigh 0.612 0.08 0.561 0.612 0.585 0.795 upperarm 0.402 0.083 0.445 0.402 0.422 0.692 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.567 0.778 === Confusion Matrix === a b c d e f g <-- classified as 191 44 26 7 24 44 42 | a = chest 40 225 36 4 11 10 48 | b = forearm 31 32 232 11 24 15 33 | c = head 13 9 15 259 46 22 13 | d = shin 22 9 14 44 209 52 28 | e = thigh 34 6 20 15 47 230 24 | f = upperarm 61 31 40 24 32 37 151 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1455 55.1763 % Incorrectly Classified Instances 1182 44.8237 % Kappa statistic 0.4771 Mean absolute error 0.1318 Root mean squared error 0.3398 Relative absolute error 53.8331 % Root relative squared error 97.1055 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.09 0.473 0.484 0.478 0.728 chest 0.636 0.066 0.615 0.636 0.625 0.803 forearm 0.571 0.057 0.626 0.571 0.598 0.775 head 0.668 0.071 0.612 0.668 0.639 0.826 shin 0.459 0.08 0.489 0.459 0.473 0.712 thigh 0.569 0.064 0.596 0.569 0.582 0.779 upperarm 0.475 0.095 0.455 0.475 0.465 0.728 waist Weighted Avg. 0.552 0.075 0.552 0.552 0.551 0.764 === Confusion Matrix === a b c d e f g <-- classified as 183 48 23 15 20 28 61 | a = chest 52 238 32 4 6 7 35 | b = forearm 21 39 216 19 21 17 45 | c = head 16 7 8 252 47 19 28 | d = shin 29 10 28 64 173 46 27 | e = thigh 44 2 9 37 52 214 18 | f = upperarm 42 43 29 21 35 28 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1369 51.9151 % Incorrectly Classified Instances 1268 48.0849 % Kappa statistic 0.439 Mean absolute error 0.1401 Root mean squared error 0.3511 Relative absolute error 57.2101 % Root relative squared error 100.3419 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.101 0.436 0.466 0.45 0.71 chest 0.527 0.076 0.532 0.527 0.53 0.766 forearm 0.627 0.066 0.616 0.627 0.621 0.801 head 0.66 0.055 0.666 0.66 0.663 0.837 shin 0.491 0.104 0.44 0.491 0.464 0.707 thigh 0.495 0.073 0.531 0.495 0.512 0.743 upperarm 0.369 0.086 0.416 0.369 0.391 0.666 waist Weighted Avg. 0.519 0.08 0.52 0.519 0.519 0.747 === Confusion Matrix === a b c d e f g <-- classified as 176 61 18 7 29 37 50 | a = chest 62 197 49 5 12 8 41 | b = forearm 24 41 237 7 25 15 29 | c = head 12 6 11 249 54 26 19 | d = shin 26 14 22 54 185 50 26 | e = thigh 40 11 12 33 64 186 30 | f = upperarm 64 40 36 19 51 28 139 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1436 54.4352 % Incorrectly Classified Instances 1202 45.5648 % Kappa statistic 0.4684 Mean absolute error 0.1335 Root mean squared error 0.3411 Relative absolute error 54.5016 % Root relative squared error 97.4733 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.463 0.092 0.458 0.463 0.461 0.712 chest 0.592 0.08 0.551 0.592 0.571 0.789 forearm 0.589 0.063 0.608 0.589 0.598 0.786 head 0.679 0.06 0.655 0.679 0.667 0.837 shin 0.499 0.083 0.501 0.499 0.5 0.743 thigh 0.557 0.068 0.577 0.557 0.567 0.784 upperarm 0.432 0.086 0.455 0.432 0.444 0.681 waist Weighted Avg. 0.544 0.076 0.544 0.544 0.544 0.762 === Confusion Matrix === a b c d e f g <-- classified as 175 53 30 9 26 37 48 | a = chest 50 222 41 5 7 5 45 | b = forearm 24 45 222 10 24 10 42 | c = head 12 7 12 256 48 26 16 | d = shin 21 18 15 61 188 49 25 | e = thigh 46 9 16 22 55 210 19 | f = upperarm 54 49 29 28 27 27 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1495 56.6717 % Incorrectly Classified Instances 1143 43.3283 % Kappa statistic 0.4945 Mean absolute error 0.1272 Root mean squared error 0.3314 Relative absolute error 51.9373 % Root relative squared error 94.7021 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.526 0.087 0.503 0.526 0.514 0.74 chest 0.621 0.072 0.587 0.621 0.604 0.814 forearm 0.645 0.065 0.623 0.645 0.634 0.813 head 0.692 0.059 0.661 0.692 0.676 0.841 shin 0.477 0.073 0.52 0.477 0.498 0.74 thigh 0.578 0.068 0.588 0.578 0.583 0.784 upperarm 0.427 0.08 0.469 0.427 0.447 0.701 waist Weighted Avg. 0.567 0.072 0.564 0.567 0.565 0.776 === Confusion Matrix === a b c d e f g <-- classified as 199 48 30 9 23 30 39 | a = chest 56 233 29 3 6 5 43 | b = forearm 22 43 243 10 23 9 27 | c = head 8 6 10 261 47 19 26 | d = shin 21 10 25 61 180 57 23 | e = thigh 46 12 13 24 40 218 24 | f = upperarm 44 45 40 27 27 33 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1445 54.7763 % Incorrectly Classified Instances 1193 45.2237 % Kappa statistic 0.4724 Mean absolute error 0.1324 Root mean squared error 0.3396 Relative absolute error 54.0593 % Root relative squared error 97.044 % Total Number of Instances 2638 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.468 0.095 0.453 0.468 0.46 0.716 chest 0.549 0.062 0.595 0.549 0.571 0.769 forearm 0.65 0.063 0.631 0.65 0.641 0.809 head 0.676 0.055 0.671 0.676 0.674 0.832 shin 0.467 0.084 0.48 0.467 0.473 0.723 thigh 0.565 0.07 0.573 0.565 0.569 0.802 upperarm 0.459 0.098 0.439 0.459 0.449 0.709 waist Weighted Avg. 0.548 0.075 0.549 0.548 0.548 0.766 === Confusion Matrix === a b c d e f g <-- classified as 177 53 21 17 24 37 49 | a = chest 59 206 38 6 9 13 44 | b = forearm 22 30 245 10 24 11 35 | c = head 14 6 12 255 49 19 22 | d = shin 28 4 19 53 176 55 42 | e = thigh 40 8 15 21 51 213 29 | f = upperarm 51 39 38 18 34 24 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1449 54.9488 % Incorrectly Classified Instances 1188 45.0512 % Kappa statistic 0.4744 Mean absolute error 0.1321 Root mean squared error 0.3398 Relative absolute error 53.9244 % Root relative squared error 97.0991 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.1 0.461 0.513 0.486 0.734 chest 0.596 0.077 0.562 0.596 0.578 0.793 forearm 0.587 0.063 0.61 0.587 0.598 0.785 head 0.686 0.053 0.683 0.686 0.684 0.851 shin 0.512 0.087 0.495 0.512 0.503 0.729 thigh 0.544 0.065 0.581 0.544 0.562 0.762 upperarm 0.408 0.08 0.461 0.408 0.433 0.697 waist Weighted Avg. 0.549 0.075 0.55 0.549 0.549 0.764 === Confusion Matrix === a b c d e f g <-- classified as 194 43 24 8 25 37 47 | a = chest 54 223 38 6 11 7 35 | b = forearm 32 42 222 10 26 11 35 | c = head 12 9 6 258 54 22 15 | d = shin 30 10 20 52 193 52 20 | e = thigh 36 16 17 29 46 205 28 | f = upperarm 63 54 37 15 35 19 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1415 53.6595 % Incorrectly Classified Instances 1222 46.3405 % Kappa statistic 0.4594 Mean absolute error 0.1363 Root mean squared error 0.3443 Relative absolute error 55.66 % Root relative squared error 98.3914 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.08 0.493 0.466 0.479 0.713 chest 0.564 0.078 0.544 0.564 0.554 0.785 forearm 0.611 0.066 0.609 0.611 0.61 0.793 head 0.679 0.056 0.668 0.679 0.674 0.838 shin 0.454 0.085 0.47 0.454 0.462 0.697 thigh 0.54 0.082 0.523 0.54 0.531 0.755 upperarm 0.443 0.093 0.442 0.443 0.442 0.698 waist Weighted Avg. 0.537 0.077 0.536 0.537 0.536 0.754 === Confusion Matrix === a b c d e f g <-- classified as 176 46 22 17 28 45 44 | a = chest 57 211 37 11 6 8 44 | b = forearm 21 47 231 8 17 18 36 | c = head 11 5 13 256 49 26 17 | d = shin 21 10 27 52 171 53 43 | e = thigh 32 17 13 22 62 203 27 | f = upperarm 39 52 36 17 31 35 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1435 54.4179 % Incorrectly Classified Instances 1202 45.5821 % Kappa statistic 0.4682 Mean absolute error 0.1336 Root mean squared error 0.3421 Relative absolute error 54.562 % Root relative squared error 97.7708 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.089 0.477 0.484 0.48 0.725 chest 0.599 0.076 0.566 0.599 0.582 0.783 forearm 0.63 0.064 0.623 0.63 0.626 0.797 head 0.668 0.051 0.685 0.668 0.677 0.844 shin 0.448 0.083 0.473 0.448 0.46 0.727 thigh 0.553 0.083 0.527 0.553 0.54 0.758 upperarm 0.427 0.086 0.454 0.427 0.44 0.693 waist Weighted Avg. 0.544 0.076 0.543 0.544 0.544 0.761 === Confusion Matrix === a b c d e f g <-- classified as 183 53 25 11 26 39 41 | a = chest 51 224 45 9 7 7 31 | b = forearm 23 44 238 7 18 11 37 | c = head 17 4 9 252 42 27 26 | d = shin 24 11 21 49 169 72 31 | e = thigh 38 8 16 22 56 208 28 | f = upperarm 48 52 28 18 39 31 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1456 55.2143 % Incorrectly Classified Instances 1181 44.7857 % Kappa statistic 0.4775 Mean absolute error 0.132 Root mean squared error 0.3387 Relative absolute error 53.8908 % Root relative squared error 96.7863 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.094 0.458 0.476 0.467 0.712 chest 0.553 0.067 0.578 0.553 0.566 0.773 forearm 0.643 0.061 0.638 0.643 0.64 0.807 head 0.663 0.055 0.667 0.663 0.665 0.825 shin 0.503 0.083 0.504 0.503 0.503 0.742 thigh 0.59 0.073 0.574 0.59 0.582 0.789 upperarm 0.436 0.089 0.448 0.436 0.442 0.695 waist Weighted Avg. 0.552 0.075 0.552 0.552 0.552 0.763 === Confusion Matrix === a b c d e f g <-- classified as 180 41 25 12 24 42 54 | a = chest 60 207 42 2 8 7 48 | b = forearm 29 42 243 7 15 17 25 | c = head 14 10 9 250 48 22 24 | d = shin 25 13 22 52 190 48 28 | e = thigh 33 5 10 26 57 222 23 | f = upperarm 52 40 30 26 35 29 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1449 54.9488 % Incorrectly Classified Instances 1188 45.0512 % Kappa statistic 0.4744 Mean absolute error 0.1315 Root mean squared error 0.3404 Relative absolute error 53.6995 % Root relative squared error 97.2669 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.468 0.097 0.448 0.468 0.458 0.718 chest 0.619 0.076 0.573 0.619 0.595 0.801 forearm 0.619 0.067 0.608 0.619 0.613 0.793 head 0.69 0.055 0.675 0.69 0.682 0.852 shin 0.475 0.08 0.497 0.475 0.486 0.734 thigh 0.524 0.061 0.59 0.524 0.555 0.765 upperarm 0.452 0.09 0.456 0.452 0.454 0.694 waist Weighted Avg. 0.549 0.075 0.55 0.549 0.549 0.765 === Confusion Matrix === a b c d e f g <-- classified as 177 62 25 9 22 36 47 | a = chest 50 232 37 4 8 6 38 | b = forearm 30 41 234 10 28 5 30 | c = head 15 8 9 260 44 18 23 | d = shin 29 7 19 55 179 48 40 | e = thigh 45 11 20 27 51 197 25 | f = upperarm 49 44 41 20 28 24 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1441 54.6454 % Incorrectly Classified Instances 1196 45.3546 % Kappa statistic 0.4709 Mean absolute error 0.1325 Root mean squared error 0.3396 Relative absolute error 54.1152 % Root relative squared error 97.0422 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.479 0.105 0.432 0.479 0.454 0.717 chest 0.616 0.074 0.58 0.616 0.598 0.792 forearm 0.599 0.054 0.649 0.599 0.623 0.801 head 0.676 0.066 0.631 0.676 0.653 0.835 shin 0.464 0.077 0.501 0.464 0.482 0.726 thigh 0.549 0.068 0.575 0.549 0.562 0.77 upperarm 0.441 0.085 0.462 0.441 0.452 0.716 waist Weighted Avg. 0.546 0.076 0.547 0.546 0.546 0.765 === Confusion Matrix === a b c d e f g <-- classified as 181 60 21 12 25 37 42 | a = chest 62 231 32 0 3 7 40 | b = forearm 27 40 226 9 22 17 36 | c = head 13 5 7 255 50 30 17 | d = shin 32 10 18 68 175 41 33 | e = thigh 39 14 13 31 48 207 25 | f = upperarm 65 38 31 29 26 21 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1442 54.6834 % Incorrectly Classified Instances 1195 45.3166 % Kappa statistic 0.4713 Mean absolute error 0.1333 Root mean squared error 0.3404 Relative absolute error 54.4438 % Root relative squared error 97.2699 % Total Number of Instances 2637 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.474 0.097 0.45 0.474 0.461 0.714 chest 0.56 0.061 0.602 0.56 0.58 0.772 forearm 0.647 0.062 0.634 0.647 0.64 0.813 head 0.634 0.064 0.622 0.634 0.628 0.823 shin 0.491 0.085 0.489 0.491 0.49 0.738 thigh 0.56 0.073 0.563 0.56 0.561 0.778 upperarm 0.463 0.086 0.473 0.463 0.468 0.706 waist Weighted Avg. 0.547 0.076 0.547 0.547 0.547 0.763 === Confusion Matrix === a b c d e f g <-- classified as 179 42 24 20 22 43 48 | a = chest 53 210 41 7 11 14 39 | b = forearm 30 31 244 11 23 7 31 | c = head 17 7 14 239 56 26 18 | d = shin 35 9 20 53 185 47 28 | e = thigh 30 9 13 31 53 211 30 | f = upperarm 54 41 29 23 28 27 174 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 7 RUN: 0 FOLD: 0 Correctly Classified Instances 1153 43.1835 % Incorrectly Classified Instances 1517 56.8165 % Kappa statistic 0.3371 Mean absolute error 0.1645 Root mean squared error 0.3808 Relative absolute error 67.1809 % Root relative squared error 108.8313 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.109 0.393 0.424 0.408 0.691 chest 0.495 0.095 0.463 0.495 0.478 0.725 forearm 0.438 0.109 0.4 0.438 0.419 0.691 head 0.512 0.087 0.496 0.512 0.504 0.747 shin 0.382 0.09 0.414 0.382 0.397 0.679 thigh 0.457 0.08 0.489 0.457 0.472 0.707 upperarm 0.315 0.092 0.363 0.315 0.337 0.638 waist Weighted Avg. 0.432 0.095 0.431 0.432 0.431 0.697 === Confusion Matrix === a b c d e f g <-- classified as 162 53 50 16 30 34 37 | a = chest 52 188 52 15 21 19 33 | b = forearm 44 63 167 13 39 22 33 | c = head 24 17 22 195 51 32 40 | d = shin 43 20 36 68 146 34 35 | e = thigh 26 33 32 46 38 175 33 | f = upperarm 61 32 58 40 28 42 120 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1179 44.1573 % Incorrectly Classified Instances 1491 55.8427 % Kappa statistic 0.3485 Mean absolute error 0.1627 Root mean squared error 0.3784 Relative absolute error 66.4315 % Root relative squared error 108.1495 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.109 0.399 0.432 0.415 0.692 chest 0.516 0.1 0.46 0.516 0.486 0.733 forearm 0.416 0.1 0.41 0.416 0.413 0.666 head 0.483 0.078 0.507 0.483 0.495 0.743 shin 0.395 0.09 0.423 0.395 0.409 0.669 thigh 0.45 0.08 0.483 0.45 0.466 0.703 upperarm 0.399 0.093 0.415 0.399 0.407 0.688 waist Weighted Avg. 0.442 0.093 0.442 0.442 0.441 0.699 === Confusion Matrix === a b c d e f g <-- classified as 165 55 41 6 44 23 48 | a = chest 50 196 53 5 27 22 27 | b = forearm 41 53 159 27 27 28 47 | c = head 28 18 13 184 55 50 33 | d = shin 34 31 43 67 151 31 25 | e = thigh 35 31 35 45 30 172 34 | f = upperarm 61 42 44 29 23 30 152 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1200 44.9438 % Incorrectly Classified Instances 1470 55.0562 % Kappa statistic 0.3577 Mean absolute error 0.1603 Root mean squared error 0.3756 Relative absolute error 65.4399 % Root relative squared error 107.3351 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.429 0.099 0.419 0.429 0.424 0.692 chest 0.508 0.09 0.483 0.508 0.495 0.736 forearm 0.466 0.091 0.461 0.466 0.464 0.704 head 0.51 0.088 0.492 0.51 0.501 0.733 shin 0.394 0.096 0.405 0.394 0.399 0.679 thigh 0.437 0.085 0.461 0.437 0.449 0.714 upperarm 0.402 0.093 0.419 0.402 0.41 0.682 waist Weighted Avg. 0.449 0.092 0.449 0.449 0.449 0.706 === Confusion Matrix === a b c d e f g <-- classified as 164 45 49 16 30 35 43 | a = chest 49 193 45 19 14 22 38 | b = forearm 32 52 178 20 35 29 36 | c = head 22 16 17 195 70 42 20 | d = shin 44 28 25 66 150 32 36 | e = thigh 32 31 33 45 35 167 39 | f = upperarm 48 35 39 35 36 35 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1221 45.7303 % Incorrectly Classified Instances 1449 54.2697 % Kappa statistic 0.3669 Mean absolute error 0.1587 Root mean squared error 0.3729 Relative absolute error 64.8142 % Root relative squared error 106.5631 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.104 0.427 0.466 0.446 0.716 chest 0.503 0.087 0.49 0.503 0.496 0.74 forearm 0.411 0.088 0.439 0.411 0.424 0.7 head 0.503 0.083 0.504 0.503 0.503 0.739 shin 0.42 0.089 0.441 0.42 0.43 0.679 thigh 0.484 0.087 0.482 0.484 0.483 0.713 upperarm 0.415 0.096 0.419 0.415 0.417 0.676 waist Weighted Avg. 0.457 0.09 0.457 0.457 0.457 0.709 === Confusion Matrix === a b c d e f g <-- classified as 178 43 35 21 27 28 50 | a = chest 48 191 48 17 20 26 30 | b = forearm 53 52 157 18 36 26 40 | c = head 26 11 11 192 57 50 35 | d = shin 35 24 34 56 160 39 33 | e = thigh 30 26 32 45 33 185 31 | f = upperarm 47 43 41 32 30 30 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1192 44.6442 % Incorrectly Classified Instances 1478 55.3558 % Kappa statistic 0.3542 Mean absolute error 0.161 Root mean squared error 0.3747 Relative absolute error 65.7289 % Root relative squared error 107.0936 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.442 0.097 0.431 0.442 0.437 0.697 chest 0.503 0.093 0.474 0.503 0.488 0.73 forearm 0.458 0.094 0.448 0.458 0.453 0.712 head 0.495 0.082 0.503 0.495 0.499 0.72 shin 0.407 0.098 0.409 0.407 0.408 0.68 thigh 0.435 0.084 0.462 0.435 0.448 0.711 upperarm 0.386 0.097 0.397 0.386 0.391 0.666 waist Weighted Avg. 0.446 0.092 0.446 0.446 0.446 0.702 === Confusion Matrix === a b c d e f g <-- classified as 169 43 35 19 41 27 48 | a = chest 46 191 50 17 18 26 32 | b = forearm 41 46 175 19 35 34 32 | c = head 14 19 24 189 64 40 32 | d = shin 38 21 35 61 155 37 34 | e = thigh 27 32 25 48 39 166 45 | f = upperarm 57 51 47 23 27 29 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1188 44.4944 % Incorrectly Classified Instances 1482 55.5056 % Kappa statistic 0.3524 Mean absolute error 0.1626 Root mean squared error 0.3767 Relative absolute error 66.3785 % Root relative squared error 107.6604 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.099 0.44 0.466 0.452 0.686 chest 0.447 0.079 0.483 0.447 0.464 0.707 forearm 0.44 0.108 0.404 0.44 0.421 0.681 head 0.5 0.074 0.531 0.5 0.515 0.741 shin 0.383 0.094 0.404 0.383 0.394 0.668 thigh 0.471 0.093 0.459 0.471 0.465 0.708 upperarm 0.407 0.1 0.404 0.407 0.405 0.69 waist Weighted Avg. 0.445 0.093 0.446 0.445 0.445 0.697 === Confusion Matrix === a b c d e f g <-- classified as 178 46 42 15 37 19 45 | a = chest 52 170 62 14 20 29 33 | b = forearm 35 40 168 13 47 34 45 | c = head 24 14 24 191 45 46 38 | d = shin 34 21 36 56 146 51 37 | e = thigh 35 23 39 38 36 180 31 | f = upperarm 47 38 45 33 30 33 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1173 43.949 % Incorrectly Classified Instances 1496 56.051 % Kappa statistic 0.3461 Mean absolute error 0.164 Root mean squared error 0.3791 Relative absolute error 66.9642 % Root relative squared error 108.3284 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.427 0.099 0.418 0.427 0.422 0.677 chest 0.518 0.097 0.47 0.518 0.493 0.738 forearm 0.424 0.086 0.453 0.424 0.438 0.695 head 0.483 0.088 0.477 0.483 0.48 0.736 shin 0.399 0.103 0.393 0.399 0.396 0.67 thigh 0.419 0.074 0.485 0.419 0.449 0.714 upperarm 0.407 0.107 0.388 0.407 0.397 0.675 waist Weighted Avg. 0.439 0.093 0.44 0.439 0.439 0.701 === Confusion Matrix === a b c d e f g <-- classified as 163 47 37 20 43 21 51 | a = chest 47 197 35 16 22 27 36 | b = forearm 48 60 162 20 28 21 43 | c = head 18 29 22 184 58 31 39 | d = shin 33 26 34 57 152 41 38 | e = thigh 36 20 32 47 50 160 37 | f = upperarm 45 40 36 42 34 29 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1207 45.2229 % Incorrectly Classified Instances 1462 54.7771 % Kappa statistic 0.3609 Mean absolute error 0.1603 Root mean squared error 0.3762 Relative absolute error 65.4439 % Root relative squared error 107.4953 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.094 0.457 0.476 0.467 0.717 chest 0.508 0.084 0.5 0.508 0.504 0.729 forearm 0.432 0.098 0.425 0.432 0.429 0.678 head 0.486 0.085 0.487 0.486 0.486 0.735 shin 0.396 0.098 0.402 0.396 0.399 0.673 thigh 0.5 0.086 0.494 0.5 0.497 0.731 upperarm 0.367 0.094 0.395 0.367 0.381 0.647 waist Weighted Avg. 0.452 0.091 0.451 0.452 0.452 0.701 === Confusion Matrix === a b c d e f g <-- classified as 182 44 40 14 35 24 43 | a = chest 44 193 52 14 21 21 35 | b = forearm 36 54 165 23 39 27 38 | c = head 19 13 20 185 65 47 32 | d = shin 34 23 39 62 151 36 36 | e = thigh 27 25 26 45 38 191 30 | f = upperarm 56 34 46 37 27 41 140 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1173 43.949 % Incorrectly Classified Instances 1496 56.051 % Kappa statistic 0.3461 Mean absolute error 0.1636 Root mean squared error 0.3781 Relative absolute error 66.8107 % Root relative squared error 108.043 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.474 0.107 0.426 0.474 0.449 0.699 chest 0.466 0.106 0.421 0.466 0.442 0.701 forearm 0.403 0.095 0.415 0.403 0.409 0.685 head 0.486 0.078 0.51 0.486 0.497 0.739 shin 0.396 0.089 0.427 0.396 0.411 0.685 thigh 0.469 0.084 0.482 0.469 0.475 0.703 upperarm 0.383 0.096 0.4 0.383 0.391 0.661 waist Weighted Avg. 0.439 0.093 0.44 0.439 0.439 0.696 === Confusion Matrix === a b c d e f g <-- classified as 181 48 37 15 24 32 45 | a = chest 53 177 54 11 21 29 35 | b = forearm 54 60 154 22 27 21 44 | c = head 14 26 17 185 61 44 34 | d = shin 31 31 34 64 151 36 34 | e = thigh 42 25 30 41 38 179 27 | f = upperarm 50 53 45 25 32 30 146 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1158 43.387 % Incorrectly Classified Instances 1511 56.613 % Kappa statistic 0.3395 Mean absolute error 0.1632 Root mean squared error 0.3795 Relative absolute error 66.636 % Root relative squared error 108.4618 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.437 0.126 0.366 0.437 0.399 0.683 chest 0.484 0.091 0.469 0.484 0.477 0.721 forearm 0.453 0.097 0.439 0.453 0.446 0.705 head 0.472 0.086 0.479 0.472 0.476 0.72 shin 0.428 0.095 0.429 0.428 0.428 0.692 thigh 0.414 0.07 0.495 0.414 0.451 0.712 upperarm 0.349 0.096 0.378 0.349 0.363 0.648 waist Weighted Avg. 0.434 0.094 0.436 0.434 0.434 0.697 === Confusion Matrix === a b c d e f g <-- classified as 167 56 35 19 33 25 47 | a = chest 54 184 58 18 17 14 35 | b = forearm 49 44 173 22 29 23 42 | c = head 37 22 13 180 60 35 34 | d = shin 46 21 36 57 163 35 23 | e = thigh 46 27 29 42 42 158 38 | f = upperarm 57 38 50 38 36 29 133 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1187 44.4569 % Incorrectly Classified Instances 1483 55.5431 % Kappa statistic 0.352 Mean absolute error 0.1614 Root mean squared error 0.377 Relative absolute error 65.9234 % Root relative squared error 107.7278 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.115 0.393 0.445 0.417 0.687 chest 0.482 0.085 0.484 0.482 0.483 0.726 forearm 0.437 0.1 0.422 0.437 0.429 0.687 head 0.503 0.083 0.501 0.503 0.502 0.743 shin 0.373 0.076 0.449 0.373 0.407 0.682 thigh 0.474 0.085 0.483 0.474 0.478 0.722 upperarm 0.399 0.104 0.391 0.399 0.395 0.665 waist Weighted Avg. 0.445 0.093 0.446 0.445 0.445 0.702 === Confusion Matrix === a b c d e f g <-- classified as 170 37 40 20 27 31 57 | a = chest 56 183 56 19 14 20 32 | b = forearm 47 56 167 22 24 28 38 | c = head 23 18 26 192 43 42 38 | d = shin 45 29 41 58 142 34 32 | e = thigh 40 19 24 40 38 181 40 | f = upperarm 52 36 42 32 28 39 152 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1216 45.5431 % Incorrectly Classified Instances 1454 54.4569 % Kappa statistic 0.3647 Mean absolute error 0.1589 Root mean squared error 0.373 Relative absolute error 64.8826 % Root relative squared error 106.5922 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.471 0.098 0.446 0.471 0.458 0.71 chest 0.468 0.09 0.465 0.468 0.467 0.713 forearm 0.474 0.101 0.44 0.474 0.456 0.706 head 0.529 0.081 0.521 0.529 0.525 0.752 shin 0.433 0.09 0.445 0.433 0.439 0.7 thigh 0.427 0.08 0.471 0.427 0.448 0.688 upperarm 0.386 0.096 0.401 0.386 0.393 0.682 waist Weighted Avg. 0.455 0.091 0.455 0.455 0.455 0.707 === Confusion Matrix === a b c d e f g <-- classified as 180 35 41 16 20 33 57 | a = chest 52 178 65 16 19 20 30 | b = forearm 30 62 181 18 35 17 39 | c = head 20 13 23 202 61 31 32 | d = shin 31 23 28 63 165 43 28 | e = thigh 31 30 33 43 48 163 34 | f = upperarm 60 42 40 30 23 39 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1191 44.6067 % Incorrectly Classified Instances 1479 55.3933 % Kappa statistic 0.3537 Mean absolute error 0.1611 Root mean squared error 0.3773 Relative absolute error 65.7805 % Root relative squared error 107.8367 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.095 0.448 0.461 0.454 0.704 chest 0.466 0.093 0.454 0.466 0.46 0.716 forearm 0.458 0.086 0.472 0.458 0.465 0.7 head 0.466 0.085 0.477 0.466 0.472 0.721 shin 0.415 0.107 0.391 0.415 0.403 0.686 thigh 0.463 0.089 0.466 0.463 0.465 0.709 upperarm 0.394 0.091 0.418 0.394 0.405 0.668 waist Weighted Avg. 0.446 0.092 0.446 0.446 0.446 0.701 === Confusion Matrix === a b c d e f g <-- classified as 176 47 33 15 31 31 49 | a = chest 51 177 45 18 25 27 37 | b = forearm 31 58 175 14 29 39 36 | c = head 20 18 22 178 76 39 29 | d = shin 35 28 30 66 158 36 28 | e = thigh 28 24 33 48 42 177 30 | f = upperarm 52 38 33 34 43 31 150 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1174 43.97 % Incorrectly Classified Instances 1496 56.03 % Kappa statistic 0.3463 Mean absolute error 0.1621 Root mean squared error 0.3789 Relative absolute error 66.193 % Root relative squared error 108.27 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.102 0.425 0.45 0.437 0.706 chest 0.487 0.095 0.459 0.487 0.473 0.732 forearm 0.466 0.099 0.44 0.466 0.452 0.71 head 0.457 0.094 0.446 0.457 0.451 0.72 shin 0.377 0.087 0.421 0.377 0.398 0.668 thigh 0.429 0.083 0.465 0.429 0.446 0.703 upperarm 0.412 0.094 0.422 0.412 0.417 0.67 waist Weighted Avg. 0.44 0.093 0.44 0.44 0.439 0.701 === Confusion Matrix === a b c d e f g <-- classified as 172 53 32 20 35 26 44 | a = chest 59 185 60 10 19 16 31 | b = forearm 34 61 178 17 24 31 37 | c = head 23 16 27 174 56 41 44 | d = shin 30 35 35 68 144 40 30 | e = thigh 41 19 36 64 29 164 29 | f = upperarm 46 34 37 37 35 35 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1198 44.8689 % Incorrectly Classified Instances 1472 55.1311 % Kappa statistic 0.3568 Mean absolute error 0.1604 Root mean squared error 0.375 Relative absolute error 65.5052 % Root relative squared error 107.1655 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.458 0.097 0.441 0.458 0.449 0.7 chest 0.474 0.096 0.45 0.474 0.462 0.714 forearm 0.49 0.097 0.458 0.49 0.473 0.728 head 0.486 0.084 0.491 0.486 0.488 0.73 shin 0.414 0.089 0.436 0.414 0.425 0.688 thigh 0.435 0.083 0.466 0.435 0.45 0.701 upperarm 0.386 0.097 0.397 0.386 0.391 0.666 waist Weighted Avg. 0.449 0.092 0.449 0.449 0.448 0.704 === Confusion Matrix === a b c d e f g <-- classified as 175 39 38 17 33 32 48 | a = chest 51 180 55 17 17 25 35 | b = forearm 33 47 187 22 22 33 38 | c = head 18 20 17 185 62 47 32 | d = shin 41 28 35 60 158 24 36 | e = thigh 35 31 38 44 34 166 34 | f = upperarm 44 55 38 32 36 29 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1188 44.4944 % Incorrectly Classified Instances 1482 55.5056 % Kappa statistic 0.3524 Mean absolute error 0.1612 Root mean squared error 0.3749 Relative absolute error 65.8208 % Root relative squared error 107.1226 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.115 0.419 0.495 0.454 0.706 chest 0.445 0.084 0.468 0.445 0.456 0.714 forearm 0.437 0.085 0.461 0.437 0.449 0.716 head 0.514 0.09 0.489 0.514 0.501 0.751 shin 0.402 0.092 0.42 0.402 0.411 0.679 thigh 0.441 0.083 0.471 0.441 0.456 0.694 upperarm 0.381 0.099 0.39 0.381 0.385 0.677 waist Weighted Avg. 0.445 0.093 0.445 0.445 0.445 0.705 === Confusion Matrix === a b c d e f g <-- classified as 189 33 30 20 26 19 65 | a = chest 63 169 46 13 22 31 36 | b = forearm 36 63 167 18 40 25 33 | c = head 28 17 18 196 59 38 25 | d = shin 27 20 29 79 153 40 33 | e = thigh 46 24 32 38 39 169 35 | f = upperarm 62 35 40 37 25 37 145 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1242 46.5343 % Incorrectly Classified Instances 1427 53.4657 % Kappa statistic 0.3762 Mean absolute error 0.1567 Root mean squared error 0.37 Relative absolute error 63.9894 % Root relative squared error 105.7397 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.516 0.097 0.47 0.516 0.492 0.722 chest 0.555 0.083 0.525 0.555 0.54 0.756 forearm 0.419 0.098 0.416 0.419 0.417 0.688 head 0.483 0.083 0.493 0.483 0.488 0.724 shin 0.438 0.095 0.434 0.438 0.436 0.701 thigh 0.442 0.079 0.483 0.442 0.462 0.711 upperarm 0.404 0.088 0.434 0.404 0.418 0.678 waist Weighted Avg. 0.465 0.089 0.465 0.465 0.465 0.711 === Confusion Matrix === a b c d e f g <-- classified as 197 33 37 21 25 28 41 | a = chest 30 211 55 13 22 25 24 | b = forearm 46 50 160 21 39 28 38 | c = head 22 16 23 184 68 37 31 | d = shin 36 24 38 57 167 32 27 | e = thigh 37 26 30 43 37 169 40 | f = upperarm 51 42 42 34 27 31 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1223 45.8224 % Incorrectly Classified Instances 1446 54.1776 % Kappa statistic 0.3679 Mean absolute error 0.1584 Root mean squared error 0.3728 Relative absolute error 64.6811 % Root relative squared error 106.5319 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.427 0.115 0.384 0.427 0.404 0.676 chest 0.484 0.089 0.475 0.484 0.48 0.716 forearm 0.474 0.092 0.463 0.474 0.468 0.714 head 0.541 0.086 0.512 0.541 0.526 0.762 shin 0.425 0.084 0.458 0.425 0.441 0.694 thigh 0.442 0.081 0.477 0.442 0.459 0.703 upperarm 0.415 0.087 0.444 0.415 0.429 0.675 waist Weighted Avg. 0.458 0.09 0.459 0.458 0.458 0.706 === Confusion Matrix === a b c d e f g <-- classified as 163 53 34 21 25 28 58 | a = chest 62 184 50 15 20 27 22 | b = forearm 48 47 181 21 28 27 30 | c = head 14 16 21 206 51 42 31 | d = shin 43 22 37 61 162 33 23 | e = thigh 43 22 28 49 37 169 34 | f = upperarm 52 43 40 29 31 28 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1192 44.6609 % Incorrectly Classified Instances 1477 55.3391 % Kappa statistic 0.3544 Mean absolute error 0.1613 Root mean squared error 0.377 Relative absolute error 65.846 % Root relative squared error 107.7344 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.103 0.427 0.461 0.443 0.704 chest 0.482 0.086 0.482 0.482 0.482 0.719 forearm 0.458 0.102 0.428 0.458 0.442 0.702 head 0.499 0.084 0.497 0.499 0.498 0.745 shin 0.396 0.094 0.411 0.396 0.404 0.662 thigh 0.461 0.086 0.473 0.461 0.467 0.709 upperarm 0.37 0.09 0.406 0.37 0.387 0.664 waist Weighted Avg. 0.447 0.092 0.446 0.447 0.446 0.701 === Confusion Matrix === a b c d e f g <-- classified as 176 44 45 14 33 29 41 | a = chest 44 183 53 20 23 23 34 | b = forearm 40 48 175 23 24 34 38 | c = head 30 10 20 190 63 48 20 | d = shin 36 28 35 58 151 38 35 | e = thigh 30 25 33 42 38 176 38 | f = upperarm 56 42 48 35 35 24 141 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1158 43.387 % Incorrectly Classified Instances 1511 56.613 % Kappa statistic 0.3395 Mean absolute error 0.1643 Root mean squared error 0.38 Relative absolute error 67.0991 % Root relative squared error 108.6039 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.11 0.396 0.432 0.413 0.681 chest 0.471 0.09 0.464 0.471 0.467 0.727 forearm 0.425 0.089 0.444 0.425 0.434 0.703 head 0.484 0.085 0.487 0.484 0.486 0.727 shin 0.412 0.1 0.408 0.412 0.41 0.675 thigh 0.448 0.088 0.458 0.448 0.453 0.693 upperarm 0.365 0.098 0.383 0.365 0.374 0.655 waist Weighted Avg. 0.434 0.094 0.434 0.434 0.434 0.694 === Confusion Matrix === a b c d e f g <-- classified as 165 48 31 21 36 33 48 | a = chest 48 179 51 16 28 31 27 | b = forearm 38 53 162 26 38 26 38 | c = head 29 15 15 185 57 44 37 | d = shin 46 23 32 57 157 30 36 | e = thigh 43 23 28 39 40 171 38 | f = upperarm 48 45 46 36 29 38 139 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1191 44.6067 % Incorrectly Classified Instances 1479 55.3933 % Kappa statistic 0.3537 Mean absolute error 0.1624 Root mean squared error 0.3784 Relative absolute error 66.3131 % Root relative squared error 108.1303 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.421 0.097 0.421 0.421 0.421 0.665 chest 0.484 0.095 0.459 0.484 0.471 0.726 forearm 0.469 0.107 0.422 0.469 0.444 0.704 head 0.459 0.078 0.496 0.459 0.477 0.73 shin 0.449 0.101 0.424 0.449 0.436 0.684 thigh 0.473 0.087 0.476 0.473 0.474 0.706 upperarm 0.367 0.082 0.428 0.367 0.395 0.659 waist Weighted Avg. 0.446 0.092 0.447 0.446 0.446 0.696 === Confusion Matrix === a b c d e f g <-- classified as 161 50 51 17 31 36 36 | a = chest 43 184 53 18 21 25 36 | b = forearm 41 56 179 17 33 25 31 | c = head 26 20 14 175 60 54 32 | d = shin 33 26 35 52 171 34 30 | e = thigh 30 22 38 42 48 181 22 | f = upperarm 48 43 54 32 39 25 140 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1182 44.2697 % Incorrectly Classified Instances 1488 55.7303 % Kappa statistic 0.3498 Mean absolute error 0.1622 Root mean squared error 0.3767 Relative absolute error 66.2497 % Root relative squared error 107.6622 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.403 0.09 0.427 0.403 0.415 0.695 chest 0.534 0.088 0.501 0.534 0.517 0.752 forearm 0.448 0.093 0.446 0.448 0.447 0.705 head 0.528 0.095 0.48 0.528 0.502 0.733 shin 0.369 0.101 0.378 0.369 0.374 0.674 thigh 0.445 0.083 0.474 0.445 0.459 0.719 upperarm 0.373 0.1 0.384 0.373 0.378 0.673 waist Weighted Avg. 0.443 0.093 0.441 0.443 0.442 0.707 === Confusion Matrix === a b c d e f g <-- classified as 154 51 40 17 28 30 62 | a = chest 41 203 44 22 26 18 26 | b = forearm 37 53 171 18 29 25 49 | c = head 19 10 22 201 60 43 26 | d = shin 37 28 28 72 141 42 34 | e = thigh 30 15 42 44 50 170 31 | f = upperarm 43 45 36 45 39 31 142 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1135 42.5094 % Incorrectly Classified Instances 1535 57.4906 % Kappa statistic 0.3293 Mean absolute error 0.1664 Root mean squared error 0.384 Relative absolute error 67.9525 % Root relative squared error 109.7482 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.105 0.402 0.424 0.413 0.675 chest 0.489 0.085 0.489 0.489 0.489 0.722 forearm 0.417 0.099 0.413 0.417 0.415 0.674 head 0.453 0.09 0.456 0.453 0.455 0.704 shin 0.401 0.117 0.363 0.401 0.381 0.674 thigh 0.419 0.08 0.466 0.419 0.441 0.698 upperarm 0.373 0.095 0.396 0.373 0.384 0.666 waist Weighted Avg. 0.425 0.096 0.427 0.425 0.425 0.688 === Confusion Matrix === a b c d e f g <-- classified as 162 44 43 22 35 22 54 | a = chest 49 186 51 17 21 25 31 | b = forearm 35 60 159 24 49 20 34 | c = head 17 9 17 173 77 53 36 | d = shin 46 22 39 60 153 39 23 | e = thigh 37 28 25 42 51 160 39 | f = upperarm 57 31 51 41 35 24 142 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1213 45.4307 % Incorrectly Classified Instances 1457 54.5693 % Kappa statistic 0.3634 Mean absolute error 0.1601 Root mean squared error 0.3745 Relative absolute error 65.3599 % Root relative squared error 107.0111 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.471 0.108 0.422 0.471 0.445 0.709 chest 0.484 0.088 0.477 0.484 0.48 0.717 forearm 0.458 0.101 0.432 0.458 0.445 0.696 head 0.521 0.081 0.518 0.521 0.52 0.75 shin 0.423 0.083 0.46 0.423 0.44 0.683 thigh 0.419 0.082 0.461 0.419 0.439 0.696 upperarm 0.404 0.095 0.415 0.404 0.41 0.69 waist Weighted Avg. 0.454 0.091 0.455 0.454 0.454 0.706 === Confusion Matrix === a b c d e f g <-- classified as 180 43 41 18 33 20 47 | a = chest 44 184 48 18 18 34 34 | b = forearm 40 61 175 16 35 20 35 | c = head 29 11 20 199 44 45 34 | d = shin 34 25 34 59 161 38 30 | e = thigh 40 32 39 40 34 160 37 | f = upperarm 60 30 48 34 25 30 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1180 44.1948 % Incorrectly Classified Instances 1490 55.8052 % Kappa statistic 0.3489 Mean absolute error 0.162 Root mean squared error 0.3778 Relative absolute error 66.1698 % Root relative squared error 107.9589 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.474 0.098 0.447 0.474 0.46 0.715 chest 0.437 0.098 0.425 0.437 0.431 0.693 forearm 0.455 0.098 0.436 0.455 0.446 0.715 head 0.487 0.079 0.507 0.487 0.497 0.733 shin 0.438 0.095 0.435 0.438 0.437 0.7 thigh 0.44 0.085 0.463 0.44 0.451 0.698 upperarm 0.362 0.097 0.382 0.362 0.372 0.651 waist Weighted Avg. 0.442 0.093 0.442 0.442 0.442 0.701 === Confusion Matrix === a b c d e f g <-- classified as 181 51 30 15 35 24 46 | a = chest 44 166 55 22 14 35 44 | b = forearm 34 55 174 18 35 27 39 | c = head 27 11 15 186 70 39 34 | d = shin 28 29 38 52 167 37 30 | e = thigh 38 30 35 48 33 168 30 | f = upperarm 53 49 52 26 30 33 138 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1209 45.2809 % Incorrectly Classified Instances 1461 54.7191 % Kappa statistic 0.3616 Mean absolute error 0.161 Root mean squared error 0.3753 Relative absolute error 65.7388 % Root relative squared error 107.2585 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.482 0.097 0.454 0.482 0.468 0.708 chest 0.492 0.093 0.468 0.492 0.479 0.735 forearm 0.432 0.103 0.411 0.432 0.421 0.674 head 0.487 0.081 0.501 0.487 0.494 0.735 shin 0.402 0.089 0.429 0.402 0.415 0.677 thigh 0.5 0.082 0.504 0.5 0.502 0.728 upperarm 0.375 0.093 0.401 0.375 0.388 0.656 waist Weighted Avg. 0.453 0.091 0.453 0.453 0.452 0.702 === Confusion Matrix === a b c d e f g <-- classified as 184 45 39 22 36 22 34 | a = chest 40 187 54 10 24 20 45 | b = forearm 44 48 165 20 35 27 43 | c = head 24 18 18 186 60 44 32 | d = shin 36 31 37 49 153 38 37 | e = thigh 28 28 42 45 25 191 23 | f = upperarm 49 43 46 39 24 37 143 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1172 43.9116 % Incorrectly Classified Instances 1497 56.0884 % Kappa statistic 0.3456 Mean absolute error 0.1629 Root mean squared error 0.378 Relative absolute error 66.5083 % Root relative squared error 108.0199 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.098 0.425 0.432 0.429 0.693 chest 0.526 0.097 0.473 0.526 0.498 0.746 forearm 0.437 0.089 0.451 0.437 0.444 0.708 head 0.491 0.087 0.484 0.491 0.488 0.731 shin 0.412 0.102 0.402 0.412 0.407 0.681 thigh 0.435 0.084 0.465 0.435 0.449 0.713 upperarm 0.341 0.098 0.367 0.341 0.354 0.638 waist Weighted Avg. 0.439 0.093 0.438 0.439 0.438 0.702 === Confusion Matrix === a b c d e f g <-- classified as 165 56 35 22 35 28 41 | a = chest 42 200 40 14 22 22 40 | b = forearm 39 60 167 14 30 32 40 | c = head 23 16 16 187 58 44 37 | d = shin 35 14 42 76 157 34 23 | e = thigh 35 29 35 37 37 166 43 | f = upperarm 49 48 35 36 52 31 130 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1165 43.6493 % Incorrectly Classified Instances 1504 56.3507 % Kappa statistic 0.3426 Mean absolute error 0.1649 Root mean squared error 0.3808 Relative absolute error 67.3399 % Root relative squared error 108.8305 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.1 0.429 0.448 0.438 0.688 chest 0.461 0.082 0.483 0.461 0.472 0.722 forearm 0.44 0.103 0.417 0.44 0.428 0.689 head 0.488 0.089 0.477 0.488 0.482 0.721 shin 0.415 0.095 0.42 0.415 0.417 0.666 thigh 0.432 0.087 0.455 0.432 0.443 0.71 upperarm 0.373 0.102 0.378 0.373 0.375 0.656 waist Weighted Avg. 0.436 0.094 0.437 0.436 0.437 0.693 === Confusion Matrix === a b c d e f g <-- classified as 171 49 42 18 26 27 49 | a = chest 54 175 57 16 25 21 32 | b = forearm 37 38 168 24 42 31 42 | c = head 19 16 23 186 45 58 34 | d = shin 30 25 34 64 158 27 43 | e = thigh 36 20 33 51 43 165 34 | f = upperarm 52 39 46 31 37 34 142 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1192 44.6609 % Incorrectly Classified Instances 1477 55.3391 % Kappa statistic 0.3544 Mean absolute error 0.1602 Root mean squared error 0.3753 Relative absolute error 65.4232 % Root relative squared error 107.2477 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.469 0.104 0.429 0.469 0.448 0.702 chest 0.489 0.087 0.482 0.489 0.486 0.739 forearm 0.448 0.106 0.414 0.448 0.43 0.7 head 0.483 0.082 0.495 0.483 0.489 0.735 shin 0.415 0.086 0.446 0.415 0.43 0.702 thigh 0.471 0.087 0.474 0.471 0.472 0.718 upperarm 0.352 0.093 0.386 0.352 0.368 0.653 waist Weighted Avg. 0.447 0.092 0.447 0.447 0.446 0.707 === Confusion Matrix === a b c d e f g <-- classified as 179 40 35 15 30 36 47 | a = chest 51 186 51 16 11 22 43 | b = forearm 46 50 171 23 21 25 46 | c = head 15 20 23 184 66 47 26 | d = shin 36 32 46 53 158 29 27 | e = thigh 32 27 33 46 40 180 24 | f = upperarm 58 31 54 35 28 41 134 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1240 46.4593 % Incorrectly Classified Instances 1429 53.5407 % Kappa statistic 0.3754 Mean absolute error 0.157 Root mean squared error 0.3706 Relative absolute error 64.1067 % Root relative squared error 105.8981 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.106 0.428 0.476 0.451 0.709 chest 0.492 0.091 0.472 0.492 0.482 0.731 forearm 0.476 0.092 0.463 0.476 0.47 0.714 head 0.533 0.078 0.531 0.533 0.532 0.75 shin 0.404 0.089 0.43 0.404 0.417 0.693 thigh 0.503 0.071 0.542 0.503 0.522 0.739 upperarm 0.367 0.097 0.388 0.367 0.377 0.665 waist Weighted Avg. 0.465 0.089 0.465 0.465 0.464 0.714 === Confusion Matrix === a b c d e f g <-- classified as 182 46 40 13 27 25 49 | a = chest 41 187 51 13 21 22 45 | b = forearm 39 60 182 20 29 17 35 | c = head 27 13 15 203 55 37 31 | d = shin 43 25 34 54 154 37 34 | e = thigh 36 23 27 40 37 192 27 | f = upperarm 57 42 44 39 35 24 140 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1207 45.206 % Incorrectly Classified Instances 1463 54.794 % Kappa statistic 0.3607 Mean absolute error 0.1599 Root mean squared error 0.3737 Relative absolute error 65.2891 % Root relative squared error 106.7967 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.103 0.422 0.45 0.435 0.703 chest 0.495 0.083 0.499 0.495 0.497 0.742 forearm 0.449 0.093 0.444 0.449 0.446 0.712 head 0.482 0.088 0.477 0.482 0.479 0.738 shin 0.407 0.1 0.405 0.407 0.406 0.67 thigh 0.499 0.084 0.5 0.499 0.499 0.731 upperarm 0.383 0.089 0.418 0.383 0.4 0.67 waist Weighted Avg. 0.452 0.091 0.452 0.452 0.452 0.709 === Confusion Matrix === a b c d e f g <-- classified as 172 42 33 28 28 29 50 | a = chest 51 188 61 15 27 13 25 | b = forearm 33 55 171 23 36 26 37 | c = head 29 7 18 184 67 50 27 | d = shin 37 29 36 54 155 39 31 | e = thigh 31 21 25 40 42 191 33 | f = upperarm 55 35 41 42 28 34 146 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1114 41.7228 % Incorrectly Classified Instances 1556 58.2772 % Kappa statistic 0.3201 Mean absolute error 0.1681 Root mean squared error 0.3869 Relative absolute error 68.6524 % Root relative squared error 110.5748 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.427 0.11 0.393 0.427 0.409 0.687 chest 0.426 0.087 0.449 0.426 0.437 0.695 forearm 0.403 0.102 0.398 0.403 0.401 0.664 head 0.484 0.092 0.467 0.484 0.476 0.725 shin 0.404 0.103 0.396 0.404 0.4 0.677 thigh 0.419 0.087 0.444 0.419 0.431 0.685 upperarm 0.357 0.099 0.376 0.357 0.366 0.639 waist Weighted Avg. 0.417 0.097 0.418 0.417 0.417 0.682 === Confusion Matrix === a b c d e f g <-- classified as 163 41 41 25 28 32 52 | a = chest 59 162 61 15 21 28 34 | b = forearm 36 56 154 21 45 32 38 | c = head 30 14 20 185 62 32 39 | d = shin 43 24 30 64 154 39 27 | e = thigh 34 26 38 50 38 160 36 | f = upperarm 50 38 43 36 41 37 136 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1184 44.3446 % Incorrectly Classified Instances 1486 55.6554 % Kappa statistic 0.3507 Mean absolute error 0.1616 Root mean squared error 0.3764 Relative absolute error 66.0013 % Root relative squared error 107.5712 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.106 0.404 0.432 0.418 0.687 chest 0.445 0.1 0.426 0.445 0.435 0.705 forearm 0.403 0.084 0.444 0.403 0.422 0.694 head 0.51 0.079 0.52 0.51 0.515 0.737 shin 0.441 0.094 0.438 0.441 0.439 0.696 thigh 0.49 0.089 0.479 0.49 0.484 0.722 upperarm 0.383 0.097 0.396 0.383 0.389 0.668 waist Weighted Avg. 0.443 0.093 0.444 0.443 0.443 0.701 === Confusion Matrix === a b c d e f g <-- classified as 165 56 30 20 32 31 48 | a = chest 48 169 52 17 19 34 41 | b = forearm 46 61 154 17 33 29 42 | c = head 23 22 16 195 59 41 26 | d = shin 33 18 33 61 168 37 31 | e = thigh 39 27 17 38 39 187 35 | f = upperarm 54 44 45 27 34 31 146 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1162 43.5206 % Incorrectly Classified Instances 1508 56.4794 % Kappa statistic 0.3411 Mean absolute error 0.1646 Root mean squared error 0.3795 Relative absolute error 67.2124 % Root relative squared error 108.4372 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.105 0.387 0.398 0.392 0.675 chest 0.487 0.081 0.5 0.487 0.493 0.731 forearm 0.461 0.104 0.425 0.461 0.442 0.697 head 0.474 0.085 0.481 0.474 0.478 0.725 shin 0.425 0.103 0.408 0.425 0.416 0.683 thigh 0.432 0.079 0.478 0.432 0.454 0.688 upperarm 0.37 0.102 0.376 0.37 0.373 0.662 waist Weighted Avg. 0.435 0.094 0.436 0.435 0.436 0.694 === Confusion Matrix === a b c d e f g <-- classified as 152 50 40 15 35 33 57 | a = chest 42 185 58 14 21 23 37 | b = forearm 44 31 176 29 42 23 37 | c = head 22 11 19 181 65 40 44 | d = shin 39 24 38 54 162 38 26 | e = thigh 34 23 39 47 41 165 33 | f = upperarm 60 46 44 36 31 23 141 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1171 43.8577 % Incorrectly Classified Instances 1499 56.1423 % Kappa statistic 0.345 Mean absolute error 0.1646 Root mean squared error 0.3787 Relative absolute error 67.2033 % Root relative squared error 108.2303 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.435 0.108 0.403 0.435 0.418 0.684 chest 0.432 0.089 0.447 0.432 0.439 0.698 forearm 0.455 0.092 0.453 0.455 0.454 0.712 head 0.501 0.087 0.491 0.501 0.496 0.734 shin 0.377 0.096 0.397 0.377 0.387 0.665 thigh 0.461 0.083 0.48 0.461 0.47 0.703 upperarm 0.409 0.101 0.402 0.409 0.406 0.663 waist Weighted Avg. 0.439 0.094 0.439 0.439 0.439 0.694 === Confusion Matrix === a b c d e f g <-- classified as 166 55 38 19 25 21 58 | a = chest 53 164 54 21 28 26 34 | b = forearm 32 58 174 21 34 27 36 | c = head 28 15 18 191 61 40 28 | d = shin 37 25 29 65 144 47 35 | e = thigh 40 24 28 37 36 176 41 | f = upperarm 56 26 43 35 35 30 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1205 45.1311 % Incorrectly Classified Instances 1465 54.8689 % Kappa statistic 0.3599 Mean absolute error 0.1605 Root mean squared error 0.3739 Relative absolute error 65.5539 % Root relative squared error 106.8435 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.097 0.46 0.495 0.477 0.73 chest 0.487 0.087 0.481 0.487 0.484 0.718 forearm 0.406 0.09 0.428 0.406 0.417 0.681 head 0.48 0.084 0.487 0.48 0.483 0.719 shin 0.401 0.099 0.403 0.401 0.402 0.663 thigh 0.455 0.087 0.465 0.455 0.46 0.723 upperarm 0.436 0.094 0.435 0.436 0.435 0.688 waist Weighted Avg. 0.451 0.091 0.451 0.451 0.451 0.703 === Confusion Matrix === a b c d e f g <-- classified as 189 45 23 15 29 28 53 | a = chest 45 185 52 14 28 27 29 | b = forearm 45 62 155 18 35 26 41 | c = head 23 23 19 183 59 47 27 | d = shin 41 20 41 64 153 38 25 | e = thigh 32 19 36 42 38 174 41 | f = upperarm 36 31 36 40 38 34 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1183 44.3237 % Incorrectly Classified Instances 1486 55.6763 % Kappa statistic 0.3504 Mean absolute error 0.162 Root mean squared error 0.378 Relative absolute error 66.136 % Root relative squared error 108.0149 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.103 0.423 0.45 0.436 0.697 chest 0.495 0.096 0.461 0.495 0.477 0.721 forearm 0.398 0.09 0.425 0.398 0.411 0.705 head 0.496 0.097 0.459 0.496 0.477 0.732 shin 0.404 0.091 0.425 0.404 0.415 0.701 thigh 0.49 0.089 0.479 0.49 0.484 0.734 upperarm 0.37 0.083 0.425 0.37 0.396 0.665 waist Weighted Avg. 0.443 0.093 0.442 0.443 0.442 0.708 === Confusion Matrix === a b c d e f g <-- classified as 172 44 35 21 38 31 41 | a = chest 57 188 48 16 19 20 32 | b = forearm 52 57 152 20 31 36 34 | c = head 21 23 23 189 60 37 28 | d = shin 29 26 35 74 154 39 24 | e = thigh 21 27 29 53 33 187 32 | f = upperarm 55 43 36 39 27 40 141 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1182 44.2862 % Incorrectly Classified Instances 1487 55.7138 % Kappa statistic 0.35 Mean absolute error 0.1617 Root mean squared error 0.3772 Relative absolute error 66.0144 % Root relative squared error 107.7841 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.109 0.387 0.411 0.398 0.677 chest 0.503 0.096 0.465 0.503 0.483 0.729 forearm 0.421 0.094 0.427 0.421 0.424 0.689 head 0.483 0.087 0.479 0.483 0.481 0.726 shin 0.409 0.088 0.437 0.409 0.423 0.68 thigh 0.455 0.078 0.493 0.455 0.473 0.717 upperarm 0.417 0.097 0.417 0.417 0.417 0.686 waist Weighted Avg. 0.443 0.093 0.444 0.443 0.443 0.701 === Confusion Matrix === a b c d e f g <-- classified as 157 61 39 25 24 26 50 | a = chest 51 191 37 18 32 13 38 | b = forearm 40 59 161 24 24 33 41 | c = head 17 20 20 184 61 51 28 | d = shin 38 25 45 51 156 34 32 | e = thigh 39 18 32 45 41 174 33 | f = upperarm 64 37 43 37 19 22 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1214 45.4852 % Incorrectly Classified Instances 1455 54.5148 % Kappa statistic 0.364 Mean absolute error 0.1589 Root mean squared error 0.373 Relative absolute error 64.8791 % Root relative squared error 106.5797 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.101 0.431 0.461 0.446 0.718 chest 0.524 0.089 0.495 0.524 0.509 0.741 forearm 0.458 0.087 0.469 0.458 0.464 0.714 head 0.457 0.083 0.478 0.457 0.467 0.722 shin 0.404 0.091 0.425 0.404 0.415 0.693 thigh 0.497 0.079 0.512 0.497 0.505 0.731 upperarm 0.383 0.106 0.375 0.383 0.379 0.659 waist Weighted Avg. 0.455 0.091 0.455 0.455 0.455 0.711 === Confusion Matrix === a b c d e f g <-- classified as 176 37 32 16 41 25 55 | a = chest 45 199 39 20 22 19 36 | b = forearm 44 50 175 19 32 27 35 | c = head 17 12 20 174 59 51 48 | d = shin 42 26 39 52 154 33 35 | e = thigh 36 25 25 46 26 190 34 | f = upperarm 48 53 43 37 28 26 146 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1204 45.1105 % Incorrectly Classified Instances 1465 54.8895 % Kappa statistic 0.3596 Mean absolute error 0.1601 Root mean squared error 0.3746 Relative absolute error 65.3876 % Root relative squared error 107.0532 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.098 0.412 0.408 0.41 0.671 chest 0.503 0.092 0.476 0.503 0.489 0.734 forearm 0.45 0.095 0.441 0.45 0.446 0.708 head 0.47 0.076 0.507 0.47 0.488 0.732 shin 0.475 0.099 0.445 0.475 0.459 0.71 thigh 0.471 0.084 0.483 0.471 0.477 0.707 upperarm 0.381 0.097 0.396 0.381 0.388 0.687 waist Weighted Avg. 0.451 0.091 0.451 0.451 0.451 0.707 === Confusion Matrix === a b c d e f g <-- classified as 156 46 34 14 40 34 58 | a = chest 42 191 50 12 28 24 33 | b = forearm 47 58 172 18 26 22 39 | c = head 18 24 24 179 64 41 31 | d = shin 44 31 23 49 181 27 26 | e = thigh 33 18 35 43 39 180 34 | f = upperarm 39 33 52 38 29 45 145 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1192 44.6442 % Incorrectly Classified Instances 1478 55.3558 % Kappa statistic 0.3542 Mean absolute error 0.1615 Root mean squared error 0.3776 Relative absolute error 65.9589 % Root relative squared error 107.896 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.104 0.405 0.424 0.414 0.69 chest 0.508 0.097 0.466 0.508 0.486 0.719 forearm 0.497 0.096 0.465 0.497 0.48 0.718 head 0.47 0.09 0.466 0.47 0.468 0.705 shin 0.424 0.093 0.433 0.424 0.429 0.694 thigh 0.45 0.075 0.5 0.45 0.474 0.709 upperarm 0.352 0.092 0.388 0.352 0.369 0.652 waist Weighted Avg. 0.446 0.092 0.446 0.446 0.446 0.698 === Confusion Matrix === a b c d e f g <-- classified as 162 57 35 23 27 35 43 | a = chest 44 193 48 22 20 18 35 | b = forearm 39 55 190 19 26 20 33 | c = head 26 23 16 179 69 30 38 | d = shin 38 21 36 58 162 40 27 | e = thigh 29 24 33 50 39 172 35 | f = upperarm 62 41 51 33 31 29 134 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1226 45.9176 % Incorrectly Classified Instances 1444 54.0824 % Kappa statistic 0.369 Mean absolute error 0.1576 Root mean squared error 0.3705 Relative absolute error 64.345 % Root relative squared error 105.8717 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.1 0.443 0.476 0.459 0.712 chest 0.503 0.085 0.495 0.503 0.499 0.736 forearm 0.42 0.088 0.442 0.42 0.431 0.692 head 0.508 0.073 0.537 0.508 0.522 0.754 shin 0.453 0.098 0.435 0.453 0.444 0.702 thigh 0.445 0.085 0.466 0.445 0.455 0.701 upperarm 0.409 0.101 0.403 0.409 0.406 0.694 waist Weighted Avg. 0.459 0.09 0.46 0.459 0.459 0.713 === Confusion Matrix === a b c d e f g <-- classified as 182 40 41 18 32 20 49 | a = chest 47 191 47 12 31 21 31 | b = forearm 37 51 160 20 37 28 48 | c = head 21 16 12 194 55 50 34 | d = shin 32 15 29 58 173 39 36 | e = thigh 48 27 31 33 40 170 33 | f = upperarm 44 46 42 26 30 37 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1178 44.1199 % Incorrectly Classified Instances 1492 55.8801 % Kappa statistic 0.3481 Mean absolute error 0.1632 Root mean squared error 0.3781 Relative absolute error 66.6261 % Root relative squared error 108.0553 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.44 0.103 0.416 0.44 0.427 0.684 chest 0.513 0.099 0.463 0.513 0.487 0.742 forearm 0.453 0.092 0.451 0.453 0.452 0.721 head 0.518 0.086 0.503 0.518 0.51 0.738 shin 0.373 0.091 0.406 0.373 0.389 0.67 thigh 0.448 0.089 0.457 0.448 0.452 0.702 upperarm 0.344 0.093 0.382 0.344 0.362 0.645 waist Weighted Avg. 0.441 0.093 0.44 0.441 0.44 0.7 === Confusion Matrix === a b c d e f g <-- classified as 168 59 40 16 27 31 41 | a = chest 44 195 44 18 16 24 39 | b = forearm 43 52 173 18 23 31 42 | c = head 20 14 19 198 64 39 28 | d = shin 37 24 36 76 142 39 27 | e = thigh 33 34 26 37 46 171 35 | f = upperarm 59 43 46 31 32 39 131 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1208 45.2434 % Incorrectly Classified Instances 1462 54.7566 % Kappa statistic 0.3612 Mean absolute error 0.1595 Root mean squared error 0.3726 Relative absolute error 65.1317 % Root relative squared error 106.4716 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.471 0.108 0.421 0.471 0.444 0.717 chest 0.513 0.09 0.488 0.513 0.5 0.737 forearm 0.429 0.092 0.437 0.429 0.433 0.698 head 0.497 0.079 0.512 0.497 0.505 0.737 shin 0.417 0.096 0.42 0.417 0.418 0.692 thigh 0.453 0.083 0.477 0.453 0.464 0.718 upperarm 0.386 0.09 0.415 0.386 0.4 0.667 waist Weighted Avg. 0.452 0.091 0.453 0.452 0.452 0.709 === Confusion Matrix === a b c d e f g <-- classified as 180 41 36 16 31 32 46 | a = chest 46 195 47 10 18 19 45 | b = forearm 45 52 164 19 33 29 40 | c = head 27 23 22 190 54 41 25 | d = shin 45 23 30 62 159 35 27 | e = thigh 35 25 32 46 47 173 24 | f = upperarm 50 41 44 28 37 34 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1188 44.4944 % Incorrectly Classified Instances 1482 55.5056 % Kappa statistic 0.3524 Mean absolute error 0.1615 Root mean squared error 0.3765 Relative absolute error 65.9411 % Root relative squared error 107.6012 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.094 0.446 0.45 0.448 0.704 chest 0.497 0.087 0.486 0.497 0.492 0.733 forearm 0.385 0.093 0.409 0.385 0.397 0.674 head 0.542 0.1 0.476 0.542 0.507 0.752 shin 0.409 0.097 0.414 0.409 0.412 0.673 thigh 0.45 0.088 0.46 0.45 0.455 0.704 upperarm 0.381 0.09 0.414 0.381 0.397 0.665 waist Weighted Avg. 0.445 0.093 0.444 0.445 0.444 0.701 === Confusion Matrix === a b c d e f g <-- classified as 172 50 45 21 32 30 32 | a = chest 50 189 51 20 22 17 31 | b = forearm 38 51 147 28 38 24 56 | c = head 15 15 18 207 53 48 26 | d = shin 39 22 37 64 156 46 17 | e = thigh 30 27 21 44 45 172 43 | f = upperarm 42 35 40 51 31 37 145 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1185 44.382 % Incorrectly Classified Instances 1485 55.618 % Kappa statistic 0.3511 Mean absolute error 0.1619 Root mean squared error 0.3779 Relative absolute error 66.1035 % Root relative squared error 108.0082 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.437 0.103 0.414 0.437 0.425 0.699 chest 0.432 0.088 0.449 0.432 0.44 0.709 forearm 0.495 0.098 0.457 0.495 0.475 0.712 head 0.462 0.084 0.478 0.462 0.47 0.707 shin 0.415 0.09 0.435 0.415 0.425 0.689 thigh 0.478 0.087 0.48 0.478 0.479 0.721 upperarm 0.388 0.1 0.394 0.388 0.391 0.66 waist Weighted Avg. 0.444 0.093 0.444 0.444 0.444 0.699 === Confusion Matrix === a b c d e f g <-- classified as 167 49 42 21 31 29 43 | a = chest 48 164 54 18 21 29 46 | b = forearm 37 44 189 18 29 25 40 | c = head 22 21 20 176 62 47 33 | d = shin 34 29 41 54 158 29 36 | e = thigh 40 19 23 48 40 183 30 | f = upperarm 55 39 45 33 22 39 148 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1215 45.5227 % Incorrectly Classified Instances 1454 54.4773 % Kappa statistic 0.3644 Mean absolute error 0.1598 Root mean squared error 0.3754 Relative absolute error 65.2323 % Root relative squared error 107.2745 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.463 0.108 0.416 0.463 0.439 0.695 chest 0.513 0.082 0.509 0.513 0.511 0.736 forearm 0.424 0.091 0.438 0.424 0.431 0.69 head 0.509 0.086 0.496 0.509 0.503 0.725 shin 0.412 0.091 0.43 0.412 0.421 0.688 thigh 0.521 0.08 0.521 0.521 0.521 0.744 upperarm 0.344 0.097 0.371 0.344 0.357 0.642 waist Weighted Avg. 0.455 0.091 0.455 0.455 0.455 0.703 === Confusion Matrix === a b c d e f g <-- classified as 177 37 33 16 32 32 55 | a = chest 50 195 52 12 18 17 36 | b = forearm 45 51 162 21 38 26 39 | c = head 22 17 16 194 60 45 27 | d = shin 40 25 36 53 157 33 37 | e = thigh 34 21 28 39 33 199 28 | f = upperarm 57 37 43 56 27 30 131 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1210 45.3353 % Incorrectly Classified Instances 1459 54.6647 % Kappa statistic 0.3622 Mean absolute error 0.1594 Root mean squared error 0.3738 Relative absolute error 65.1018 % Root relative squared error 106.8195 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.442 0.096 0.436 0.442 0.439 0.691 chest 0.505 0.092 0.476 0.505 0.49 0.736 forearm 0.453 0.095 0.442 0.453 0.448 0.698 head 0.465 0.078 0.499 0.465 0.481 0.741 shin 0.417 0.097 0.416 0.417 0.417 0.689 thigh 0.466 0.085 0.477 0.466 0.472 0.712 upperarm 0.425 0.094 0.43 0.425 0.427 0.691 waist Weighted Avg. 0.453 0.091 0.454 0.453 0.453 0.708 === Confusion Matrix === a b c d e f g <-- classified as 169 50 46 15 28 30 44 | a = chest 43 192 55 8 24 26 32 | b = forearm 38 46 173 14 37 29 45 | c = head 22 22 17 177 65 43 35 | d = shin 28 28 35 69 159 35 27 | e = thigh 32 33 28 44 35 178 32 | f = upperarm 56 32 37 28 34 32 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1196 44.8108 % Incorrectly Classified Instances 1473 55.1892 % Kappa statistic 0.3561 Mean absolute error 0.1613 Root mean squared error 0.377 Relative absolute error 65.8601 % Root relative squared error 107.7385 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.435 0.097 0.428 0.435 0.431 0.689 chest 0.508 0.095 0.47 0.508 0.488 0.724 forearm 0.466 0.1 0.438 0.466 0.452 0.716 head 0.451 0.075 0.501 0.451 0.475 0.712 shin 0.407 0.097 0.412 0.407 0.41 0.673 thigh 0.508 0.084 0.504 0.508 0.506 0.737 upperarm 0.362 0.097 0.383 0.362 0.372 0.659 waist Weighted Avg. 0.448 0.092 0.448 0.448 0.448 0.701 === Confusion Matrix === a b c d e f g <-- classified as 166 59 21 20 31 35 50 | a = chest 40 193 54 15 27 21 30 | b = forearm 36 44 178 20 37 27 40 | c = head 21 19 24 172 61 43 41 | d = shin 39 30 47 51 155 26 33 | e = thigh 28 22 31 43 36 194 28 | f = upperarm 58 44 51 22 29 39 138 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1177 44.0989 % Incorrectly Classified Instances 1492 55.9011 % Kappa statistic 0.3478 Mean absolute error 0.1627 Root mean squared error 0.3782 Relative absolute error 66.4168 % Root relative squared error 108.0666 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.105 0.417 0.45 0.433 0.691 chest 0.482 0.086 0.482 0.482 0.482 0.731 forearm 0.448 0.108 0.41 0.448 0.428 0.718 head 0.528 0.075 0.539 0.528 0.533 0.754 shin 0.396 0.094 0.411 0.396 0.404 0.662 thigh 0.455 0.084 0.474 0.455 0.465 0.703 upperarm 0.328 0.1 0.354 0.328 0.341 0.639 waist Weighted Avg. 0.441 0.093 0.441 0.441 0.441 0.7 === Confusion Matrix === a b c d e f g <-- classified as 172 45 46 19 31 29 40 | a = chest 37 183 58 14 20 30 38 | b = forearm 41 56 171 15 30 25 44 | c = head 15 13 22 201 56 40 34 | d = shin 50 21 36 52 151 33 38 | e = thigh 35 24 35 37 43 174 34 | f = upperarm 62 38 49 35 36 36 125 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1225 45.8801 % Incorrectly Classified Instances 1445 54.1199 % Kappa statistic 0.3686 Mean absolute error 0.1565 Root mean squared error 0.3696 Relative absolute error 63.9045 % Root relative squared error 105.6248 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.442 0.098 0.429 0.442 0.436 0.699 chest 0.505 0.083 0.503 0.505 0.504 0.736 forearm 0.437 0.09 0.449 0.437 0.443 0.718 head 0.534 0.087 0.505 0.534 0.519 0.76 shin 0.451 0.104 0.421 0.451 0.435 0.719 thigh 0.484 0.081 0.499 0.484 0.491 0.73 upperarm 0.357 0.088 0.402 0.357 0.378 0.66 waist Weighted Avg. 0.459 0.09 0.458 0.459 0.458 0.717 === Confusion Matrix === a b c d e f g <-- classified as 169 44 38 24 37 27 43 | a = chest 39 192 51 15 20 22 41 | b = forearm 46 54 167 20 29 35 31 | c = head 17 14 22 204 55 35 35 | d = shin 38 23 27 63 172 31 27 | e = thigh 29 17 28 49 49 185 25 | f = upperarm 56 38 39 29 47 36 136 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1135 42.5094 % Incorrectly Classified Instances 1535 57.4906 % Kappa statistic 0.3293 Mean absolute error 0.1667 Root mean squared error 0.3822 Relative absolute error 68.0684 % Root relative squared error 109.2251 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.455 0.106 0.418 0.455 0.436 0.702 chest 0.487 0.103 0.44 0.487 0.463 0.715 forearm 0.437 0.094 0.436 0.437 0.437 0.694 head 0.437 0.082 0.47 0.437 0.453 0.705 shin 0.402 0.096 0.41 0.402 0.406 0.685 thigh 0.437 0.094 0.437 0.437 0.437 0.699 upperarm 0.32 0.096 0.358 0.32 0.338 0.643 waist Weighted Avg. 0.425 0.096 0.424 0.425 0.424 0.692 === Confusion Matrix === a b c d e f g <-- classified as 174 51 34 20 29 27 47 | a = chest 56 185 45 15 24 27 28 | b = forearm 43 57 167 10 34 27 44 | c = head 27 26 16 167 59 52 35 | d = shin 24 27 40 66 153 41 30 | e = thigh 37 29 27 41 46 167 35 | f = upperarm 55 45 54 36 28 41 122 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1230 46.0674 % Incorrectly Classified Instances 1440 53.9326 % Kappa statistic 0.3708 Mean absolute error 0.1581 Root mean squared error 0.3722 Relative absolute error 64.5759 % Root relative squared error 106.3672 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.463 0.101 0.434 0.463 0.448 0.703 chest 0.466 0.079 0.493 0.466 0.479 0.707 forearm 0.469 0.095 0.452 0.469 0.46 0.706 head 0.495 0.083 0.499 0.495 0.497 0.734 shin 0.459 0.095 0.446 0.459 0.453 0.703 thigh 0.461 0.085 0.474 0.461 0.467 0.716 upperarm 0.412 0.091 0.43 0.412 0.421 0.671 waist Weighted Avg. 0.461 0.09 0.461 0.461 0.461 0.706 === Confusion Matrix === a b c d e f g <-- classified as 177 37 43 22 32 25 46 | a = chest 55 177 52 24 21 25 26 | b = forearm 34 49 179 22 30 24 44 | c = head 26 19 21 189 63 37 27 | d = shin 28 20 29 53 175 42 34 | e = thigh 33 32 28 37 45 176 31 | f = upperarm 55 25 44 32 26 42 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1199 44.9064 % Incorrectly Classified Instances 1471 55.0936 % Kappa statistic 0.3572 Mean absolute error 0.1602 Root mean squared error 0.3744 Relative absolute error 65.4332 % Root relative squared error 107.0062 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.108 0.418 0.466 0.441 0.684 chest 0.489 0.089 0.478 0.489 0.484 0.726 forearm 0.466 0.093 0.455 0.466 0.461 0.731 head 0.495 0.085 0.493 0.495 0.494 0.745 shin 0.375 0.09 0.41 0.375 0.392 0.679 thigh 0.476 0.083 0.491 0.476 0.483 0.724 upperarm 0.375 0.095 0.396 0.375 0.385 0.671 waist Weighted Avg. 0.449 0.092 0.449 0.449 0.449 0.709 === Confusion Matrix === a b c d e f g <-- classified as 178 41 39 21 27 30 46 | a = chest 50 186 46 14 24 26 34 | b = forearm 43 59 178 16 27 28 31 | c = head 22 17 24 189 62 41 27 | d = shin 40 25 28 74 143 37 34 | e = thigh 31 25 33 32 33 182 46 | f = upperarm 62 36 43 37 33 27 143 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1200 44.9438 % Incorrectly Classified Instances 1470 55.0562 % Kappa statistic 0.3577 Mean absolute error 0.1603 Root mean squared error 0.3748 Relative absolute error 65.468 % Root relative squared error 107.1122 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.111 0.432 0.505 0.466 0.718 chest 0.5 0.079 0.514 0.5 0.507 0.747 forearm 0.414 0.09 0.434 0.414 0.424 0.691 head 0.514 0.087 0.495 0.514 0.505 0.736 shin 0.395 0.094 0.413 0.395 0.404 0.673 thigh 0.453 0.079 0.489 0.453 0.47 0.709 upperarm 0.365 0.102 0.373 0.365 0.369 0.659 waist Weighted Avg. 0.449 0.092 0.45 0.449 0.449 0.705 === Confusion Matrix === a b c d e f g <-- classified as 193 34 31 17 33 33 41 | a = chest 56 190 50 14 10 20 40 | b = forearm 41 52 158 15 46 32 38 | c = head 30 15 19 196 48 42 31 | d = shin 38 18 39 65 151 28 43 | e = thigh 32 16 28 48 44 173 41 | f = upperarm 57 45 39 41 34 26 139 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1211 45.3558 % Incorrectly Classified Instances 1459 54.6442 % Kappa statistic 0.3625 Mean absolute error 0.1608 Root mean squared error 0.3762 Relative absolute error 65.6767 % Root relative squared error 107.5018 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.429 0.094 0.432 0.429 0.43 0.688 chest 0.505 0.099 0.459 0.505 0.481 0.727 forearm 0.444 0.096 0.434 0.444 0.439 0.696 head 0.465 0.086 0.473 0.465 0.469 0.72 shin 0.461 0.094 0.449 0.461 0.455 0.693 thigh 0.48 0.076 0.515 0.48 0.497 0.722 upperarm 0.391 0.092 0.414 0.391 0.402 0.649 waist Weighted Avg. 0.454 0.091 0.454 0.454 0.453 0.699 === Confusion Matrix === a b c d e f g <-- classified as 164 52 36 18 32 33 47 | a = chest 44 192 51 20 24 16 33 | b = forearm 33 61 169 23 26 27 42 | c = head 23 12 28 177 61 40 40 | d = shin 30 29 33 63 176 29 22 | e = thigh 35 26 33 42 36 184 27 | f = upperarm 51 46 39 31 37 28 149 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1188 44.5111 % Incorrectly Classified Instances 1481 55.4889 % Kappa statistic 0.3526 Mean absolute error 0.1604 Root mean squared error 0.3748 Relative absolute error 65.4849 % Root relative squared error 107.1132 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.487 0.087 0.482 0.487 0.484 0.729 chest 0.5 0.093 0.473 0.5 0.486 0.725 forearm 0.479 0.096 0.454 0.479 0.466 0.719 head 0.43 0.091 0.441 0.43 0.436 0.711 shin 0.415 0.103 0.401 0.415 0.408 0.683 thigh 0.445 0.086 0.463 0.445 0.454 0.701 upperarm 0.36 0.091 0.397 0.36 0.377 0.664 waist Weighted Avg. 0.445 0.092 0.444 0.445 0.444 0.705 === Confusion Matrix === a b c d e f g <-- classified as 186 48 29 23 30 23 43 | a = chest 41 190 52 15 21 25 36 | b = forearm 33 55 183 16 24 30 41 | c = head 18 22 19 164 86 38 34 | d = shin 35 22 40 66 158 37 23 | e = thigh 32 25 39 49 36 170 31 | f = upperarm 41 40 41 39 39 44 137 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1234 46.2345 % Incorrectly Classified Instances 1435 53.7655 % Kappa statistic 0.3727 Mean absolute error 0.1573 Root mean squared error 0.3704 Relative absolute error 64.2224 % Root relative squared error 105.854 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.442 0.092 0.445 0.442 0.444 0.696 chest 0.484 0.085 0.485 0.484 0.485 0.725 forearm 0.492 0.098 0.457 0.492 0.474 0.718 head 0.483 0.07 0.535 0.483 0.508 0.74 shin 0.462 0.084 0.477 0.462 0.469 0.706 thigh 0.479 0.089 0.473 0.479 0.476 0.723 upperarm 0.394 0.109 0.376 0.394 0.385 0.675 waist Weighted Avg. 0.462 0.09 0.464 0.462 0.463 0.712 === Confusion Matrix === a b c d e f g <-- classified as 169 52 42 22 18 33 46 | a = chest 38 184 55 13 24 25 41 | b = forearm 32 44 188 13 27 29 49 | c = head 18 14 27 184 63 36 39 | d = shin 41 14 25 46 176 46 33 | e = thigh 37 22 30 37 32 183 41 | f = upperarm 45 49 44 29 29 35 150 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1206 45.1855 % Incorrectly Classified Instances 1463 54.8145 % Kappa statistic 0.3605 Mean absolute error 0.1595 Root mean squared error 0.3736 Relative absolute error 65.1121 % Root relative squared error 106.7668 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.401 0.102 0.395 0.401 0.398 0.682 chest 0.521 0.088 0.495 0.521 0.508 0.753 forearm 0.461 0.1 0.435 0.461 0.447 0.708 head 0.491 0.079 0.508 0.491 0.499 0.744 shin 0.396 0.084 0.439 0.396 0.417 0.689 thigh 0.503 0.086 0.494 0.503 0.498 0.734 upperarm 0.391 0.099 0.396 0.391 0.394 0.674 waist Weighted Avg. 0.452 0.091 0.452 0.452 0.451 0.712 === Confusion Matrix === a b c d e f g <-- classified as 153 52 36 13 26 34 68 | a = chest 40 198 45 14 17 22 44 | b = forearm 43 44 176 19 37 28 35 | c = head 21 14 33 187 50 46 30 | d = shin 45 25 35 65 151 33 27 | e = thigh 29 29 33 41 35 192 23 | f = upperarm 56 38 47 29 28 34 149 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1185 44.3987 % Incorrectly Classified Instances 1484 55.6013 % Kappa statistic 0.3513 Mean absolute error 0.1623 Root mean squared error 0.3768 Relative absolute error 66.2704 % Root relative squared error 107.6824 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.49 0.103 0.443 0.49 0.465 0.718 chest 0.497 0.083 0.497 0.497 0.497 0.74 forearm 0.419 0.095 0.423 0.419 0.421 0.683 head 0.491 0.096 0.459 0.491 0.475 0.73 shin 0.391 0.097 0.401 0.391 0.396 0.664 thigh 0.476 0.083 0.491 0.476 0.483 0.709 upperarm 0.344 0.091 0.386 0.344 0.364 0.639 waist Weighted Avg. 0.444 0.093 0.443 0.444 0.443 0.698 === Confusion Matrix === a b c d e f g <-- classified as 187 49 30 20 26 24 46 | a = chest 40 189 61 14 26 19 31 | b = forearm 49 53 160 21 29 33 37 | c = head 14 18 28 187 64 35 35 | d = shin 55 16 31 65 149 35 30 | e = thigh 33 20 27 52 39 182 29 | f = upperarm 44 35 41 48 39 43 131 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1190 44.5693 % Incorrectly Classified Instances 1480 55.4307 % Kappa statistic 0.3533 Mean absolute error 0.1614 Root mean squared error 0.3766 Relative absolute error 65.8858 % Root relative squared error 107.6186 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.518 0.1 0.464 0.518 0.489 0.736 chest 0.476 0.098 0.447 0.476 0.461 0.724 forearm 0.459 0.098 0.439 0.459 0.449 0.71 head 0.436 0.076 0.49 0.436 0.461 0.721 shin 0.411 0.098 0.412 0.411 0.412 0.697 thigh 0.457 0.072 0.515 0.457 0.484 0.713 upperarm 0.362 0.105 0.364 0.362 0.363 0.642 waist Weighted Avg. 0.446 0.092 0.447 0.446 0.446 0.706 === Confusion Matrix === a b c d e f g <-- classified as 198 52 35 13 20 17 47 | a = chest 52 181 48 19 25 23 32 | b = forearm 34 50 175 16 42 20 44 | c = head 19 19 26 166 66 42 43 | d = shin 39 33 33 63 157 30 27 | e = thigh 34 26 32 37 31 175 48 | f = upperarm 51 44 50 25 40 33 138 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1192 44.6442 % Incorrectly Classified Instances 1478 55.3558 % Kappa statistic 0.3542 Mean absolute error 0.1617 Root mean squared error 0.3755 Relative absolute error 66.0455 % Root relative squared error 107.3045 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.097 0.425 0.432 0.429 0.69 chest 0.466 0.089 0.466 0.466 0.466 0.709 forearm 0.411 0.094 0.422 0.411 0.416 0.68 head 0.525 0.084 0.509 0.525 0.517 0.754 shin 0.435 0.104 0.412 0.435 0.423 0.692 thigh 0.469 0.074 0.513 0.469 0.49 0.726 upperarm 0.388 0.104 0.384 0.388 0.386 0.661 waist Weighted Avg. 0.446 0.092 0.447 0.446 0.447 0.702 === Confusion Matrix === a b c d e f g <-- classified as 165 45 26 24 41 25 56 | a = chest 57 177 52 14 26 19 35 | b = forearm 39 59 157 25 42 21 39 | c = head 18 15 18 200 63 37 30 | d = shin 38 19 37 48 166 41 33 | e = thigh 23 20 30 48 38 179 44 | f = upperarm 48 45 52 34 27 27 148 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1219 45.6554 % Incorrectly Classified Instances 1451 54.3446 % Kappa statistic 0.366 Mean absolute error 0.1581 Root mean squared error 0.3712 Relative absolute error 64.5726 % Root relative squared error 106.0689 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.487 0.103 0.442 0.487 0.463 0.713 chest 0.492 0.079 0.51 0.492 0.501 0.748 forearm 0.455 0.105 0.42 0.455 0.437 0.7 head 0.505 0.079 0.516 0.505 0.511 0.732 shin 0.396 0.098 0.403 0.396 0.399 0.667 thigh 0.448 0.079 0.487 0.448 0.467 0.715 upperarm 0.412 0.092 0.427 0.412 0.419 0.692 waist Weighted Avg. 0.457 0.091 0.458 0.457 0.457 0.71 === Confusion Matrix === a b c d e f g <-- classified as 186 38 48 13 32 27 38 | a = chest 60 187 58 6 19 18 32 | b = forearm 40 53 174 23 34 26 32 | c = head 17 22 26 193 61 28 35 | d = shin 24 19 39 61 151 47 40 | e = thigh 41 16 28 42 50 171 34 | f = upperarm 53 32 41 36 28 34 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1216 45.5431 % Incorrectly Classified Instances 1454 54.4569 % Kappa statistic 0.3647 Mean absolute error 0.1588 Root mean squared error 0.3724 Relative absolute error 64.8389 % Root relative squared error 106.4305 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.455 0.108 0.412 0.455 0.433 0.695 chest 0.497 0.093 0.47 0.497 0.483 0.733 forearm 0.469 0.095 0.451 0.469 0.46 0.712 head 0.513 0.083 0.506 0.513 0.51 0.737 shin 0.441 0.095 0.436 0.441 0.439 0.709 thigh 0.437 0.073 0.502 0.437 0.467 0.713 upperarm 0.375 0.088 0.416 0.375 0.394 0.663 waist Weighted Avg. 0.455 0.091 0.456 0.455 0.455 0.709 === Confusion Matrix === a b c d e f g <-- classified as 174 64 33 18 34 18 41 | a = chest 43 189 59 18 22 14 35 | b = forearm 41 52 179 18 31 27 34 | c = head 18 10 23 196 57 42 36 | d = shin 43 23 33 52 168 35 27 | e = thigh 47 31 24 46 39 167 28 | f = upperarm 56 33 46 39 34 30 143 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1227 45.9551 % Incorrectly Classified Instances 1443 54.0449 % Kappa statistic 0.3695 Mean absolute error 0.1599 Root mean squared error 0.3738 Relative absolute error 65.291 % Root relative squared error 106.8254 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.474 0.096 0.453 0.474 0.463 0.718 chest 0.518 0.09 0.49 0.518 0.504 0.729 forearm 0.416 0.091 0.433 0.416 0.425 0.684 head 0.5 0.08 0.512 0.5 0.506 0.737 shin 0.43 0.1 0.418 0.43 0.424 0.695 thigh 0.471 0.081 0.493 0.471 0.482 0.718 upperarm 0.407 0.094 0.418 0.407 0.412 0.661 waist Weighted Avg. 0.46 0.09 0.46 0.46 0.459 0.706 === Confusion Matrix === a b c d e f g <-- classified as 181 56 28 20 30 25 42 | a = chest 44 197 45 16 24 21 33 | b = forearm 42 53 159 10 38 33 47 | c = head 26 13 22 191 68 32 30 | d = shin 29 25 28 60 164 39 36 | e = thigh 28 19 43 40 44 180 28 | f = upperarm 50 39 42 36 24 35 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1163 43.5581 % Incorrectly Classified Instances 1507 56.4419 % Kappa statistic 0.3415 Mean absolute error 0.1639 Root mean squared error 0.3799 Relative absolute error 66.9175 % Root relative squared error 108.5575 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.111 0.404 0.45 0.426 0.696 chest 0.482 0.083 0.491 0.482 0.486 0.723 forearm 0.403 0.092 0.423 0.403 0.413 0.686 head 0.469 0.091 0.463 0.469 0.466 0.732 shin 0.43 0.094 0.432 0.43 0.431 0.694 thigh 0.471 0.084 0.484 0.471 0.477 0.72 upperarm 0.344 0.104 0.356 0.344 0.35 0.634 waist Weighted Avg. 0.436 0.094 0.436 0.436 0.435 0.698 === Confusion Matrix === a b c d e f g <-- classified as 172 41 31 24 31 32 51 | a = chest 55 183 43 15 21 22 41 | b = forearm 44 53 154 20 44 24 43 | c = head 22 13 23 179 60 45 40 | d = shin 42 16 37 62 164 27 33 | e = thigh 34 24 33 44 38 180 29 | f = upperarm 57 43 43 43 22 42 131 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1252 46.909 % Incorrectly Classified Instances 1417 53.091 % Kappa statistic 0.3806 Mean absolute error 0.1555 Root mean squared error 0.3702 Relative absolute error 63.4991 % Root relative squared error 105.7913 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.087 0.439 0.408 0.423 0.671 chest 0.537 0.094 0.486 0.537 0.51 0.748 forearm 0.455 0.091 0.455 0.455 0.455 0.72 head 0.522 0.089 0.494 0.522 0.508 0.727 shin 0.433 0.089 0.448 0.433 0.441 0.695 thigh 0.552 0.086 0.518 0.552 0.535 0.743 upperarm 0.375 0.083 0.428 0.375 0.4 0.669 waist Weighted Avg. 0.469 0.088 0.467 0.469 0.467 0.71 === Confusion Matrix === a b c d e f g <-- classified as 156 45 51 24 34 38 34 | a = chest 49 204 48 12 19 18 30 | b = forearm 32 62 174 21 30 24 39 | c = head 18 25 12 199 53 42 32 | d = shin 30 22 31 67 165 33 33 | e = thigh 30 19 23 43 33 211 23 | f = upperarm 40 43 43 37 34 41 143 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1220 45.71 % Incorrectly Classified Instances 1449 54.29 % Kappa statistic 0.3666 Mean absolute error 0.1595 Root mean squared error 0.374 Relative absolute error 65.1361 % Root relative squared error 106.866 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.469 0.095 0.452 0.469 0.46 0.706 chest 0.532 0.096 0.479 0.532 0.504 0.738 forearm 0.437 0.095 0.434 0.437 0.435 0.684 head 0.522 0.085 0.505 0.522 0.514 0.735 shin 0.362 0.082 0.425 0.362 0.391 0.668 thigh 0.466 0.084 0.481 0.466 0.473 0.714 upperarm 0.412 0.096 0.416 0.412 0.414 0.678 waist Weighted Avg. 0.457 0.09 0.456 0.457 0.456 0.703 === Confusion Matrix === a b c d e f g <-- classified as 179 56 33 19 30 26 39 | a = chest 37 202 53 16 14 20 38 | b = forearm 32 58 167 12 33 41 39 | c = head 23 19 15 199 48 50 27 | d = shin 47 25 35 67 138 39 30 | e = thigh 28 25 27 45 32 178 47 | f = upperarm 50 37 55 36 30 16 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1141 42.7501 % Incorrectly Classified Instances 1528 57.2499 % Kappa statistic 0.3321 Mean absolute error 0.1661 Root mean squared error 0.3821 Relative absolute error 67.8133 % Root relative squared error 109.1934 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.455 0.118 0.391 0.455 0.421 0.692 chest 0.497 0.087 0.488 0.497 0.493 0.737 forearm 0.455 0.095 0.444 0.455 0.45 0.707 head 0.43 0.083 0.465 0.43 0.447 0.694 shin 0.381 0.1 0.388 0.381 0.384 0.667 thigh 0.421 0.084 0.456 0.421 0.438 0.692 upperarm 0.352 0.101 0.367 0.352 0.359 0.645 waist Weighted Avg. 0.428 0.095 0.428 0.428 0.427 0.691 === Confusion Matrix === a b c d e f g <-- classified as 174 45 35 21 37 26 44 | a = chest 56 189 46 9 24 25 31 | b = forearm 30 31 174 28 40 36 43 | c = head 27 21 19 164 70 36 44 | d = shin 49 26 49 49 145 32 31 | e = thigh 39 35 24 54 31 161 38 | f = upperarm 70 40 45 28 27 37 134 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1217 45.5976 % Incorrectly Classified Instances 1452 54.4024 % Kappa statistic 0.3653 Mean absolute error 0.1584 Root mean squared error 0.3713 Relative absolute error 64.6731 % Root relative squared error 106.1078 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.108 0.443 0.513 0.476 0.739 chest 0.524 0.083 0.51 0.524 0.517 0.749 forearm 0.474 0.08 0.497 0.474 0.485 0.725 head 0.496 0.092 0.474 0.496 0.485 0.741 shin 0.415 0.09 0.433 0.415 0.424 0.688 thigh 0.419 0.087 0.444 0.419 0.431 0.695 upperarm 0.352 0.094 0.384 0.352 0.367 0.656 waist Weighted Avg. 0.456 0.091 0.455 0.456 0.455 0.713 === Confusion Matrix === a b c d e f g <-- classified as 196 39 29 19 26 30 43 | a = chest 46 199 54 18 14 23 26 | b = forearm 37 48 181 22 29 25 40 | c = head 24 12 13 189 61 48 34 | d = shin 37 27 33 58 158 37 31 | e = thigh 46 26 21 44 44 160 41 | f = upperarm 56 39 33 49 33 37 134 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1189 44.5318 % Incorrectly Classified Instances 1481 55.4682 % Kappa statistic 0.3529 Mean absolute error 0.1618 Root mean squared error 0.3778 Relative absolute error 66.0695 % Root relative squared error 107.9643 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.097 0.435 0.445 0.44 0.701 chest 0.495 0.104 0.44 0.495 0.466 0.708 forearm 0.425 0.097 0.422 0.425 0.424 0.683 head 0.505 0.089 0.486 0.505 0.496 0.751 shin 0.394 0.091 0.419 0.394 0.406 0.676 thigh 0.522 0.081 0.519 0.522 0.521 0.736 upperarm 0.331 0.088 0.384 0.331 0.355 0.631 waist Weighted Avg. 0.445 0.092 0.444 0.445 0.444 0.698 === Confusion Matrix === a b c d e f g <-- classified as 170 58 38 15 27 30 44 | a = chest 44 188 62 12 20 23 31 | b = forearm 47 60 162 29 27 23 33 | c = head 19 17 20 193 56 45 32 | d = shin 36 25 33 70 150 33 34 | e = thigh 24 25 26 36 44 200 28 | f = upperarm 51 54 43 42 34 31 126 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1174 43.97 % Incorrectly Classified Instances 1496 56.03 % Kappa statistic 0.3463 Mean absolute error 0.1626 Root mean squared error 0.3786 Relative absolute error 66.4151 % Root relative squared error 108.1863 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.463 0.112 0.409 0.463 0.434 0.714 chest 0.461 0.096 0.443 0.461 0.452 0.706 forearm 0.385 0.095 0.404 0.385 0.394 0.669 head 0.526 0.084 0.51 0.526 0.518 0.743 shin 0.425 0.092 0.434 0.425 0.43 0.695 thigh 0.466 0.08 0.494 0.466 0.48 0.709 upperarm 0.352 0.095 0.382 0.352 0.366 0.651 waist Weighted Avg. 0.44 0.093 0.439 0.44 0.439 0.698 === Confusion Matrix === a b c d e f g <-- classified as 177 50 29 21 31 28 46 | a = chest 48 175 69 15 20 20 33 | b = forearm 56 53 147 17 38 35 36 | c = head 27 20 13 201 50 31 40 | d = shin 39 27 32 61 162 35 25 | e = thigh 36 24 29 47 31 178 37 | f = upperarm 50 46 45 32 41 33 134 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1200 44.9438 % Incorrectly Classified Instances 1470 55.0562 % Kappa statistic 0.3577 Mean absolute error 0.1608 Root mean squared error 0.3758 Relative absolute error 65.6749 % Root relative squared error 107.3886 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.113 0.39 0.432 0.41 0.69 chest 0.487 0.086 0.483 0.487 0.485 0.723 forearm 0.429 0.091 0.441 0.429 0.435 0.705 head 0.516 0.08 0.518 0.516 0.517 0.744 shin 0.446 0.099 0.429 0.446 0.438 0.693 thigh 0.471 0.08 0.496 0.471 0.483 0.707 upperarm 0.365 0.093 0.394 0.365 0.379 0.647 waist Weighted Avg. 0.449 0.092 0.45 0.449 0.45 0.701 === Confusion Matrix === a b c d e f g <-- classified as 165 49 34 24 28 34 48 | a = chest 50 185 49 12 24 26 34 | b = forearm 51 47 164 18 38 26 38 | c = head 24 11 18 197 63 35 34 | d = shin 42 29 29 54 170 32 25 | e = thigh 33 25 41 38 30 180 35 | f = upperarm 58 37 37 37 43 30 139 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1189 44.5318 % Incorrectly Classified Instances 1481 55.4682 % Kappa statistic 0.3529 Mean absolute error 0.1626 Root mean squared error 0.378 Relative absolute error 66.3958 % Root relative squared error 108.024 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.406 0.113 0.374 0.406 0.389 0.662 chest 0.513 0.09 0.488 0.513 0.5 0.735 forearm 0.458 0.089 0.462 0.458 0.46 0.713 head 0.476 0.091 0.465 0.476 0.471 0.734 shin 0.436 0.093 0.437 0.436 0.436 0.691 thigh 0.474 0.083 0.487 0.474 0.48 0.709 upperarm 0.354 0.087 0.404 0.354 0.378 0.66 waist Weighted Avg. 0.445 0.092 0.445 0.445 0.445 0.701 === Confusion Matrix === a b c d e f g <-- classified as 155 58 28 22 34 42 43 | a = chest 49 195 40 22 26 17 31 | b = forearm 55 55 175 18 25 21 33 | c = head 26 15 26 182 51 48 34 | d = shin 31 24 30 61 166 39 30 | e = thigh 35 22 29 48 39 181 28 | f = upperarm 63 31 51 38 39 24 135 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1185 44.382 % Incorrectly Classified Instances 1485 55.618 % Kappa statistic 0.3511 Mean absolute error 0.1618 Root mean squared error 0.3771 Relative absolute error 66.0683 % Root relative squared error 107.7537 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.471 0.105 0.429 0.471 0.449 0.715 chest 0.468 0.087 0.471 0.468 0.47 0.713 forearm 0.445 0.088 0.457 0.445 0.451 0.704 head 0.528 0.093 0.484 0.528 0.505 0.743 shin 0.39 0.099 0.396 0.39 0.393 0.68 thigh 0.421 0.081 0.465 0.421 0.442 0.687 upperarm 0.383 0.095 0.402 0.383 0.392 0.656 waist Weighted Avg. 0.444 0.093 0.443 0.444 0.443 0.7 === Confusion Matrix === a b c d e f g <-- classified as 180 44 38 16 35 27 42 | a = chest 53 178 49 18 18 27 37 | b = forearm 38 50 170 18 37 21 48 | c = head 12 14 16 201 63 43 32 | d = shin 47 23 38 68 149 33 24 | e = thigh 37 28 28 55 39 161 34 | f = upperarm 53 41 33 39 35 34 146 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1204 45.0936 % Incorrectly Classified Instances 1466 54.9064 % Kappa statistic 0.3594 Mean absolute error 0.16 Root mean squared error 0.3736 Relative absolute error 65.318 % Root relative squared error 106.7782 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.1 0.444 0.476 0.46 0.716 chest 0.503 0.081 0.507 0.503 0.505 0.757 forearm 0.453 0.097 0.437 0.453 0.445 0.704 head 0.467 0.089 0.466 0.467 0.467 0.728 shin 0.414 0.097 0.416 0.414 0.415 0.686 thigh 0.484 0.075 0.52 0.484 0.501 0.726 upperarm 0.36 0.101 0.371 0.36 0.365 0.665 waist Weighted Avg. 0.451 0.092 0.451 0.451 0.451 0.712 === Confusion Matrix === a b c d e f g <-- classified as 182 47 37 22 22 25 47 | a = chest 49 191 50 12 24 13 41 | b = forearm 39 45 173 25 38 24 38 | c = head 19 14 21 178 60 45 44 | d = shin 35 23 34 62 158 33 37 | e = thigh 29 23 32 45 43 185 25 | f = upperarm 57 34 49 38 35 31 137 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1251 46.8715 % Incorrectly Classified Instances 1418 53.1285 % Kappa statistic 0.3802 Mean absolute error 0.1564 Root mean squared error 0.3701 Relative absolute error 63.8582 % Root relative squared error 105.7644 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.092 0.459 0.466 0.462 0.696 chest 0.495 0.097 0.459 0.495 0.476 0.719 forearm 0.484 0.098 0.451 0.484 0.467 0.711 head 0.457 0.065 0.539 0.457 0.494 0.721 shin 0.449 0.085 0.467 0.449 0.458 0.704 thigh 0.49 0.085 0.49 0.49 0.49 0.707 upperarm 0.441 0.097 0.431 0.441 0.436 0.697 waist Weighted Avg. 0.469 0.089 0.471 0.469 0.469 0.708 === Confusion Matrix === a b c d e f g <-- classified as 178 47 43 13 29 30 42 | a = chest 48 188 48 11 20 27 38 | b = forearm 32 49 185 19 36 18 43 | c = head 19 23 28 174 58 47 32 | d = shin 38 22 38 46 171 37 29 | e = thigh 33 31 34 32 27 187 38 | f = upperarm 40 50 34 28 25 36 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1229 46.0472 % Incorrectly Classified Instances 1440 53.9528 % Kappa statistic 0.3705 Mean absolute error 0.1576 Root mean squared error 0.3721 Relative absolute error 64.3508 % Root relative squared error 106.3306 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.114 0.4 0.453 0.425 0.693 chest 0.455 0.079 0.49 0.455 0.472 0.731 forearm 0.482 0.1 0.446 0.482 0.463 0.721 head 0.486 0.077 0.512 0.486 0.499 0.723 shin 0.43 0.096 0.428 0.43 0.429 0.695 thigh 0.492 0.077 0.516 0.492 0.504 0.728 upperarm 0.425 0.087 0.448 0.425 0.436 0.691 waist Weighted Avg. 0.46 0.09 0.463 0.46 0.461 0.712 === Confusion Matrix === a b c d e f g <-- classified as 173 33 47 21 43 24 41 | a = chest 56 173 52 18 19 25 37 | b = forearm 42 46 184 19 33 26 32 | c = head 20 16 25 185 58 43 34 | d = shin 44 31 37 53 164 29 23 | e = thigh 35 25 27 37 37 188 33 | f = upperarm 63 29 41 28 29 29 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1215 45.5227 % Incorrectly Classified Instances 1454 54.4773 % Kappa statistic 0.3644 Mean absolute error 0.1588 Root mean squared error 0.3727 Relative absolute error 64.86 % Root relative squared error 106.4937 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.435 0.109 0.4 0.435 0.417 0.694 chest 0.532 0.098 0.474 0.532 0.501 0.744 forearm 0.458 0.098 0.438 0.458 0.448 0.707 head 0.491 0.075 0.521 0.491 0.505 0.737 shin 0.441 0.098 0.429 0.441 0.435 0.689 thigh 0.492 0.073 0.53 0.492 0.51 0.722 upperarm 0.339 0.084 0.401 0.339 0.367 0.653 waist Weighted Avg. 0.455 0.091 0.456 0.455 0.455 0.706 === Confusion Matrix === a b c d e f g <-- classified as 166 55 40 21 34 25 41 | a = chest 48 202 48 15 16 19 32 | b = forearm 35 50 175 21 36 25 40 | c = head 17 21 24 187 64 41 27 | d = shin 53 28 32 54 168 28 18 | e = thigh 31 23 36 32 37 188 35 | f = upperarm 65 47 45 29 37 29 129 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1193 44.6984 % Incorrectly Classified Instances 1476 55.3016 % Kappa statistic 0.3548 Mean absolute error 0.1611 Root mean squared error 0.3746 Relative absolute error 65.7761 % Root relative squared error 107.0632 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.1 0.43 0.453 0.441 0.711 chest 0.497 0.087 0.487 0.497 0.492 0.743 forearm 0.44 0.092 0.444 0.44 0.442 0.707 head 0.509 0.089 0.489 0.509 0.499 0.745 shin 0.415 0.1 0.408 0.415 0.411 0.691 thigh 0.432 0.086 0.456 0.432 0.444 0.693 upperarm 0.383 0.091 0.411 0.383 0.397 0.67 waist Weighted Avg. 0.447 0.092 0.447 0.447 0.447 0.708 === Confusion Matrix === a b c d e f g <-- classified as 173 55 30 18 38 29 39 | a = chest 54 189 44 12 21 24 36 | b = forearm 40 49 168 28 38 27 32 | c = head 28 12 18 194 56 41 32 | d = shin 39 21 33 62 158 41 27 | e = thigh 27 24 32 53 38 165 43 | f = upperarm 41 38 53 30 38 35 146 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1227 45.9551 % Incorrectly Classified Instances 1443 54.0449 % Kappa statistic 0.3695 Mean absolute error 0.1583 Root mean squared error 0.3717 Relative absolute error 64.6353 % Root relative squared error 106.2161 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.102 0.425 0.453 0.439 0.706 chest 0.524 0.091 0.488 0.524 0.505 0.74 forearm 0.453 0.085 0.471 0.453 0.462 0.701 head 0.504 0.083 0.501 0.504 0.503 0.75 shin 0.448 0.087 0.461 0.448 0.454 0.693 thigh 0.479 0.083 0.491 0.479 0.485 0.724 upperarm 0.357 0.098 0.377 0.357 0.367 0.663 waist Weighted Avg. 0.46 0.09 0.459 0.46 0.459 0.711 === Confusion Matrix === a b c d e f g <-- classified as 173 40 45 15 27 30 52 | a = chest 56 199 40 20 22 17 26 | b = forearm 39 60 173 12 24 29 45 | c = head 26 13 21 192 59 40 30 | d = shin 25 33 28 59 171 32 34 | e = thigh 32 20 28 49 32 183 38 | f = upperarm 56 43 32 36 36 42 136 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1153 43.1835 % Incorrectly Classified Instances 1517 56.8165 % Kappa statistic 0.3371 Mean absolute error 0.1654 Root mean squared error 0.3817 Relative absolute error 67.5265 % Root relative squared error 109.0827 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.458 0.093 0.451 0.458 0.455 0.698 chest 0.497 0.095 0.464 0.497 0.48 0.723 forearm 0.42 0.102 0.407 0.42 0.413 0.687 head 0.492 0.091 0.474 0.492 0.483 0.733 shin 0.408 0.094 0.42 0.408 0.414 0.677 thigh 0.435 0.091 0.443 0.435 0.439 0.692 upperarm 0.312 0.096 0.351 0.312 0.331 0.639 waist Weighted Avg. 0.432 0.095 0.43 0.432 0.431 0.693 === Confusion Matrix === a b c d e f g <-- classified as 175 48 31 22 28 27 51 | a = chest 43 189 55 14 22 30 27 | b = forearm 36 46 160 24 33 27 55 | c = head 14 18 23 188 66 43 30 | d = shin 32 30 32 54 156 50 28 | e = thigh 32 22 39 55 39 166 29 | f = upperarm 56 54 53 40 27 32 119 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1169 43.7828 % Incorrectly Classified Instances 1501 56.2172 % Kappa statistic 0.3441 Mean absolute error 0.1643 Root mean squared error 0.3797 Relative absolute error 67.0999 % Root relative squared error 108.5056 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.435 0.102 0.415 0.435 0.425 0.688 chest 0.468 0.091 0.461 0.468 0.465 0.712 forearm 0.458 0.099 0.436 0.458 0.447 0.722 head 0.435 0.078 0.481 0.435 0.457 0.701 shin 0.433 0.106 0.404 0.433 0.418 0.686 thigh 0.445 0.081 0.479 0.445 0.461 0.716 upperarm 0.391 0.099 0.397 0.391 0.394 0.667 waist Weighted Avg. 0.438 0.094 0.439 0.438 0.438 0.699 === Confusion Matrix === a b c d e f g <-- classified as 166 58 37 20 29 27 45 | a = chest 44 178 59 18 22 20 39 | b = forearm 42 51 175 11 30 27 46 | c = head 20 16 21 166 79 44 36 | d = shin 43 17 37 54 165 38 27 | e = thigh 41 26 28 41 43 170 33 | f = upperarm 44 40 44 35 40 29 149 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1191 44.6067 % Incorrectly Classified Instances 1479 55.3933 % Kappa statistic 0.3537 Mean absolute error 0.161 Root mean squared error 0.3745 Relative absolute error 65.7511 % Root relative squared error 107.0194 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.429 0.102 0.413 0.429 0.421 0.696 chest 0.474 0.095 0.453 0.474 0.463 0.711 forearm 0.469 0.088 0.47 0.469 0.469 0.714 head 0.474 0.09 0.466 0.474 0.47 0.733 shin 0.386 0.091 0.413 0.386 0.399 0.69 thigh 0.508 0.088 0.49 0.508 0.499 0.73 upperarm 0.383 0.091 0.411 0.383 0.397 0.69 waist Weighted Avg. 0.446 0.092 0.445 0.446 0.445 0.709 === Confusion Matrix === a b c d e f g <-- classified as 164 57 28 27 29 32 45 | a = chest 54 180 54 16 25 21 30 | b = forearm 41 60 179 10 30 29 33 | c = head 25 19 16 181 65 45 31 | d = shin 35 22 34 70 147 40 33 | e = thigh 30 22 26 42 31 194 37 | f = upperarm 48 37 44 42 29 35 146 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1189 44.5318 % Incorrectly Classified Instances 1481 55.4682 % Kappa statistic 0.3529 Mean absolute error 0.1614 Root mean squared error 0.3761 Relative absolute error 65.9085 % Root relative squared error 107.4785 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.092 0.463 0.476 0.47 0.718 chest 0.484 0.09 0.471 0.484 0.477 0.721 forearm 0.463 0.103 0.429 0.463 0.445 0.709 head 0.453 0.081 0.482 0.453 0.467 0.721 shin 0.375 0.095 0.396 0.375 0.385 0.665 thigh 0.497 0.09 0.481 0.497 0.489 0.723 upperarm 0.367 0.095 0.391 0.367 0.379 0.675 waist Weighted Avg. 0.445 0.092 0.445 0.445 0.445 0.705 === Confusion Matrix === a b c d e f g <-- classified as 182 39 42 14 33 27 45 | a = chest 36 184 54 19 20 29 38 | b = forearm 38 53 177 20 35 30 29 | c = head 22 18 27 173 58 42 42 | d = shin 37 25 41 69 143 43 23 | e = thigh 28 31 26 33 33 190 41 | f = upperarm 50 41 46 31 39 34 140 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1219 45.6554 % Incorrectly Classified Instances 1451 54.3446 % Kappa statistic 0.366 Mean absolute error 0.1594 Root mean squared error 0.3729 Relative absolute error 65.0858 % Root relative squared error 106.5578 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.11 0.404 0.448 0.425 0.678 chest 0.508 0.081 0.511 0.508 0.509 0.74 forearm 0.44 0.092 0.443 0.44 0.442 0.708 head 0.543 0.084 0.518 0.543 0.53 0.735 shin 0.436 0.091 0.444 0.436 0.44 0.69 thigh 0.465 0.086 0.476 0.465 0.47 0.713 upperarm 0.357 0.09 0.398 0.357 0.376 0.645 waist Weighted Avg. 0.457 0.091 0.456 0.457 0.456 0.701 === Confusion Matrix === a b c d e f g <-- classified as 171 52 41 18 28 26 46 | a = chest 56 193 45 9 24 18 35 | b = forearm 45 47 168 20 37 29 36 | c = head 14 11 18 207 52 43 36 | d = shin 32 23 34 63 166 41 22 | e = thigh 39 25 33 51 26 178 31 | f = upperarm 66 27 40 32 41 39 136 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1223 45.8224 % Incorrectly Classified Instances 1446 54.1776 % Kappa statistic 0.3679 Mean absolute error 0.1585 Root mean squared error 0.372 Relative absolute error 64.7347 % Root relative squared error 106.3046 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.482 0.105 0.435 0.482 0.457 0.714 chest 0.505 0.086 0.494 0.505 0.499 0.741 forearm 0.414 0.101 0.407 0.414 0.41 0.687 head 0.546 0.08 0.532 0.546 0.539 0.762 shin 0.423 0.096 0.423 0.423 0.423 0.694 thigh 0.492 0.079 0.509 0.492 0.501 0.724 upperarm 0.346 0.086 0.402 0.346 0.372 0.664 waist Weighted Avg. 0.458 0.09 0.457 0.458 0.457 0.712 === Confusion Matrix === a b c d e f g <-- classified as 184 42 38 16 34 23 45 | a = chest 36 192 58 16 25 24 29 | b = forearm 46 59 158 21 31 25 42 | c = head 25 17 19 208 42 45 25 | d = shin 41 22 37 57 161 32 31 | e = thigh 30 23 36 41 40 188 24 | f = upperarm 61 34 42 32 48 32 132 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1160 43.462 % Incorrectly Classified Instances 1509 56.538 % Kappa statistic 0.3404 Mean absolute error 0.1633 Root mean squared error 0.3798 Relative absolute error 66.6991 % Root relative squared error 108.5458 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.108 0.411 0.453 0.431 0.701 chest 0.445 0.088 0.457 0.445 0.451 0.697 forearm 0.429 0.081 0.469 0.429 0.448 0.712 head 0.509 0.1 0.46 0.509 0.483 0.738 shin 0.375 0.105 0.373 0.375 0.374 0.661 thigh 0.429 0.078 0.48 0.429 0.453 0.709 upperarm 0.402 0.1 0.402 0.402 0.402 0.68 waist Weighted Avg. 0.435 0.094 0.436 0.435 0.435 0.7 === Confusion Matrix === a b c d e f g <-- classified as 173 40 32 24 42 26 45 | a = chest 58 169 45 17 24 29 38 | b = forearm 34 57 164 26 37 22 42 | c = head 23 20 14 194 65 28 37 | d = shin 41 28 34 67 143 40 28 | e = thigh 31 20 33 56 40 164 38 | f = upperarm 61 36 28 38 32 33 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1184 44.3612 % Incorrectly Classified Instances 1485 55.6388 % Kappa statistic 0.3509 Mean absolute error 0.1612 Root mean squared error 0.3766 Relative absolute error 65.8193 % Root relative squared error 107.6345 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.103 0.399 0.411 0.405 0.691 chest 0.453 0.092 0.45 0.453 0.451 0.695 forearm 0.44 0.103 0.416 0.44 0.427 0.694 head 0.535 0.084 0.515 0.535 0.525 0.761 shin 0.409 0.086 0.442 0.409 0.425 0.699 thigh 0.49 0.082 0.5 0.49 0.495 0.72 upperarm 0.367 0.099 0.381 0.367 0.374 0.676 waist Weighted Avg. 0.444 0.093 0.443 0.444 0.443 0.705 === Confusion Matrix === a b c d e f g <-- classified as 157 53 51 10 29 38 44 | a = chest 62 172 55 16 20 19 36 | b = forearm 42 53 168 21 29 27 42 | c = head 18 17 19 204 51 35 37 | d = shin 43 22 38 54 156 30 38 | e = thigh 29 27 28 48 33 187 30 | f = upperarm 42 38 45 43 35 38 140 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1178 44.1364 % Incorrectly Classified Instances 1491 55.8636 % Kappa statistic 0.3483 Mean absolute error 0.1626 Root mean squared error 0.3783 Relative absolute error 66.4087 % Root relative squared error 108.122 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.416 0.103 0.404 0.416 0.41 0.687 chest 0.492 0.084 0.492 0.492 0.492 0.743 forearm 0.471 0.107 0.424 0.471 0.446 0.709 head 0.467 0.072 0.519 0.467 0.492 0.729 shin 0.412 0.104 0.397 0.412 0.405 0.672 thigh 0.476 0.086 0.48 0.476 0.478 0.727 upperarm 0.354 0.095 0.382 0.354 0.368 0.653 waist Weighted Avg. 0.441 0.093 0.443 0.441 0.441 0.703 === Confusion Matrix === a b c d e f g <-- classified as 159 46 45 18 45 23 46 | a = chest 51 187 55 12 18 24 33 | b = forearm 40 45 180 15 40 23 39 | c = head 29 21 14 178 61 49 29 | d = shin 38 20 40 48 157 37 41 | e = thigh 34 30 26 44 36 182 30 | f = upperarm 43 31 65 28 38 41 135 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1213 45.4307 % Incorrectly Classified Instances 1457 54.5693 % Kappa statistic 0.3634 Mean absolute error 0.1594 Root mean squared error 0.3741 Relative absolute error 65.0732 % Root relative squared error 106.9044 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.105 0.418 0.453 0.435 0.699 chest 0.455 0.095 0.442 0.455 0.449 0.719 forearm 0.495 0.096 0.463 0.495 0.478 0.714 head 0.451 0.084 0.473 0.451 0.462 0.7 shin 0.461 0.092 0.456 0.461 0.458 0.705 thigh 0.463 0.072 0.518 0.463 0.489 0.712 upperarm 0.402 0.093 0.419 0.402 0.41 0.681 waist Weighted Avg. 0.454 0.091 0.456 0.454 0.454 0.704 === Confusion Matrix === a b c d e f g <-- classified as 173 52 40 17 31 22 47 | a = chest 51 173 59 19 19 21 38 | b = forearm 49 49 189 17 22 26 30 | c = head 24 25 20 172 71 34 35 | d = shin 28 27 35 56 176 32 28 | e = thigh 38 24 26 47 36 177 34 | f = upperarm 51 41 39 36 31 30 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1233 46.1798 % Incorrectly Classified Instances 1437 53.8202 % Kappa statistic 0.3721 Mean absolute error 0.1566 Root mean squared error 0.3698 Relative absolute error 63.9326 % Root relative squared error 105.6705 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.092 0.448 0.448 0.448 0.712 chest 0.521 0.096 0.474 0.521 0.496 0.737 forearm 0.415 0.081 0.461 0.415 0.436 0.69 head 0.545 0.086 0.515 0.545 0.529 0.752 shin 0.419 0.088 0.443 0.419 0.431 0.699 thigh 0.529 0.093 0.488 0.529 0.508 0.733 upperarm 0.357 0.093 0.391 0.357 0.373 0.666 waist Weighted Avg. 0.462 0.09 0.46 0.462 0.46 0.713 === Confusion Matrix === a b c d e f g <-- classified as 171 59 30 19 28 23 52 | a = chest 44 198 43 10 20 27 38 | b = forearm 52 44 158 28 29 32 38 | c = head 13 24 14 208 55 44 24 | d = shin 27 33 35 54 160 43 30 | e = thigh 19 24 30 48 29 202 30 | f = upperarm 56 36 33 37 40 43 136 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1162 43.5206 % Incorrectly Classified Instances 1508 56.4794 % Kappa statistic 0.3411 Mean absolute error 0.1647 Root mean squared error 0.3822 Relative absolute error 67.2424 % Root relative squared error 109.2143 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.474 0.099 0.444 0.474 0.458 0.696 chest 0.424 0.089 0.441 0.424 0.432 0.691 forearm 0.414 0.104 0.399 0.414 0.406 0.675 head 0.505 0.089 0.486 0.505 0.496 0.745 shin 0.42 0.09 0.437 0.42 0.428 0.68 thigh 0.461 0.083 0.481 0.461 0.471 0.718 upperarm 0.349 0.104 0.358 0.349 0.353 0.641 waist Weighted Avg. 0.435 0.094 0.435 0.435 0.435 0.692 === Confusion Matrix === a b c d e f g <-- classified as 181 45 42 19 23 28 44 | a = chest 56 161 57 27 18 28 33 | b = forearm 38 55 158 19 40 24 48 | c = head 10 16 16 193 59 52 36 | d = shin 37 21 37 61 160 35 30 | e = thigh 32 22 30 42 32 176 48 | f = upperarm 54 45 56 36 34 23 133 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1237 46.3296 % Incorrectly Classified Instances 1433 53.6704 % Kappa statistic 0.3738 Mean absolute error 0.1572 Root mean squared error 0.3713 Relative absolute error 64.2103 % Root relative squared error 106.0995 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.104 0.421 0.453 0.436 0.685 chest 0.482 0.099 0.446 0.482 0.463 0.715 forearm 0.518 0.094 0.481 0.518 0.499 0.732 head 0.552 0.08 0.534 0.552 0.543 0.75 shin 0.436 0.09 0.445 0.436 0.44 0.693 thigh 0.442 0.071 0.509 0.442 0.473 0.7 upperarm 0.36 0.087 0.407 0.36 0.382 0.659 waist Weighted Avg. 0.463 0.089 0.463 0.463 0.462 0.705 === Confusion Matrix === a b c d e f g <-- classified as 173 50 32 18 28 29 52 | a = chest 52 183 52 9 24 24 36 | b = forearm 31 58 198 10 30 24 31 | c = head 26 10 22 211 55 34 24 | d = shin 36 35 27 66 166 28 23 | e = thigh 33 36 26 45 39 169 34 | f = upperarm 60 38 55 36 31 24 137 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1164 43.5955 % Incorrectly Classified Instances 1506 56.4045 % Kappa statistic 0.3419 Mean absolute error 0.1634 Root mean squared error 0.3781 Relative absolute error 66.7413 % Root relative squared error 108.0619 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.108 0.408 0.448 0.427 0.707 chest 0.437 0.095 0.433 0.437 0.435 0.697 forearm 0.448 0.087 0.463 0.448 0.455 0.71 head 0.466 0.09 0.462 0.466 0.464 0.722 shin 0.394 0.096 0.407 0.394 0.4 0.664 thigh 0.495 0.079 0.511 0.495 0.503 0.728 upperarm 0.365 0.103 0.371 0.365 0.368 0.653 waist Weighted Avg. 0.436 0.094 0.437 0.436 0.436 0.697 === Confusion Matrix === a b c d e f g <-- classified as 171 56 33 18 23 30 51 | a = chest 55 166 59 21 17 21 41 | b = forearm 35 42 171 22 38 25 49 | c = head 27 18 17 178 72 39 31 | d = shin 44 30 28 61 150 32 36 | e = thigh 29 35 23 36 42 189 28 | f = upperarm 58 36 38 49 27 34 139 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1180 44.1948 % Incorrectly Classified Instances 1490 55.8052 % Kappa statistic 0.3489 Mean absolute error 0.163 Root mean squared error 0.3786 Relative absolute error 66.5632 % Root relative squared error 108.1959 % Total Number of Instances 2670 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.442 0.101 0.423 0.442 0.432 0.688 chest 0.471 0.101 0.437 0.471 0.453 0.721 forearm 0.421 0.098 0.418 0.421 0.42 0.673 head 0.501 0.085 0.495 0.501 0.498 0.726 shin 0.402 0.093 0.417 0.402 0.409 0.674 thigh 0.46 0.091 0.457 0.46 0.458 0.696 upperarm 0.396 0.081 0.448 0.396 0.421 0.692 waist Weighted Avg. 0.442 0.093 0.442 0.442 0.442 0.696 === Confusion Matrix === a b c d e f g <-- classified as 169 49 34 20 42 28 40 | a = chest 51 179 62 21 19 21 27 | b = forearm 41 54 161 18 35 40 33 | c = head 17 23 21 191 51 44 34 | d = shin 38 32 35 57 153 45 21 | e = thigh 34 33 30 45 34 176 31 | f = upperarm 50 40 42 34 33 31 151 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1144 42.8625 % Incorrectly Classified Instances 1525 57.1375 % Kappa statistic 0.3334 Mean absolute error 0.1658 Root mean squared error 0.3827 Relative absolute error 67.7178 % Root relative squared error 109.37 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.421 0.099 0.416 0.421 0.419 0.685 chest 0.505 0.088 0.489 0.505 0.497 0.729 forearm 0.374 0.097 0.392 0.374 0.383 0.661 head 0.48 0.087 0.48 0.48 0.48 0.713 shin 0.412 0.106 0.393 0.412 0.403 0.675 thigh 0.476 0.087 0.476 0.476 0.476 0.719 upperarm 0.331 0.103 0.348 0.331 0.339 0.641 waist Weighted Avg. 0.429 0.095 0.428 0.429 0.428 0.689 === Confusion Matrix === a b c d e f g <-- classified as 161 41 44 15 35 36 50 | a = chest 34 192 56 15 22 24 37 | b = forearm 48 63 143 19 37 21 51 | c = head 25 13 14 183 69 39 38 | d = shin 41 27 30 60 157 31 35 | e = thigh 25 22 43 49 36 182 25 | f = upperarm 53 35 35 40 43 49 126 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1197 44.8483 % Incorrectly Classified Instances 1472 55.1517 % Kappa statistic 0.3566 Mean absolute error 0.1596 Root mean squared error 0.3751 Relative absolute error 65.183 % Root relative squared error 107.2005 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.429 0.098 0.422 0.429 0.425 0.678 chest 0.455 0.092 0.452 0.455 0.453 0.705 forearm 0.445 0.106 0.412 0.445 0.428 0.692 head 0.512 0.079 0.519 0.512 0.515 0.749 shin 0.451 0.088 0.461 0.451 0.456 0.7 thigh 0.448 0.083 0.475 0.448 0.461 0.725 upperarm 0.399 0.097 0.405 0.399 0.402 0.685 waist Weighted Avg. 0.448 0.092 0.449 0.448 0.449 0.705 === Confusion Matrix === a b c d e f g <-- classified as 164 49 46 20 36 20 47 | a = chest 57 173 50 9 26 25 40 | b = forearm 40 55 170 16 35 35 31 | c = head 23 15 20 195 46 42 40 | d = shin 28 21 41 62 172 26 31 | e = thigh 32 25 36 48 36 171 34 | f = upperarm 45 45 50 26 22 41 152 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1153 43.1997 % Incorrectly Classified Instances 1516 56.8003 % Kappa statistic 0.3373 Mean absolute error 0.1649 Root mean squared error 0.3804 Relative absolute error 67.3154 % Root relative squared error 108.6989 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.458 0.104 0.425 0.458 0.441 0.687 chest 0.479 0.094 0.457 0.479 0.468 0.723 forearm 0.455 0.104 0.422 0.455 0.438 0.716 head 0.486 0.09 0.472 0.486 0.479 0.714 shin 0.386 0.09 0.416 0.386 0.401 0.668 thigh 0.421 0.084 0.456 0.421 0.438 0.694 upperarm 0.339 0.096 0.37 0.339 0.353 0.641 waist Weighted Avg. 0.432 0.095 0.431 0.432 0.431 0.692 === Confusion Matrix === a b c d e f g <-- classified as 175 44 44 17 28 34 40 | a = chest 55 182 53 15 26 19 30 | b = forearm 41 60 174 13 33 19 42 | c = head 20 20 17 185 54 50 35 | d = shin 31 28 41 70 147 32 32 | e = thigh 35 21 40 53 31 161 41 | f = upperarm 55 43 43 39 34 38 129 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1131 42.3754 % Incorrectly Classified Instances 1538 57.6246 % Kappa statistic 0.3277 Mean absolute error 0.1672 Root mean squared error 0.383 Relative absolute error 68.2547 % Root relative squared error 109.451 % Total Number of Instances 2669 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.117 0.368 0.408 0.387 0.673 chest 0.468 0.092 0.459 0.468 0.464 0.724 forearm 0.411 0.114 0.376 0.411 0.393 0.68 head 0.47 0.089 0.467 0.47 0.469 0.739 shin 0.394 0.09 0.423 0.394 0.408 0.679 thigh 0.474 0.083 0.488 0.474 0.481 0.725 upperarm 0.341 0.088 0.393 0.341 0.365 0.647 waist Weighted Avg. 0.424 0.096 0.425 0.424 0.424 0.695 === Confusion Matrix === a b c d e f g <-- classified as 156 52 44 20 37 27 46 | a = chest 52 178 68 16 18 20 28 | b = forearm 52 62 157 21 26 24 40 | c = head 24 17 24 179 70 48 19 | d = shin 35 22 48 58 150 34 34 | e = thigh 44 20 25 51 27 181 34 | f = upperarm 61 37 51 38 27 37 130 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 8 RUN: 0 FOLD: 0 Correctly Classified Instances 1401 53.3105 % Incorrectly Classified Instances 1227 46.6895 % Kappa statistic 0.4553 Mean absolute error 0.1367 Root mean squared error 0.3457 Relative absolute error 55.817 % Root relative squared error 98.7959 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.437 0.113 0.391 0.437 0.413 0.695 chest 0.561 0.079 0.54 0.561 0.55 0.762 forearm 0.608 0.083 0.549 0.608 0.577 0.787 head 0.644 0.043 0.714 0.644 0.677 0.823 shin 0.586 0.083 0.542 0.586 0.563 0.771 thigh 0.485 0.059 0.58 0.485 0.528 0.72 upperarm 0.41 0.084 0.448 0.41 0.428 0.699 waist Weighted Avg. 0.533 0.078 0.538 0.533 0.534 0.751 === Confusion Matrix === a b c d e f g <-- classified as 164 41 30 7 28 40 65 | a = chest 38 210 58 3 16 16 33 | b = forearm 40 57 228 11 13 16 10 | c = head 15 12 8 242 63 16 20 | d = shin 29 13 26 39 221 20 29 | e = thigh 49 26 41 18 26 182 33 | f = upperarm 84 30 24 19 41 24 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1381 52.5495 % Incorrectly Classified Instances 1247 47.4505 % Kappa statistic 0.4464 Mean absolute error 0.1408 Root mean squared error 0.3501 Relative absolute error 57.494 % Root relative squared error 100.0507 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.397 0.101 0.395 0.397 0.396 0.665 chest 0.581 0.087 0.527 0.581 0.553 0.77 forearm 0.512 0.08 0.516 0.512 0.514 0.736 head 0.729 0.054 0.692 0.729 0.71 0.862 shin 0.52 0.071 0.552 0.52 0.536 0.749 thigh 0.489 0.068 0.545 0.489 0.515 0.718 upperarm 0.449 0.093 0.447 0.449 0.448 0.709 waist Weighted Avg. 0.525 0.079 0.525 0.525 0.525 0.744 === Confusion Matrix === a b c d e f g <-- classified as 149 47 28 8 31 47 65 | a = chest 32 218 56 10 20 9 30 | b = forearm 41 61 192 7 20 36 18 | c = head 14 4 6 274 37 14 27 | d = shin 22 19 25 57 196 24 34 | e = thigh 46 19 48 19 24 183 35 | f = upperarm 73 46 17 21 27 23 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1386 52.7397 % Incorrectly Classified Instances 1242 47.2603 % Kappa statistic 0.4486 Mean absolute error 0.1379 Root mean squared error 0.3488 Relative absolute error 56.325 % Root relative squared error 99.6657 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.113 0.376 0.408 0.391 0.675 chest 0.539 0.079 0.533 0.539 0.536 0.752 forearm 0.549 0.079 0.538 0.549 0.544 0.769 head 0.718 0.046 0.724 0.718 0.721 0.866 shin 0.56 0.068 0.58 0.56 0.57 0.77 thigh 0.535 0.074 0.545 0.535 0.54 0.733 upperarm 0.383 0.094 0.406 0.383 0.394 0.671 waist Weighted Avg. 0.527 0.079 0.529 0.527 0.528 0.748 === Confusion Matrix === a b c d e f g <-- classified as 153 30 47 12 19 52 62 | a = chest 38 202 51 6 18 17 43 | b = forearm 43 58 206 8 18 22 20 | c = head 11 8 7 270 36 24 20 | d = shin 34 18 18 39 211 26 31 | e = thigh 42 25 27 19 26 200 35 | f = upperarm 86 38 27 19 36 26 144 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1452 55.2722 % Incorrectly Classified Instances 1175 44.7278 % Kappa statistic 0.4782 Mean absolute error 0.1316 Root mean squared error 0.3386 Relative absolute error 53.732 % Root relative squared error 96.7589 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.102 0.432 0.464 0.447 0.71 chest 0.549 0.073 0.557 0.549 0.553 0.766 forearm 0.576 0.076 0.557 0.576 0.566 0.784 head 0.694 0.05 0.7 0.694 0.697 0.85 shin 0.614 0.063 0.619 0.614 0.617 0.802 thigh 0.532 0.078 0.532 0.532 0.532 0.734 upperarm 0.439 0.08 0.477 0.439 0.457 0.692 waist Weighted Avg. 0.553 0.075 0.553 0.553 0.553 0.762 === Confusion Matrix === a b c d e f g <-- classified as 174 38 39 6 25 40 53 | a = chest 43 206 55 6 13 19 33 | b = forearm 38 46 216 8 12 35 20 | c = head 16 7 7 261 39 21 25 | d = shin 23 12 14 43 231 26 27 | e = thigh 45 21 37 21 28 199 23 | f = upperarm 64 40 20 28 25 34 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1387 52.7979 % Incorrectly Classified Instances 1240 47.2021 % Kappa statistic 0.4493 Mean absolute error 0.1392 Root mean squared error 0.3479 Relative absolute error 56.8381 % Root relative squared error 99.4264 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.459 0.119 0.392 0.459 0.423 0.695 chest 0.571 0.077 0.552 0.571 0.561 0.765 forearm 0.507 0.076 0.526 0.507 0.516 0.741 head 0.693 0.049 0.701 0.693 0.697 0.858 shin 0.561 0.076 0.554 0.561 0.557 0.775 thigh 0.517 0.072 0.545 0.517 0.531 0.734 upperarm 0.388 0.082 0.441 0.388 0.413 0.66 waist Weighted Avg. 0.528 0.079 0.53 0.528 0.528 0.747 === Confusion Matrix === a b c d e f g <-- classified as 172 41 42 13 23 34 50 | a = chest 37 214 55 11 17 12 29 | b = forearm 55 55 190 10 19 23 23 | c = head 10 7 9 260 50 18 21 | d = shin 24 18 16 43 211 30 34 | e = thigh 62 23 27 15 26 194 28 | f = upperarm 79 30 22 19 35 45 146 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1382 52.6075 % Incorrectly Classified Instances 1245 47.3925 % Kappa statistic 0.4471 Mean absolute error 0.1378 Root mean squared error 0.3463 Relative absolute error 56.2829 % Root relative squared error 98.953 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.392 0.102 0.39 0.392 0.391 0.662 chest 0.481 0.081 0.496 0.481 0.488 0.741 forearm 0.573 0.077 0.553 0.573 0.563 0.786 head 0.709 0.049 0.707 0.709 0.708 0.851 shin 0.584 0.066 0.598 0.584 0.591 0.782 thigh 0.493 0.084 0.495 0.493 0.494 0.713 upperarm 0.449 0.094 0.445 0.449 0.447 0.724 waist Weighted Avg. 0.526 0.079 0.526 0.526 0.526 0.751 === Confusion Matrix === a b c d e f g <-- classified as 147 41 40 7 21 52 67 | a = chest 40 180 57 8 21 27 41 | b = forearm 40 59 215 8 11 27 15 | c = head 9 6 4 266 47 20 23 | d = shin 23 21 19 36 220 29 29 | e = thigh 46 25 31 28 24 185 36 | f = upperarm 72 31 23 23 24 34 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1422 54.1302 % Incorrectly Classified Instances 1205 45.8698 % Kappa statistic 0.4649 Mean absolute error 0.1351 Root mean squared error 0.3423 Relative absolute error 55.1624 % Root relative squared error 97.8143 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.116 0.389 0.445 0.415 0.684 chest 0.556 0.071 0.564 0.556 0.56 0.768 forearm 0.548 0.072 0.56 0.548 0.554 0.77 head 0.704 0.054 0.684 0.704 0.694 0.86 shin 0.565 0.07 0.576 0.565 0.57 0.791 thigh 0.557 0.069 0.574 0.557 0.566 0.76 upperarm 0.413 0.083 0.455 0.413 0.433 0.699 waist Weighted Avg. 0.541 0.076 0.543 0.541 0.542 0.762 === Confusion Matrix === a b c d e f g <-- classified as 167 39 31 15 19 46 58 | a = chest 42 208 59 6 14 11 34 | b = forearm 47 53 206 5 20 30 15 | c = head 12 5 12 264 50 11 21 | d = shin 33 15 11 42 213 28 35 | e = thigh 51 20 27 20 25 209 23 | f = upperarm 77 29 22 34 29 29 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1435 54.625 % Incorrectly Classified Instances 1192 45.375 % Kappa statistic 0.4706 Mean absolute error 0.1328 Root mean squared error 0.3397 Relative absolute error 54.2466 % Root relative squared error 97.0905 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.437 0.105 0.409 0.437 0.423 0.692 chest 0.537 0.077 0.537 0.537 0.537 0.777 forearm 0.58 0.072 0.574 0.58 0.577 0.781 head 0.757 0.048 0.724 0.757 0.741 0.883 shin 0.584 0.068 0.588 0.584 0.586 0.777 thigh 0.485 0.072 0.529 0.485 0.506 0.732 upperarm 0.443 0.087 0.459 0.443 0.45 0.715 waist Weighted Avg. 0.546 0.076 0.546 0.546 0.546 0.765 === Confusion Matrix === a b c d e f g <-- classified as 164 30 35 4 24 48 70 | a = chest 42 201 57 5 25 18 26 | b = forearm 39 49 218 10 12 23 25 | c = head 6 4 6 284 39 17 19 | d = shin 16 18 18 50 220 29 26 | e = thigh 53 28 24 23 35 182 30 | f = upperarm 81 44 22 16 19 27 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1419 54.016 % Incorrectly Classified Instances 1208 45.984 % Kappa statistic 0.4635 Mean absolute error 0.1362 Root mean squared error 0.3439 Relative absolute error 55.6343 % Root relative squared error 98.2659 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.443 0.119 0.382 0.443 0.41 0.668 chest 0.591 0.083 0.54 0.591 0.564 0.777 forearm 0.543 0.072 0.559 0.543 0.551 0.774 head 0.717 0.048 0.712 0.717 0.714 0.852 shin 0.485 0.064 0.56 0.485 0.52 0.739 thigh 0.557 0.067 0.581 0.557 0.569 0.749 upperarm 0.445 0.083 0.473 0.445 0.459 0.703 waist Weighted Avg. 0.54 0.077 0.544 0.54 0.541 0.752 === Confusion Matrix === a b c d e f g <-- classified as 166 37 36 14 22 37 63 | a = chest 40 221 48 9 13 12 31 | b = forearm 38 63 204 9 20 22 20 | c = head 14 9 12 269 32 22 17 | d = shin 45 22 19 43 183 34 31 | e = thigh 55 18 29 21 19 209 24 | f = upperarm 77 39 17 13 38 24 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1373 52.2649 % Incorrectly Classified Instances 1254 47.7351 % Kappa statistic 0.4431 Mean absolute error 0.1393 Root mean squared error 0.349 Relative absolute error 56.8835 % Root relative squared error 99.7482 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.4 0.103 0.393 0.4 0.396 0.679 chest 0.524 0.085 0.506 0.524 0.515 0.749 forearm 0.573 0.077 0.553 0.573 0.563 0.771 head 0.662 0.058 0.655 0.662 0.659 0.822 shin 0.584 0.075 0.567 0.584 0.575 0.765 thigh 0.52 0.082 0.515 0.52 0.517 0.749 upperarm 0.395 0.077 0.46 0.395 0.425 0.685 waist Weighted Avg. 0.523 0.08 0.521 0.523 0.522 0.746 === Confusion Matrix === a b c d e f g <-- classified as 150 48 31 9 35 43 59 | a = chest 47 196 55 5 16 25 30 | b = forearm 31 59 215 8 13 28 21 | c = head 13 9 12 249 44 26 23 | d = shin 23 12 23 50 220 27 22 | e = thigh 42 19 36 36 28 195 19 | f = upperarm 76 44 17 23 32 35 148 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1419 53.9954 % Incorrectly Classified Instances 1209 46.0046 % Kappa statistic 0.4633 Mean absolute error 0.1352 Root mean squared error 0.343 Relative absolute error 55.2269 % Root relative squared error 98.0246 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.413 0.107 0.392 0.413 0.403 0.673 chest 0.555 0.089 0.51 0.555 0.531 0.768 forearm 0.564 0.063 0.599 0.564 0.581 0.782 head 0.709 0.055 0.684 0.709 0.696 0.859 shin 0.589 0.08 0.551 0.589 0.569 0.77 thigh 0.52 0.062 0.584 0.52 0.55 0.761 upperarm 0.429 0.082 0.467 0.429 0.447 0.687 waist Weighted Avg. 0.54 0.077 0.541 0.54 0.54 0.757 === Confusion Matrix === a b c d e f g <-- classified as 155 45 24 13 33 40 65 | a = chest 45 208 49 10 19 17 27 | b = forearm 34 67 212 8 20 19 16 | c = head 13 6 6 266 42 19 23 | d = shin 23 19 17 51 222 22 23 | e = thigh 40 20 31 26 33 195 30 | f = upperarm 85 43 15 15 34 22 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1405 53.4627 % Incorrectly Classified Instances 1223 46.5373 % Kappa statistic 0.4571 Mean absolute error 0.1377 Root mean squared error 0.3461 Relative absolute error 56.2368 % Root relative squared error 98.8967 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.397 0.108 0.38 0.397 0.389 0.667 chest 0.515 0.084 0.504 0.515 0.509 0.746 forearm 0.561 0.065 0.591 0.561 0.576 0.769 head 0.693 0.044 0.722 0.693 0.707 0.849 shin 0.621 0.075 0.582 0.621 0.601 0.802 thigh 0.539 0.084 0.515 0.539 0.527 0.734 upperarm 0.416 0.083 0.456 0.416 0.435 0.688 waist Weighted Avg. 0.535 0.078 0.536 0.535 0.535 0.751 === Confusion Matrix === a b c d e f g <-- classified as 149 43 34 13 24 53 59 | a = chest 38 193 54 7 22 21 40 | b = forearm 36 60 211 8 14 31 16 | c = head 18 7 7 260 48 20 15 | d = shin 25 20 9 32 234 27 30 | e = thigh 49 30 23 22 23 202 26 | f = upperarm 77 30 19 18 37 38 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1407 53.5388 % Incorrectly Classified Instances 1221 46.4612 % Kappa statistic 0.458 Mean absolute error 0.1369 Root mean squared error 0.3442 Relative absolute error 55.8914 % Root relative squared error 98.3666 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.097 0.434 0.445 0.439 0.703 chest 0.527 0.083 0.512 0.527 0.519 0.752 forearm 0.593 0.084 0.541 0.593 0.566 0.785 head 0.68 0.055 0.671 0.68 0.675 0.85 shin 0.56 0.068 0.578 0.56 0.569 0.762 thigh 0.515 0.075 0.533 0.515 0.524 0.739 upperarm 0.428 0.079 0.475 0.428 0.45 0.698 waist Weighted Avg. 0.535 0.077 0.535 0.535 0.535 0.756 === Confusion Matrix === a b c d e f g <-- classified as 167 43 35 7 19 43 61 | a = chest 45 197 65 6 11 23 27 | b = forearm 39 51 223 11 15 26 11 | c = head 13 9 7 255 54 15 22 | d = shin 24 13 27 44 211 26 32 | e = thigh 39 25 38 32 23 193 25 | f = upperarm 58 47 17 25 32 36 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1389 52.874 % Incorrectly Classified Instances 1238 47.126 % Kappa statistic 0.4502 Mean absolute error 0.1378 Root mean squared error 0.3475 Relative absolute error 56.2493 % Root relative squared error 99.3018 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.121 0.372 0.432 0.4 0.683 chest 0.551 0.075 0.548 0.551 0.549 0.76 forearm 0.528 0.071 0.555 0.528 0.541 0.755 head 0.659 0.044 0.712 0.659 0.684 0.833 shin 0.573 0.068 0.587 0.573 0.58 0.785 thigh 0.533 0.073 0.548 0.533 0.541 0.752 upperarm 0.426 0.097 0.422 0.426 0.424 0.697 waist Weighted Avg. 0.529 0.079 0.535 0.529 0.531 0.752 === Confusion Matrix === a b c d e f g <-- classified as 162 37 37 8 20 41 70 | a = chest 41 206 39 13 17 16 42 | b = forearm 50 52 198 6 20 26 23 | c = head 11 12 13 247 46 23 23 | d = shin 35 18 16 43 216 23 26 | e = thigh 55 17 33 13 22 200 35 | f = upperarm 81 34 21 17 27 36 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1438 54.7392 % Incorrectly Classified Instances 1189 45.2608 % Kappa statistic 0.472 Mean absolute error 0.1328 Root mean squared error 0.3398 Relative absolute error 54.2164 % Root relative squared error 97.112 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.459 0.102 0.428 0.459 0.443 0.696 chest 0.527 0.071 0.553 0.527 0.54 0.747 forearm 0.608 0.073 0.58 0.608 0.594 0.802 head 0.683 0.051 0.69 0.683 0.686 0.846 shin 0.594 0.078 0.56 0.594 0.577 0.786 thigh 0.531 0.069 0.561 0.531 0.545 0.761 upperarm 0.431 0.084 0.463 0.431 0.446 0.704 waist Weighted Avg. 0.547 0.075 0.548 0.547 0.547 0.763 === Confusion Matrix === a b c d e f g <-- classified as 172 38 32 12 25 40 56 | a = chest 41 197 59 7 23 19 28 | b = forearm 31 42 228 9 20 28 17 | c = head 16 7 9 256 42 17 28 | d = shin 29 13 14 43 224 23 31 | e = thigh 47 18 28 21 34 199 28 | f = upperarm 66 41 23 23 32 29 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1386 52.7598 % Incorrectly Classified Instances 1241 47.2402 % Kappa statistic 0.4489 Mean absolute error 0.1384 Root mean squared error 0.3461 Relative absolute error 56.5152 % Root relative squared error 98.913 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.376 0.104 0.376 0.376 0.376 0.668 chest 0.516 0.071 0.545 0.516 0.53 0.744 forearm 0.571 0.087 0.523 0.571 0.546 0.786 head 0.705 0.05 0.701 0.705 0.703 0.863 shin 0.538 0.078 0.536 0.538 0.537 0.769 thigh 0.564 0.068 0.58 0.564 0.572 0.77 upperarm 0.423 0.093 0.432 0.423 0.427 0.688 waist Weighted Avg. 0.528 0.079 0.528 0.528 0.527 0.755 === Confusion Matrix === a b c d e f g <-- classified as 141 27 46 12 32 47 70 | a = chest 46 193 56 4 20 19 36 | b = forearm 42 57 214 8 9 29 16 | c = head 10 2 12 265 50 14 23 | d = shin 40 23 20 41 203 20 30 | e = thigh 33 14 34 19 29 211 34 | f = upperarm 63 38 27 29 36 24 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1377 52.4172 % Incorrectly Classified Instances 1250 47.5828 % Kappa statistic 0.4449 Mean absolute error 0.1392 Root mean squared error 0.3488 Relative absolute error 56.855 % Root relative squared error 99.6821 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.118 0.365 0.405 0.384 0.672 chest 0.513 0.08 0.516 0.513 0.515 0.746 forearm 0.576 0.083 0.537 0.576 0.556 0.776 head 0.71 0.052 0.697 0.71 0.704 0.853 shin 0.549 0.066 0.583 0.549 0.566 0.763 thigh 0.489 0.07 0.538 0.489 0.513 0.725 upperarm 0.426 0.088 0.447 0.426 0.436 0.687 waist Weighted Avg. 0.524 0.079 0.526 0.524 0.525 0.746 === Confusion Matrix === a b c d e f g <-- classified as 152 33 47 10 23 36 74 | a = chest 51 192 57 5 10 22 37 | b = forearm 41 54 216 10 20 22 12 | c = head 10 5 10 267 44 15 25 | d = shin 33 25 16 50 207 25 21 | e = thigh 57 29 31 16 29 183 29 | f = upperarm 73 34 25 25 22 37 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1379 52.4933 % Incorrectly Classified Instances 1248 47.5067 % Kappa statistic 0.4458 Mean absolute error 0.1389 Root mean squared error 0.3486 Relative absolute error 56.7024 % Root relative squared error 99.6242 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.4 0.119 0.36 0.4 0.379 0.67 chest 0.572 0.079 0.547 0.572 0.559 0.777 forearm 0.565 0.068 0.581 0.565 0.573 0.775 head 0.668 0.053 0.677 0.668 0.672 0.832 shin 0.546 0.073 0.557 0.546 0.552 0.766 thigh 0.511 0.079 0.519 0.511 0.515 0.73 upperarm 0.412 0.084 0.449 0.412 0.43 0.699 waist Weighted Avg. 0.525 0.079 0.527 0.525 0.526 0.75 === Confusion Matrix === a b c d e f g <-- classified as 150 37 39 9 25 47 68 | a = chest 42 214 49 9 17 14 29 | b = forearm 42 55 212 5 12 29 20 | c = head 21 12 3 251 44 21 24 | d = shin 36 19 16 50 206 27 23 | e = thigh 56 19 26 26 30 191 26 | f = upperarm 70 35 20 21 36 39 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1439 54.7773 % Incorrectly Classified Instances 1188 45.2227 % Kappa statistic 0.4724 Mean absolute error 0.1331 Root mean squared error 0.3411 Relative absolute error 54.3495 % Root relative squared error 97.4685 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.395 0.108 0.378 0.395 0.386 0.668 chest 0.571 0.087 0.521 0.571 0.545 0.769 forearm 0.584 0.056 0.637 0.584 0.609 0.791 head 0.662 0.05 0.69 0.662 0.676 0.829 shin 0.564 0.07 0.575 0.564 0.569 0.767 thigh 0.587 0.067 0.595 0.587 0.591 0.78 upperarm 0.472 0.09 0.466 0.472 0.469 0.711 waist Weighted Avg. 0.548 0.075 0.551 0.548 0.549 0.759 === Confusion Matrix === a b c d e f g <-- classified as 148 39 28 11 30 42 77 | a = chest 31 214 50 8 20 20 32 | b = forearm 51 50 219 8 15 20 12 | c = head 17 9 4 249 48 24 25 | d = shin 30 28 10 45 212 20 31 | e = thigh 45 28 19 23 14 220 26 | f = upperarm 70 43 14 17 30 24 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1387 52.7979 % Incorrectly Classified Instances 1240 47.2021 % Kappa statistic 0.4493 Mean absolute error 0.1386 Root mean squared error 0.3485 Relative absolute error 56.6075 % Root relative squared error 99.5947 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.381 0.107 0.371 0.381 0.376 0.664 chest 0.509 0.075 0.529 0.509 0.519 0.735 forearm 0.563 0.083 0.529 0.563 0.545 0.763 head 0.707 0.054 0.687 0.707 0.697 0.851 shin 0.548 0.068 0.575 0.548 0.561 0.769 thigh 0.515 0.08 0.517 0.515 0.516 0.734 upperarm 0.472 0.083 0.486 0.472 0.479 0.716 waist Weighted Avg. 0.528 0.079 0.528 0.528 0.528 0.747 === Confusion Matrix === a b c d e f g <-- classified as 143 40 41 12 23 58 58 | a = chest 42 191 66 7 15 23 31 | b = forearm 45 61 211 9 11 24 14 | c = head 7 10 18 266 40 19 16 | d = shin 29 16 20 44 206 26 35 | e = thigh 47 18 26 28 30 193 33 | f = upperarm 72 25 17 21 33 30 177 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1421 54.0715 % Incorrectly Classified Instances 1207 45.9285 % Kappa statistic 0.4642 Mean absolute error 0.1353 Root mean squared error 0.3437 Relative absolute error 55.2491 % Root relative squared error 98.2131 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.104 0.395 0.408 0.402 0.676 chest 0.54 0.076 0.542 0.54 0.541 0.742 forearm 0.553 0.073 0.559 0.553 0.556 0.768 head 0.72 0.047 0.716 0.72 0.718 0.87 shin 0.562 0.072 0.567 0.562 0.565 0.76 thigh 0.544 0.075 0.548 0.544 0.546 0.755 upperarm 0.457 0.089 0.461 0.457 0.459 0.707 waist Weighted Avg. 0.541 0.077 0.541 0.541 0.541 0.754 === Confusion Matrix === a b c d e f g <-- classified as 153 35 34 11 30 49 63 | a = chest 38 202 55 4 21 16 38 | b = forearm 45 55 208 7 12 29 20 | c = head 9 6 10 270 41 19 20 | d = shin 34 12 24 43 212 26 26 | e = thigh 43 25 21 20 28 204 34 | f = upperarm 65 38 20 22 30 29 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1392 52.968 % Incorrectly Classified Instances 1236 47.032 % Kappa statistic 0.4513 Mean absolute error 0.1379 Root mean squared error 0.3458 Relative absolute error 56.3109 % Root relative squared error 98.8162 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.427 0.113 0.386 0.427 0.406 0.679 chest 0.557 0.08 0.536 0.557 0.546 0.755 forearm 0.541 0.069 0.565 0.541 0.553 0.759 head 0.736 0.051 0.704 0.736 0.72 0.859 shin 0.52 0.069 0.557 0.52 0.538 0.773 thigh 0.485 0.076 0.514 0.485 0.499 0.731 upperarm 0.441 0.089 0.452 0.441 0.447 0.711 waist Weighted Avg. 0.53 0.078 0.531 0.53 0.53 0.752 === Confusion Matrix === a b c d e f g <-- classified as 160 40 30 7 22 43 73 | a = chest 43 209 41 7 15 26 34 | b = forearm 44 58 203 9 22 29 10 | c = head 11 8 3 276 39 17 21 | d = shin 28 23 25 50 196 24 31 | e = thigh 51 19 37 23 31 182 32 | f = upperarm 77 33 20 20 27 33 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1418 53.9574 % Incorrectly Classified Instances 1210 46.0426 % Kappa statistic 0.4628 Mean absolute error 0.1354 Root mean squared error 0.3437 Relative absolute error 55.3 % Root relative squared error 98.229 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.483 0.112 0.418 0.483 0.448 0.718 chest 0.544 0.082 0.524 0.544 0.534 0.743 forearm 0.536 0.067 0.571 0.536 0.553 0.779 head 0.705 0.044 0.73 0.705 0.717 0.856 shin 0.557 0.078 0.545 0.557 0.551 0.772 thigh 0.532 0.074 0.544 0.532 0.538 0.756 upperarm 0.42 0.081 0.465 0.42 0.441 0.684 waist Weighted Avg. 0.54 0.077 0.543 0.54 0.54 0.758 === Confusion Matrix === a b c d e f g <-- classified as 181 39 32 6 17 49 51 | a = chest 39 204 50 8 28 13 33 | b = forearm 41 72 201 3 14 27 17 | c = head 11 7 2 265 57 16 18 | d = shin 22 12 20 46 210 30 37 | e = thigh 60 17 24 17 31 199 26 | f = upperarm 79 38 23 18 28 32 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1424 54.2063 % Incorrectly Classified Instances 1203 45.7937 % Kappa statistic 0.4657 Mean absolute error 0.135 Root mean squared error 0.3429 Relative absolute error 55.1079 % Root relative squared error 97.9853 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.467 0.107 0.421 0.467 0.442 0.697 chest 0.541 0.077 0.538 0.541 0.54 0.761 forearm 0.523 0.077 0.531 0.523 0.527 0.754 head 0.702 0.053 0.689 0.702 0.696 0.848 shin 0.576 0.075 0.564 0.576 0.57 0.779 thigh 0.567 0.076 0.554 0.567 0.56 0.76 upperarm 0.419 0.07 0.5 0.419 0.456 0.698 waist Weighted Avg. 0.542 0.076 0.542 0.542 0.542 0.757 === Confusion Matrix === a b c d e f g <-- classified as 175 43 34 13 31 34 45 | a = chest 30 203 64 6 21 23 28 | b = forearm 54 47 196 7 21 30 20 | c = head 16 2 15 264 41 18 20 | d = shin 35 18 15 40 217 28 24 | e = thigh 41 25 26 22 28 212 20 | f = upperarm 65 39 19 31 26 38 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1411 53.7115 % Incorrectly Classified Instances 1216 46.2885 % Kappa statistic 0.46 Mean absolute error 0.1354 Root mean squared error 0.3427 Relative absolute error 55.3016 % Root relative squared error 97.9343 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.112 0.363 0.384 0.373 0.642 chest 0.579 0.078 0.552 0.579 0.565 0.773 forearm 0.592 0.079 0.555 0.592 0.573 0.8 head 0.684 0.053 0.682 0.684 0.683 0.859 shin 0.538 0.068 0.569 0.538 0.553 0.762 thigh 0.524 0.059 0.598 0.524 0.558 0.752 upperarm 0.459 0.09 0.459 0.459 0.459 0.708 waist Weighted Avg. 0.537 0.077 0.54 0.537 0.538 0.757 === Confusion Matrix === a b c d e f g <-- classified as 144 41 43 14 31 33 69 | a = chest 37 217 57 5 17 14 28 | b = forearm 29 60 222 3 11 29 21 | c = head 18 7 7 257 41 15 31 | d = shin 45 17 24 46 203 17 25 | e = thigh 37 24 30 28 30 196 29 | f = upperarm 87 27 17 24 24 24 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1404 53.445 % Incorrectly Classified Instances 1223 46.555 % Kappa statistic 0.4569 Mean absolute error 0.137 Root mean squared error 0.3448 Relative absolute error 55.9388 % Root relative squared error 98.5491 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.112 0.403 0.453 0.427 0.69 chest 0.492 0.071 0.533 0.492 0.512 0.754 forearm 0.549 0.072 0.56 0.549 0.555 0.765 head 0.713 0.052 0.698 0.713 0.705 0.853 shin 0.57 0.08 0.546 0.57 0.558 0.764 thigh 0.547 0.077 0.542 0.547 0.544 0.749 upperarm 0.416 0.08 0.464 0.416 0.439 0.699 waist Weighted Avg. 0.534 0.078 0.535 0.534 0.534 0.753 === Confusion Matrix === a b c d e f g <-- classified as 170 27 35 10 35 38 60 | a = chest 46 184 51 6 23 32 32 | b = forearm 38 47 206 6 23 31 24 | c = head 17 6 9 268 35 27 14 | d = shin 31 21 20 53 215 14 23 | e = thigh 44 19 28 20 32 205 27 | f = upperarm 76 41 19 21 31 31 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1438 54.7392 % Incorrectly Classified Instances 1189 45.2608 % Kappa statistic 0.472 Mean absolute error 0.1328 Root mean squared error 0.3385 Relative absolute error 54.2184 % Root relative squared error 96.7486 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.108 0.408 0.448 0.427 0.686 chest 0.58 0.076 0.558 0.58 0.569 0.781 forearm 0.557 0.067 0.579 0.557 0.568 0.778 head 0.71 0.05 0.704 0.71 0.707 0.862 shin 0.578 0.068 0.586 0.578 0.582 0.784 thigh 0.52 0.068 0.559 0.52 0.539 0.749 upperarm 0.437 0.089 0.449 0.437 0.443 0.718 waist Weighted Avg. 0.547 0.075 0.549 0.547 0.548 0.766 === Confusion Matrix === a b c d e f g <-- classified as 168 40 31 6 22 42 66 | a = chest 31 217 46 5 23 13 39 | b = forearm 50 43 209 9 24 26 14 | c = head 9 13 8 267 40 18 21 | d = shin 30 17 18 49 218 21 24 | e = thigh 54 22 23 19 25 195 37 | f = upperarm 70 37 26 24 20 34 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1392 52.9882 % Incorrectly Classified Instances 1235 47.0118 % Kappa statistic 0.4515 Mean absolute error 0.1383 Root mean squared error 0.3465 Relative absolute error 56.4533 % Root relative squared error 99.0274 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.105 0.392 0.408 0.4 0.691 chest 0.572 0.078 0.549 0.572 0.56 0.774 forearm 0.589 0.081 0.548 0.589 0.568 0.786 head 0.669 0.041 0.73 0.669 0.698 0.836 shin 0.552 0.076 0.55 0.552 0.551 0.768 thigh 0.509 0.072 0.54 0.509 0.524 0.736 upperarm 0.41 0.095 0.418 0.41 0.414 0.681 waist Weighted Avg. 0.53 0.078 0.532 0.53 0.531 0.753 === Confusion Matrix === a b c d e f g <-- classified as 153 28 42 10 27 40 75 | a = chest 33 214 60 4 14 12 37 | b = forearm 28 55 221 8 14 30 19 | c = head 10 8 7 251 57 17 25 | d = shin 29 30 12 36 208 36 26 | e = thigh 58 22 34 14 24 191 32 | f = upperarm 79 33 27 21 34 28 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1384 52.6837 % Incorrectly Classified Instances 1243 47.3163 % Kappa statistic 0.448 Mean absolute error 0.1387 Root mean squared error 0.3491 Relative absolute error 56.6337 % Root relative squared error 99.7517 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.389 0.111 0.369 0.389 0.379 0.667 chest 0.564 0.081 0.537 0.564 0.55 0.77 forearm 0.537 0.076 0.542 0.537 0.539 0.761 head 0.68 0.052 0.687 0.68 0.684 0.84 shin 0.564 0.069 0.578 0.564 0.571 0.781 thigh 0.509 0.071 0.544 0.509 0.526 0.731 upperarm 0.444 0.093 0.444 0.444 0.444 0.695 waist Weighted Avg. 0.527 0.079 0.529 0.527 0.528 0.749 === Confusion Matrix === a b c d e f g <-- classified as 146 45 46 8 20 44 66 | a = chest 35 211 41 12 16 20 39 | b = forearm 46 58 202 9 16 22 23 | c = head 16 5 11 255 44 19 25 | d = shin 31 16 22 45 212 27 23 | e = thigh 54 12 33 25 27 191 33 | f = upperarm 68 46 18 17 32 28 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1402 53.3689 % Incorrectly Classified Instances 1225 46.6311 % Kappa statistic 0.456 Mean absolute error 0.1375 Root mean squared error 0.3468 Relative absolute error 56.1535 % Root relative squared error 99.1092 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.117 0.368 0.408 0.387 0.665 chest 0.516 0.083 0.507 0.516 0.511 0.745 forearm 0.577 0.078 0.554 0.577 0.565 0.772 head 0.717 0.049 0.708 0.717 0.713 0.861 shin 0.566 0.063 0.6 0.566 0.583 0.778 thigh 0.541 0.066 0.578 0.541 0.559 0.756 upperarm 0.41 0.088 0.438 0.41 0.423 0.689 waist Weighted Avg. 0.534 0.078 0.536 0.534 0.534 0.752 === Confusion Matrix === a b c d e f g <-- classified as 153 44 49 12 24 33 60 | a = chest 56 193 59 5 15 14 32 | b = forearm 33 55 217 7 12 28 24 | c = head 10 10 9 269 39 15 23 | d = shin 24 10 18 52 213 28 31 | e = thigh 57 26 22 14 25 203 28 | f = upperarm 83 43 18 21 27 30 154 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1396 53.1202 % Incorrectly Classified Instances 1232 46.8798 % Kappa statistic 0.4531 Mean absolute error 0.138 Root mean squared error 0.3461 Relative absolute error 56.3343 % Root relative squared error 98.8946 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.437 0.117 0.383 0.437 0.408 0.686 chest 0.528 0.075 0.541 0.528 0.534 0.752 forearm 0.563 0.073 0.563 0.563 0.563 0.767 head 0.661 0.043 0.721 0.661 0.69 0.832 shin 0.594 0.084 0.542 0.594 0.567 0.773 thigh 0.501 0.077 0.521 0.501 0.511 0.732 upperarm 0.434 0.079 0.478 0.434 0.455 0.699 waist Weighted Avg. 0.531 0.078 0.536 0.531 0.533 0.749 === Confusion Matrix === a b c d e f g <-- classified as 164 34 38 8 34 45 52 | a = chest 40 198 57 3 25 20 32 | b = forearm 43 49 211 11 14 24 23 | c = head 14 10 5 248 60 20 18 | d = shin 32 15 15 32 224 31 28 | e = thigh 57 27 31 22 25 188 25 | f = upperarm 78 33 18 20 31 33 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1405 53.4627 % Incorrectly Classified Instances 1223 46.5373 % Kappa statistic 0.4571 Mean absolute error 0.1357 Root mean squared error 0.3449 Relative absolute error 55.4294 % Root relative squared error 98.5696 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.116 0.399 0.464 0.429 0.691 chest 0.515 0.075 0.533 0.515 0.524 0.741 forearm 0.535 0.068 0.568 0.535 0.551 0.767 head 0.72 0.055 0.685 0.72 0.702 0.856 shin 0.546 0.066 0.582 0.546 0.564 0.769 thigh 0.552 0.077 0.545 0.552 0.548 0.762 upperarm 0.411 0.086 0.443 0.411 0.426 0.692 waist Weighted Avg. 0.535 0.078 0.536 0.535 0.535 0.754 === Confusion Matrix === a b c d e f g <-- classified as 174 49 20 13 19 39 61 | a = chest 49 193 60 12 16 15 30 | b = forearm 42 48 201 14 21 35 15 | c = head 12 5 6 270 33 25 24 | d = shin 28 19 23 41 206 24 36 | e = thigh 48 14 32 17 29 207 28 | f = upperarm 83 34 12 27 30 35 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1422 54.1096 % Incorrectly Classified Instances 1206 45.8904 % Kappa statistic 0.4646 Mean absolute error 0.1347 Root mean squared error 0.3425 Relative absolute error 55.0005 % Root relative squared error 97.8912 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.435 0.114 0.388 0.435 0.41 0.692 chest 0.589 0.085 0.535 0.589 0.561 0.773 forearm 0.569 0.071 0.572 0.569 0.571 0.78 head 0.653 0.047 0.696 0.653 0.674 0.829 shin 0.538 0.067 0.575 0.538 0.556 0.766 thigh 0.571 0.071 0.571 0.571 0.571 0.774 upperarm 0.432 0.079 0.475 0.432 0.453 0.712 waist Weighted Avg. 0.541 0.076 0.545 0.541 0.542 0.761 === Confusion Matrix === a b c d e f g <-- classified as 163 48 43 9 21 36 55 | a = chest 44 221 47 3 11 14 35 | b = forearm 37 61 214 3 14 30 17 | c = head 18 7 9 245 61 21 14 | d = shin 33 21 12 48 203 31 29 | e = thigh 48 15 25 22 22 214 29 | f = upperarm 77 40 24 22 21 29 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1413 53.7876 % Incorrectly Classified Instances 1214 46.2124 % Kappa statistic 0.4609 Mean absolute error 0.1372 Root mean squared error 0.3457 Relative absolute error 56.0166 % Root relative squared error 98.7847 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.403 0.107 0.386 0.403 0.394 0.675 chest 0.594 0.077 0.562 0.594 0.577 0.777 forearm 0.561 0.066 0.586 0.561 0.573 0.768 head 0.664 0.046 0.705 0.664 0.684 0.837 shin 0.573 0.07 0.579 0.573 0.576 0.773 thigh 0.528 0.084 0.512 0.528 0.52 0.739 upperarm 0.443 0.09 0.451 0.443 0.447 0.707 waist Weighted Avg. 0.538 0.077 0.54 0.538 0.539 0.754 === Confusion Matrix === a b c d e f g <-- classified as 151 33 47 11 17 49 67 | a = chest 42 222 36 8 18 16 32 | b = forearm 34 54 211 1 21 31 24 | c = head 12 10 12 249 41 28 23 | d = shin 38 18 8 38 216 34 25 | e = thigh 39 23 30 23 31 198 31 | f = upperarm 75 35 16 23 29 31 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1428 54.3586 % Incorrectly Classified Instances 1199 45.6414 % Kappa statistic 0.4675 Mean absolute error 0.1344 Root mean squared error 0.342 Relative absolute error 54.8768 % Root relative squared error 97.7313 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.106 0.411 0.445 0.428 0.697 chest 0.511 0.075 0.529 0.511 0.52 0.743 forearm 0.584 0.079 0.55 0.584 0.567 0.776 head 0.766 0.048 0.725 0.766 0.745 0.883 shin 0.573 0.067 0.589 0.573 0.581 0.773 thigh 0.493 0.069 0.543 0.493 0.517 0.735 upperarm 0.432 0.087 0.454 0.432 0.443 0.703 waist Weighted Avg. 0.544 0.076 0.543 0.544 0.543 0.759 === Confusion Matrix === a b c d e f g <-- classified as 167 37 40 8 21 38 64 | a = chest 44 191 57 3 16 21 42 | b = forearm 40 43 219 6 15 30 22 | c = head 12 2 6 288 35 15 18 | d = shin 27 21 20 47 216 25 21 | e = thigh 48 28 33 21 32 185 28 | f = upperarm 68 39 23 24 32 27 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1406 53.5211 % Incorrectly Classified Instances 1221 46.4789 % Kappa statistic 0.4578 Mean absolute error 0.1362 Root mean squared error 0.3444 Relative absolute error 55.6234 % Root relative squared error 98.4108 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.4 0.105 0.389 0.4 0.394 0.682 chest 0.564 0.079 0.544 0.564 0.554 0.772 forearm 0.547 0.078 0.539 0.547 0.543 0.77 head 0.681 0.052 0.688 0.681 0.684 0.843 shin 0.54 0.074 0.549 0.54 0.544 0.756 thigh 0.587 0.075 0.564 0.587 0.575 0.769 upperarm 0.428 0.08 0.472 0.428 0.449 0.698 waist Weighted Avg. 0.535 0.077 0.535 0.535 0.535 0.756 === Confusion Matrix === a b c d e f g <-- classified as 150 39 43 11 28 32 72 | a = chest 39 211 41 9 17 27 30 | b = forearm 48 48 205 4 20 31 19 | c = head 9 9 12 256 47 22 21 | d = shin 27 19 33 51 203 27 16 | e = thigh 45 22 25 15 26 220 22 | f = upperarm 68 40 21 26 29 31 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1370 52.1507 % Incorrectly Classified Instances 1257 47.8493 % Kappa statistic 0.4418 Mean absolute error 0.1402 Root mean squared error 0.3495 Relative absolute error 57.257 % Root relative squared error 99.8742 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.12 0.37 0.424 0.395 0.67 chest 0.529 0.084 0.51 0.529 0.52 0.756 forearm 0.549 0.078 0.541 0.549 0.545 0.756 head 0.726 0.051 0.705 0.726 0.716 0.852 shin 0.5 0.071 0.542 0.5 0.52 0.748 thigh 0.539 0.078 0.534 0.539 0.537 0.744 upperarm 0.383 0.076 0.456 0.383 0.416 0.698 waist Weighted Avg. 0.522 0.08 0.523 0.522 0.521 0.746 === Confusion Matrix === a b c d e f g <-- classified as 159 33 36 12 28 51 56 | a = chest 49 198 63 8 13 12 31 | b = forearm 49 50 206 6 16 30 18 | c = head 16 5 2 273 40 23 17 | d = shin 40 31 18 52 188 22 25 | e = thigh 51 25 25 17 30 202 25 | f = upperarm 66 46 31 19 32 38 144 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1432 54.5108 % Incorrectly Classified Instances 1195 45.4892 % Kappa statistic 0.4693 Mean absolute error 0.1342 Root mean squared error 0.3416 Relative absolute error 54.8009 % Root relative squared error 97.6113 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.363 0.103 0.371 0.363 0.367 0.666 chest 0.586 0.086 0.53 0.586 0.557 0.774 forearm 0.547 0.065 0.584 0.547 0.565 0.751 head 0.726 0.052 0.702 0.726 0.714 0.858 shin 0.57 0.064 0.599 0.57 0.584 0.784 thigh 0.57 0.068 0.582 0.57 0.576 0.779 upperarm 0.455 0.094 0.448 0.455 0.451 0.705 waist Weighted Avg. 0.545 0.076 0.545 0.545 0.545 0.76 === Confusion Matrix === a b c d e f g <-- classified as 136 40 37 14 24 49 75 | a = chest 32 219 50 6 14 13 40 | b = forearm 47 56 205 9 17 21 20 | c = head 10 10 8 273 43 15 17 | d = shin 20 28 14 47 215 24 29 | e = thigh 49 19 19 24 20 213 30 | f = upperarm 73 41 18 16 26 31 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1413 53.7876 % Incorrectly Classified Instances 1214 46.2124 % Kappa statistic 0.4609 Mean absolute error 0.1354 Root mean squared error 0.3421 Relative absolute error 55.2946 % Root relative squared error 97.7591 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.416 0.108 0.391 0.416 0.403 0.669 chest 0.519 0.072 0.543 0.519 0.531 0.75 forearm 0.605 0.076 0.57 0.605 0.587 0.796 head 0.665 0.041 0.729 0.665 0.695 0.849 shin 0.586 0.081 0.547 0.586 0.566 0.776 thigh 0.537 0.072 0.552 0.537 0.545 0.75 upperarm 0.436 0.088 0.453 0.436 0.444 0.704 waist Weighted Avg. 0.538 0.077 0.541 0.538 0.539 0.756 === Confusion Matrix === a b c d e f g <-- classified as 156 38 37 11 31 37 65 | a = chest 47 194 54 8 18 15 38 | b = forearm 42 50 227 2 14 22 18 | c = head 16 6 13 250 47 21 23 | d = shin 25 20 16 40 221 35 20 | e = thigh 38 17 31 16 37 201 34 | f = upperarm 75 32 20 16 36 33 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1408 53.5973 % Incorrectly Classified Instances 1219 46.4027 % Kappa statistic 0.4586 Mean absolute error 0.1364 Root mean squared error 0.343 Relative absolute error 55.6956 % Root relative squared error 98.0239 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.373 0.114 0.354 0.373 0.363 0.679 chest 0.56 0.077 0.547 0.56 0.553 0.77 forearm 0.555 0.07 0.57 0.555 0.562 0.777 head 0.741 0.051 0.707 0.741 0.724 0.863 shin 0.531 0.071 0.557 0.531 0.543 0.75 thigh 0.505 0.072 0.538 0.505 0.521 0.745 upperarm 0.487 0.087 0.483 0.487 0.485 0.718 waist Weighted Avg. 0.536 0.077 0.537 0.536 0.536 0.757 === Confusion Matrix === a b c d e f g <-- classified as 140 39 37 5 28 55 71 | a = chest 43 210 50 3 17 20 32 | b = forearm 45 56 208 6 18 24 18 | c = head 14 7 9 278 35 16 16 | d = shin 30 14 19 50 200 26 38 | e = thigh 53 24 28 28 31 189 21 | f = upperarm 71 34 14 23 30 21 183 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1390 52.8919 % Incorrectly Classified Instances 1238 47.1081 % Kappa statistic 0.4504 Mean absolute error 0.1387 Root mean squared error 0.3476 Relative absolute error 56.6178 % Root relative squared error 99.3356 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.381 0.112 0.361 0.381 0.371 0.649 chest 0.525 0.086 0.504 0.525 0.514 0.75 forearm 0.563 0.071 0.57 0.563 0.566 0.779 head 0.723 0.048 0.715 0.723 0.719 0.859 shin 0.538 0.06 0.602 0.538 0.569 0.781 thigh 0.549 0.082 0.527 0.549 0.538 0.752 upperarm 0.423 0.091 0.437 0.423 0.43 0.693 waist Weighted Avg. 0.529 0.079 0.531 0.529 0.53 0.752 === Confusion Matrix === a b c d e f g <-- classified as 143 55 33 11 26 41 66 | a = chest 51 197 51 6 11 21 38 | b = forearm 46 49 211 7 13 32 17 | c = head 11 9 7 271 27 30 20 | d = shin 32 19 12 42 203 36 33 | e = thigh 44 17 29 21 27 206 31 | f = upperarm 69 45 27 21 30 25 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1409 53.6149 % Incorrectly Classified Instances 1219 46.3851 % Kappa statistic 0.4588 Mean absolute error 0.1355 Root mean squared error 0.3435 Relative absolute error 55.3239 % Root relative squared error 98.156 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.108 0.406 0.445 0.425 0.677 chest 0.539 0.075 0.546 0.539 0.542 0.762 forearm 0.571 0.073 0.566 0.571 0.568 0.768 head 0.686 0.049 0.701 0.686 0.694 0.858 shin 0.499 0.079 0.514 0.499 0.506 0.749 thigh 0.544 0.078 0.538 0.544 0.541 0.752 upperarm 0.469 0.08 0.494 0.469 0.482 0.722 waist Weighted Avg. 0.536 0.077 0.538 0.536 0.537 0.755 === Confusion Matrix === a b c d e f g <-- classified as 167 34 34 8 38 39 55 | a = chest 39 202 55 6 21 19 33 | b = forearm 36 53 214 6 22 28 16 | c = head 7 5 4 258 53 20 29 | d = shin 35 19 26 47 188 41 21 | e = thigh 57 16 29 21 22 204 26 | f = upperarm 70 41 16 22 22 28 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1363 51.8645 % Incorrectly Classified Instances 1265 48.1355 % Kappa statistic 0.4384 Mean absolute error 0.1407 Root mean squared error 0.3493 Relative absolute error 57.4338 % Root relative squared error 99.8231 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.376 0.112 0.358 0.376 0.367 0.663 chest 0.536 0.084 0.515 0.536 0.525 0.751 forearm 0.528 0.078 0.531 0.528 0.529 0.757 head 0.715 0.062 0.659 0.715 0.686 0.859 shin 0.515 0.067 0.562 0.515 0.537 0.762 thigh 0.512 0.074 0.535 0.512 0.523 0.744 upperarm 0.448 0.085 0.468 0.448 0.458 0.706 waist Weighted Avg. 0.519 0.08 0.518 0.519 0.518 0.749 === Confusion Matrix === a b c d e f g <-- classified as 141 47 38 15 25 43 66 | a = chest 47 201 57 11 21 10 28 | b = forearm 52 51 198 6 8 34 26 | c = head 10 8 9 269 42 21 17 | d = shin 35 20 25 49 194 26 28 | e = thigh 47 23 30 31 26 192 26 | f = upperarm 62 40 16 27 29 33 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1397 53.1785 % Incorrectly Classified Instances 1230 46.8215 % Kappa statistic 0.4537 Mean absolute error 0.1366 Root mean squared error 0.3447 Relative absolute error 55.7775 % Root relative squared error 98.5147 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.392 0.116 0.359 0.392 0.375 0.665 chest 0.523 0.074 0.541 0.523 0.532 0.767 forearm 0.56 0.082 0.533 0.56 0.546 0.763 head 0.739 0.044 0.739 0.739 0.739 0.866 shin 0.573 0.07 0.579 0.573 0.576 0.779 thigh 0.529 0.074 0.544 0.529 0.537 0.746 upperarm 0.405 0.087 0.436 0.405 0.42 0.686 waist Weighted Avg. 0.532 0.078 0.533 0.532 0.532 0.753 === Confusion Matrix === a b c d e f g <-- classified as 147 38 40 9 28 44 69 | a = chest 41 196 62 5 16 22 33 | b = forearm 47 51 210 8 18 26 15 | c = head 15 9 7 278 38 13 16 | d = shin 34 12 22 38 216 21 34 | e = thigh 42 19 31 22 32 198 30 | f = upperarm 83 37 22 16 25 40 152 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1405 53.4831 % Incorrectly Classified Instances 1222 46.5169 % Kappa statistic 0.4573 Mean absolute error 0.1375 Root mean squared error 0.3477 Relative absolute error 56.1375 % Root relative squared error 99.3553 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.427 0.105 0.403 0.427 0.415 0.673 chest 0.567 0.087 0.521 0.567 0.543 0.765 forearm 0.545 0.071 0.562 0.545 0.553 0.754 head 0.665 0.06 0.649 0.665 0.657 0.824 shin 0.573 0.07 0.578 0.573 0.575 0.789 thigh 0.537 0.067 0.569 0.537 0.553 0.753 upperarm 0.429 0.082 0.465 0.429 0.447 0.683 waist Weighted Avg. 0.535 0.078 0.535 0.535 0.535 0.749 === Confusion Matrix === a b c d e f g <-- classified as 160 38 40 11 27 39 60 | a = chest 32 212 49 11 15 11 44 | b = forearm 43 65 205 9 16 25 13 | c = head 12 7 11 250 54 22 20 | d = shin 20 12 21 60 216 24 24 | e = thigh 46 37 18 22 26 201 24 | f = upperarm 84 36 21 22 20 31 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1424 54.2063 % Incorrectly Classified Instances 1203 45.7937 % Kappa statistic 0.4657 Mean absolute error 0.1357 Root mean squared error 0.3435 Relative absolute error 55.4265 % Root relative squared error 98.1674 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.403 0.107 0.385 0.403 0.394 0.675 chest 0.559 0.084 0.524 0.559 0.541 0.758 forearm 0.58 0.069 0.583 0.58 0.581 0.774 head 0.67 0.048 0.698 0.67 0.684 0.84 shin 0.582 0.076 0.562 0.582 0.572 0.765 thigh 0.575 0.076 0.557 0.575 0.566 0.766 upperarm 0.426 0.073 0.492 0.426 0.456 0.688 waist Weighted Avg. 0.542 0.076 0.543 0.542 0.542 0.752 === Confusion Matrix === a b c d e f g <-- classified as 151 41 32 14 29 46 62 | a = chest 43 209 56 3 14 19 30 | b = forearm 38 64 218 2 17 23 14 | c = head 10 13 12 252 47 24 18 | d = shin 21 21 14 48 219 28 25 | e = thigh 39 20 26 19 39 215 16 | f = upperarm 90 31 16 23 25 31 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1394 53.0643 % Incorrectly Classified Instances 1233 46.9357 % Kappa statistic 0.4524 Mean absolute error 0.1368 Root mean squared error 0.3447 Relative absolute error 55.8553 % Root relative squared error 98.4981 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.451 0.122 0.381 0.451 0.413 0.687 chest 0.532 0.077 0.535 0.532 0.534 0.764 forearm 0.521 0.077 0.531 0.521 0.526 0.751 head 0.661 0.047 0.703 0.661 0.681 0.838 shin 0.59 0.071 0.581 0.59 0.586 0.783 thigh 0.523 0.075 0.537 0.523 0.53 0.756 upperarm 0.436 0.08 0.478 0.436 0.456 0.73 waist Weighted Avg. 0.531 0.078 0.535 0.531 0.532 0.758 === Confusion Matrix === a b c d e f g <-- classified as 169 45 37 11 16 38 59 | a = chest 51 199 60 8 18 14 24 | b = forearm 52 58 196 5 16 26 23 | c = head 21 9 10 248 44 26 17 | d = shin 30 15 16 38 222 26 29 | e = thigh 52 20 28 21 31 196 27 | f = upperarm 68 26 22 22 35 39 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1425 54.2444 % Incorrectly Classified Instances 1202 45.7556 % Kappa statistic 0.4662 Mean absolute error 0.135 Root mean squared error 0.3436 Relative absolute error 55.1226 % Root relative squared error 98.1954 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.389 0.11 0.371 0.389 0.38 0.666 chest 0.561 0.078 0.545 0.561 0.553 0.768 forearm 0.563 0.075 0.557 0.563 0.56 0.777 head 0.691 0.044 0.721 0.691 0.706 0.838 shin 0.607 0.071 0.59 0.607 0.599 0.79 thigh 0.557 0.071 0.565 0.557 0.561 0.759 upperarm 0.428 0.085 0.457 0.428 0.442 0.679 waist Weighted Avg. 0.542 0.076 0.544 0.542 0.543 0.754 === Confusion Matrix === a b c d e f g <-- classified as 146 50 45 9 27 36 62 | a = chest 38 210 58 8 19 13 28 | b = forearm 45 51 211 5 19 26 18 | c = head 11 11 7 259 38 28 21 | d = shin 34 13 9 32 229 29 31 | e = thigh 49 14 26 20 26 209 31 | f = upperarm 71 36 23 26 30 29 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1409 53.6353 % Incorrectly Classified Instances 1218 46.3647 % Kappa statistic 0.4591 Mean absolute error 0.1368 Root mean squared error 0.3441 Relative absolute error 55.8527 % Root relative squared error 98.325 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.451 0.103 0.42 0.451 0.435 0.702 chest 0.54 0.075 0.543 0.54 0.542 0.76 forearm 0.563 0.07 0.573 0.563 0.568 0.767 head 0.739 0.064 0.656 0.739 0.695 0.85 shin 0.528 0.071 0.554 0.528 0.541 0.765 thigh 0.52 0.075 0.534 0.52 0.527 0.738 upperarm 0.415 0.081 0.46 0.415 0.436 0.694 waist Weighted Avg. 0.536 0.077 0.535 0.536 0.535 0.754 === Confusion Matrix === a b c d e f g <-- classified as 169 23 33 11 27 46 66 | a = chest 49 202 50 7 13 18 35 | b = forearm 42 50 211 14 21 25 12 | c = head 15 6 9 277 37 13 18 | d = shin 23 21 18 63 199 30 23 | e = thigh 40 25 30 25 31 195 29 | f = upperarm 64 45 17 25 31 38 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1442 54.8915 % Incorrectly Classified Instances 1185 45.1085 % Kappa statistic 0.4737 Mean absolute error 0.1338 Root mean squared error 0.3406 Relative absolute error 54.6393 % Root relative squared error 97.3347 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.111 0.38 0.411 0.395 0.668 chest 0.527 0.079 0.525 0.527 0.526 0.74 forearm 0.605 0.073 0.581 0.605 0.593 0.793 head 0.731 0.048 0.717 0.731 0.724 0.876 shin 0.607 0.071 0.59 0.607 0.599 0.787 thigh 0.552 0.068 0.573 0.552 0.562 0.75 upperarm 0.41 0.076 0.474 0.41 0.439 0.701 waist Weighted Avg. 0.549 0.075 0.549 0.549 0.548 0.759 === Confusion Matrix === a b c d e f g <-- classified as 154 46 37 9 24 40 65 | a = chest 42 197 54 8 21 17 35 | b = forearm 35 53 227 10 16 22 12 | c = head 13 6 7 274 43 15 17 | d = shin 23 16 19 50 229 22 18 | e = thigh 56 17 31 14 26 207 24 | f = upperarm 82 40 16 17 29 38 154 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1422 54.1096 % Incorrectly Classified Instances 1206 45.8904 % Kappa statistic 0.4646 Mean absolute error 0.1345 Root mean squared error 0.3422 Relative absolute error 54.9166 % Root relative squared error 97.7904 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.44 0.103 0.415 0.44 0.427 0.693 chest 0.539 0.072 0.555 0.539 0.547 0.762 forearm 0.555 0.079 0.537 0.555 0.546 0.767 head 0.753 0.053 0.702 0.753 0.727 0.873 shin 0.551 0.067 0.578 0.551 0.564 0.773 thigh 0.536 0.067 0.569 0.536 0.552 0.764 upperarm 0.415 0.093 0.427 0.415 0.421 0.696 waist Weighted Avg. 0.541 0.076 0.541 0.541 0.541 0.761 === Confusion Matrix === a b c d e f g <-- classified as 165 32 39 11 26 37 65 | a = chest 35 202 60 4 16 21 37 | b = forearm 47 46 208 5 21 23 25 | c = head 7 5 8 283 32 18 23 | d = shin 27 15 19 54 207 23 31 | e = thigh 51 20 31 21 23 201 28 | f = upperarm 66 44 22 25 33 30 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1426 54.2618 % Incorrectly Classified Instances 1202 45.7382 % Kappa statistic 0.4664 Mean absolute error 0.1352 Root mean squared error 0.342 Relative absolute error 55.1973 % Root relative squared error 97.7424 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.115 0.401 0.461 0.429 0.696 chest 0.541 0.088 0.506 0.541 0.523 0.761 forearm 0.581 0.073 0.571 0.581 0.576 0.784 head 0.745 0.047 0.725 0.745 0.735 0.876 shin 0.566 0.063 0.598 0.566 0.582 0.767 thigh 0.472 0.068 0.536 0.472 0.502 0.718 upperarm 0.431 0.08 0.474 0.431 0.451 0.699 waist Weighted Avg. 0.543 0.076 0.545 0.543 0.543 0.757 === Confusion Matrix === a b c d e f g <-- classified as 173 35 48 8 16 32 63 | a = chest 41 203 48 8 13 25 37 | b = forearm 40 64 218 4 10 27 12 | c = head 12 10 5 280 43 12 14 | d = shin 33 19 21 35 213 31 24 | e = thigh 62 26 23 27 30 177 30 | f = upperarm 70 44 19 24 31 26 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1395 53.0822 % Incorrectly Classified Instances 1233 46.9178 % Kappa statistic 0.4526 Mean absolute error 0.1369 Root mean squared error 0.3473 Relative absolute error 55.8977 % Root relative squared error 99.2415 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.106 0.393 0.411 0.402 0.683 chest 0.536 0.082 0.522 0.536 0.529 0.745 forearm 0.539 0.077 0.537 0.539 0.538 0.746 head 0.675 0.053 0.678 0.675 0.676 0.838 shin 0.578 0.075 0.565 0.578 0.571 0.774 thigh 0.555 0.071 0.565 0.555 0.56 0.755 upperarm 0.423 0.084 0.457 0.423 0.439 0.716 waist Weighted Avg. 0.531 0.078 0.531 0.531 0.531 0.751 === Confusion Matrix === a b c d e f g <-- classified as 154 39 42 11 26 39 64 | a = chest 40 201 64 7 17 18 28 | b = forearm 44 63 202 14 13 23 16 | c = head 15 6 4 253 57 20 20 | d = shin 24 17 15 43 218 28 32 | e = thigh 36 23 32 19 28 208 29 | f = upperarm 79 36 17 26 27 32 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1413 53.7876 % Incorrectly Classified Instances 1214 46.2124 % Kappa statistic 0.4609 Mean absolute error 0.1353 Root mean squared error 0.3434 Relative absolute error 55.2502 % Root relative squared error 98.141 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.421 0.113 0.383 0.421 0.402 0.687 chest 0.548 0.075 0.547 0.548 0.547 0.759 forearm 0.587 0.071 0.577 0.587 0.582 0.778 head 0.675 0.052 0.684 0.675 0.679 0.838 shin 0.552 0.077 0.546 0.552 0.549 0.765 thigh 0.523 0.065 0.571 0.523 0.546 0.752 upperarm 0.46 0.085 0.474 0.46 0.467 0.726 waist Weighted Avg. 0.538 0.077 0.54 0.538 0.539 0.758 === Confusion Matrix === a b c d e f g <-- classified as 158 40 32 11 29 37 68 | a = chest 47 205 49 4 22 16 31 | b = forearm 38 46 220 11 12 32 16 | c = head 19 14 8 253 46 13 22 | d = shin 32 15 24 48 208 25 25 | e = thigh 46 20 28 23 32 196 30 | f = upperarm 72 35 20 20 32 24 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1401 53.3308 % Incorrectly Classified Instances 1226 46.6692 % Kappa statistic 0.4555 Mean absolute error 0.138 Root mean squared error 0.3472 Relative absolute error 56.3298 % Root relative squared error 99.227 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.108 0.395 0.424 0.409 0.683 chest 0.535 0.089 0.499 0.535 0.516 0.76 forearm 0.56 0.073 0.561 0.56 0.561 0.766 head 0.699 0.053 0.686 0.699 0.692 0.858 shin 0.597 0.066 0.603 0.597 0.6 0.774 thigh 0.541 0.074 0.549 0.541 0.545 0.748 upperarm 0.378 0.081 0.438 0.378 0.406 0.674 waist Weighted Avg. 0.533 0.078 0.533 0.533 0.533 0.752 === Confusion Matrix === a b c d e f g <-- classified as 159 33 33 17 26 47 60 | a = chest 39 200 66 6 15 20 28 | b = forearm 39 63 210 4 10 27 22 | c = head 10 9 12 262 41 21 20 | d = shin 24 22 14 44 225 22 26 | e = thigh 56 24 20 24 22 203 26 | f = upperarm 76 50 19 25 34 30 142 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1414 53.8257 % Incorrectly Classified Instances 1213 46.1743 % Kappa statistic 0.4613 Mean absolute error 0.1355 Root mean squared error 0.3424 Relative absolute error 55.318 % Root relative squared error 97.8382 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.11 0.404 0.448 0.425 0.691 chest 0.575 0.086 0.527 0.575 0.55 0.772 forearm 0.552 0.078 0.542 0.552 0.547 0.776 head 0.693 0.048 0.708 0.693 0.701 0.862 shin 0.576 0.059 0.622 0.576 0.598 0.775 thigh 0.485 0.078 0.508 0.485 0.497 0.724 upperarm 0.439 0.081 0.476 0.439 0.456 0.708 waist Weighted Avg. 0.538 0.077 0.541 0.538 0.539 0.758 === Confusion Matrix === a b c d e f g <-- classified as 168 37 38 7 20 45 60 | a = chest 38 215 47 5 12 27 30 | b = forearm 48 64 207 3 13 27 13 | c = head 16 7 8 260 37 20 27 | d = shin 18 14 23 49 217 31 25 | e = thigh 53 28 36 20 29 182 27 | f = upperarm 75 43 23 23 21 26 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1393 53.0263 % Incorrectly Classified Instances 1234 46.9737 % Kappa statistic 0.452 Mean absolute error 0.1372 Root mean squared error 0.3449 Relative absolute error 56.0115 % Root relative squared error 98.5586 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.111 0.381 0.411 0.395 0.676 chest 0.495 0.081 0.504 0.495 0.499 0.751 forearm 0.62 0.087 0.543 0.62 0.579 0.796 head 0.64 0.047 0.694 0.64 0.666 0.833 shin 0.57 0.069 0.581 0.57 0.576 0.786 thigh 0.539 0.068 0.567 0.539 0.553 0.757 upperarm 0.437 0.085 0.462 0.437 0.449 0.703 waist Weighted Avg. 0.53 0.078 0.533 0.53 0.531 0.757 === Confusion Matrix === a b c d e f g <-- classified as 154 41 42 13 18 40 67 | a = chest 56 185 68 5 16 16 28 | b = forearm 36 46 233 6 16 29 10 | c = head 15 12 12 240 49 24 23 | d = shin 26 15 22 49 215 25 25 | e = thigh 50 23 23 14 25 202 38 | f = upperarm 67 45 29 19 31 20 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1430 54.4347 % Incorrectly Classified Instances 1197 45.5653 % Kappa statistic 0.4684 Mean absolute error 0.1347 Root mean squared error 0.3434 Relative absolute error 54.9957 % Root relative squared error 98.1463 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.421 0.11 0.39 0.421 0.405 0.66 chest 0.545 0.078 0.537 0.545 0.541 0.761 forearm 0.564 0.074 0.561 0.564 0.562 0.782 head 0.686 0.045 0.717 0.686 0.701 0.846 shin 0.581 0.067 0.592 0.581 0.586 0.78 thigh 0.548 0.075 0.548 0.548 0.548 0.75 upperarm 0.464 0.083 0.483 0.464 0.473 0.707 waist Weighted Avg. 0.544 0.076 0.547 0.544 0.545 0.755 === Confusion Matrix === a b c d e f g <-- classified as 158 34 40 13 23 44 63 | a = chest 42 204 56 4 18 13 37 | b = forearm 38 57 212 9 18 35 7 | c = head 16 10 7 258 46 25 14 | d = shin 33 15 13 45 219 18 34 | e = thigh 46 21 32 17 22 205 31 | f = upperarm 72 39 18 14 24 34 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1407 53.5592 % Incorrectly Classified Instances 1220 46.4408 % Kappa statistic 0.4582 Mean absolute error 0.1371 Root mean squared error 0.3464 Relative absolute error 55.9917 % Root relative squared error 98.9904 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.105 0.378 0.384 0.381 0.654 chest 0.564 0.085 0.525 0.564 0.544 0.764 forearm 0.569 0.062 0.606 0.569 0.587 0.78 head 0.691 0.054 0.681 0.691 0.686 0.842 shin 0.546 0.078 0.541 0.546 0.544 0.766 thigh 0.548 0.069 0.568 0.548 0.558 0.747 upperarm 0.445 0.089 0.455 0.445 0.45 0.697 waist Weighted Avg. 0.536 0.077 0.536 0.536 0.536 0.75 === Confusion Matrix === a b c d e f g <-- classified as 144 46 24 12 35 45 69 | a = chest 42 211 46 11 13 15 36 | b = forearm 30 60 214 9 22 21 20 | c = head 10 7 6 260 56 19 18 | d = shin 31 23 18 50 206 26 23 | e = thigh 48 18 26 19 24 205 34 | f = upperarm 76 37 19 21 25 30 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1397 53.1785 % Incorrectly Classified Instances 1230 46.8215 % Kappa statistic 0.4537 Mean absolute error 0.1369 Root mean squared error 0.3456 Relative absolute error 55.8998 % Root relative squared error 98.7663 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.107 0.373 0.384 0.378 0.665 chest 0.544 0.083 0.523 0.544 0.533 0.752 forearm 0.525 0.067 0.566 0.525 0.545 0.762 head 0.715 0.05 0.704 0.715 0.71 0.856 shin 0.581 0.075 0.564 0.581 0.573 0.784 thigh 0.553 0.079 0.539 0.553 0.546 0.775 upperarm 0.419 0.085 0.45 0.419 0.434 0.704 waist Weighted Avg. 0.532 0.078 0.531 0.532 0.531 0.757 === Confusion Matrix === a b c d e f g <-- classified as 144 36 32 17 24 51 71 | a = chest 49 204 45 6 18 17 36 | b = forearm 44 60 197 4 23 25 22 | c = head 8 13 8 269 42 19 17 | d = shin 25 18 15 44 219 28 28 | e = thigh 51 27 28 17 26 207 18 | f = upperarm 65 32 23 25 36 37 157 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1369 52.0928 % Incorrectly Classified Instances 1259 47.9072 % Kappa statistic 0.4411 Mean absolute error 0.1408 Root mean squared error 0.3517 Relative absolute error 57.4874 % Root relative squared error 100.51 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.381 0.12 0.345 0.381 0.362 0.656 chest 0.517 0.095 0.475 0.517 0.496 0.732 forearm 0.544 0.075 0.545 0.544 0.545 0.759 head 0.685 0.037 0.756 0.685 0.719 0.856 shin 0.56 0.068 0.581 0.56 0.57 0.77 thigh 0.539 0.07 0.563 0.539 0.55 0.735 upperarm 0.42 0.094 0.427 0.42 0.424 0.688 waist Weighted Avg. 0.521 0.08 0.528 0.521 0.524 0.742 === Confusion Matrix === a b c d e f g <-- classified as 143 55 34 12 29 36 66 | a = chest 46 194 65 5 12 17 36 | b = forearm 45 59 204 8 10 26 23 | c = head 12 6 8 257 44 22 26 | d = shin 42 14 19 39 211 24 28 | e = thigh 46 32 22 7 33 202 33 | f = upperarm 80 48 22 12 24 32 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1416 53.8813 % Incorrectly Classified Instances 1212 46.1187 % Kappa statistic 0.462 Mean absolute error 0.1347 Root mean squared error 0.3432 Relative absolute error 55.0105 % Root relative squared error 98.0728 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.119 0.385 0.448 0.414 0.69 chest 0.536 0.072 0.552 0.536 0.544 0.766 forearm 0.568 0.071 0.57 0.568 0.569 0.775 head 0.704 0.046 0.719 0.704 0.712 0.873 shin 0.57 0.072 0.569 0.57 0.57 0.778 thigh 0.52 0.075 0.537 0.52 0.528 0.754 upperarm 0.426 0.083 0.462 0.426 0.443 0.695 waist Weighted Avg. 0.539 0.077 0.542 0.539 0.54 0.761 === Confusion Matrix === a b c d e f g <-- classified as 168 35 35 6 22 43 66 | a = chest 47 201 52 14 17 15 29 | b = forearm 42 52 213 7 16 29 16 | c = head 11 5 13 264 45 17 20 | d = shin 28 18 21 37 215 33 25 | e = thigh 54 19 23 25 29 195 30 | f = upperarm 86 34 17 14 34 31 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1444 54.9467 % Incorrectly Classified Instances 1184 45.0533 % Kappa statistic 0.4744 Mean absolute error 0.132 Root mean squared error 0.3382 Relative absolute error 53.91 % Root relative squared error 96.652 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.477 0.103 0.434 0.477 0.455 0.72 chest 0.549 0.073 0.557 0.549 0.553 0.778 forearm 0.573 0.071 0.573 0.573 0.573 0.769 head 0.677 0.046 0.711 0.677 0.694 0.836 shin 0.581 0.083 0.539 0.581 0.559 0.78 thigh 0.531 0.064 0.58 0.531 0.554 0.76 upperarm 0.457 0.086 0.471 0.457 0.464 0.698 waist Weighted Avg. 0.549 0.075 0.552 0.549 0.55 0.763 === Confusion Matrix === a b c d e f g <-- classified as 179 29 35 12 22 40 58 | a = chest 39 206 55 4 17 17 37 | b = forearm 47 50 215 6 14 23 20 | c = head 13 9 7 254 53 19 20 | d = shin 24 15 25 46 219 28 20 | e = thigh 47 17 19 15 40 199 38 | f = upperarm 63 44 19 20 41 17 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1403 53.4069 % Incorrectly Classified Instances 1224 46.5931 % Kappa statistic 0.4564 Mean absolute error 0.1366 Root mean squared error 0.345 Relative absolute error 55.7656 % Root relative squared error 98.588 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.103 0.382 0.384 0.383 0.667 chest 0.529 0.08 0.524 0.529 0.527 0.756 forearm 0.566 0.085 0.527 0.566 0.546 0.774 head 0.699 0.054 0.684 0.699 0.691 0.861 shin 0.568 0.071 0.574 0.568 0.571 0.783 thigh 0.537 0.074 0.548 0.537 0.543 0.745 upperarm 0.455 0.077 0.496 0.455 0.474 0.714 waist Weighted Avg. 0.534 0.078 0.533 0.534 0.534 0.757 === Confusion Matrix === a b c d e f g <-- classified as 144 47 45 12 25 42 60 | a = chest 44 198 62 8 15 16 31 | b = forearm 39 48 213 9 14 41 12 | c = head 9 5 8 262 47 20 24 | d = shin 29 19 19 49 214 25 22 | e = thigh 41 23 32 24 28 201 25 | f = upperarm 71 38 25 19 30 22 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1401 53.3308 % Incorrectly Classified Instances 1226 46.6692 % Kappa statistic 0.4555 Mean absolute error 0.1367 Root mean squared error 0.3432 Relative absolute error 55.8019 % Root relative squared error 98.0872 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.421 0.108 0.393 0.421 0.407 0.675 chest 0.596 0.076 0.565 0.596 0.58 0.796 forearm 0.564 0.071 0.571 0.564 0.568 0.767 head 0.67 0.055 0.672 0.67 0.671 0.852 shin 0.505 0.075 0.531 0.505 0.518 0.757 thigh 0.556 0.072 0.561 0.556 0.558 0.769 upperarm 0.42 0.088 0.445 0.42 0.432 0.691 waist Weighted Avg. 0.533 0.078 0.534 0.533 0.533 0.758 === Confusion Matrix === a b c d e f g <-- classified as 158 34 36 11 31 36 69 | a = chest 45 223 48 4 19 10 25 | b = forearm 36 57 212 8 16 25 22 | c = head 13 8 10 252 49 21 23 | d = shin 34 18 11 54 190 37 32 | e = thigh 43 21 33 25 18 208 26 | f = upperarm 73 34 21 21 35 34 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1425 54.2444 % Incorrectly Classified Instances 1202 45.7556 % Kappa statistic 0.4662 Mean absolute error 0.1345 Root mean squared error 0.3429 Relative absolute error 54.9147 % Root relative squared error 97.9841 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.107 0.389 0.408 0.398 0.682 chest 0.543 0.073 0.552 0.543 0.547 0.76 forearm 0.574 0.072 0.57 0.574 0.572 0.781 head 0.67 0.047 0.704 0.67 0.687 0.842 shin 0.569 0.064 0.599 0.569 0.584 0.78 thigh 0.57 0.073 0.565 0.57 0.567 0.77 upperarm 0.463 0.098 0.441 0.463 0.451 0.699 waist Weighted Avg. 0.542 0.076 0.546 0.542 0.544 0.759 === Confusion Matrix === a b c d e f g <-- classified as 153 41 40 7 28 43 63 | a = chest 35 203 65 4 12 17 38 | b = forearm 37 54 216 10 13 24 22 | c = head 14 6 9 252 46 27 22 | d = shin 27 17 10 45 214 24 39 | e = thigh 52 16 21 17 18 213 37 | f = upperarm 75 31 18 23 26 29 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1404 53.445 % Incorrectly Classified Instances 1223 46.555 % Kappa statistic 0.4569 Mean absolute error 0.1371 Root mean squared error 0.3439 Relative absolute error 55.9669 % Root relative squared error 98.2776 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.112 0.39 0.432 0.41 0.67 chest 0.524 0.079 0.524 0.524 0.524 0.75 forearm 0.563 0.078 0.545 0.563 0.554 0.766 head 0.689 0.047 0.71 0.689 0.699 0.842 shin 0.549 0.07 0.569 0.549 0.559 0.79 thigh 0.533 0.072 0.551 0.533 0.542 0.75 upperarm 0.451 0.084 0.471 0.451 0.46 0.706 waist Weighted Avg. 0.534 0.078 0.537 0.534 0.536 0.753 === Confusion Matrix === a b c d e f g <-- classified as 162 43 28 10 27 41 64 | a = chest 36 196 67 3 20 14 38 | b = forearm 50 51 211 4 16 27 16 | c = head 15 10 8 259 42 19 23 | d = shin 27 18 22 43 207 34 26 | e = thigh 57 16 30 28 21 200 23 | f = upperarm 68 40 21 18 31 28 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1410 53.6734 % Incorrectly Classified Instances 1217 46.3266 % Kappa statistic 0.4595 Mean absolute error 0.1355 Root mean squared error 0.3441 Relative absolute error 55.3241 % Root relative squared error 98.3238 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.397 0.104 0.389 0.397 0.393 0.676 chest 0.559 0.086 0.519 0.559 0.538 0.779 forearm 0.576 0.085 0.531 0.576 0.552 0.777 head 0.694 0.05 0.7 0.694 0.697 0.853 shin 0.546 0.062 0.597 0.546 0.571 0.765 thigh 0.549 0.074 0.552 0.549 0.551 0.764 upperarm 0.435 0.08 0.475 0.435 0.454 0.707 waist Weighted Avg. 0.537 0.077 0.538 0.537 0.537 0.76 === Confusion Matrix === a b c d e f g <-- classified as 149 43 43 15 19 53 53 | a = chest 38 209 65 4 11 14 33 | b = forearm 48 56 216 6 11 24 14 | c = head 11 10 9 261 46 18 21 | d = shin 29 21 21 46 206 28 26 | e = thigh 34 28 23 22 29 206 33 | f = upperarm 74 36 30 19 23 30 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1387 52.7979 % Incorrectly Classified Instances 1240 47.2021 % Kappa statistic 0.4493 Mean absolute error 0.1379 Root mean squared error 0.3477 Relative absolute error 56.3207 % Root relative squared error 99.3509 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.111 0.379 0.405 0.392 0.67 chest 0.495 0.076 0.518 0.495 0.506 0.724 forearm 0.592 0.071 0.58 0.592 0.586 0.785 head 0.753 0.051 0.713 0.753 0.732 0.865 shin 0.517 0.07 0.552 0.517 0.534 0.745 thigh 0.533 0.085 0.51 0.533 0.522 0.745 upperarm 0.4 0.086 0.436 0.4 0.417 0.7 waist Weighted Avg. 0.528 0.079 0.527 0.528 0.527 0.748 === Confusion Matrix === a b c d e f g <-- classified as 152 33 34 13 27 49 67 | a = chest 50 185 49 8 18 34 30 | b = forearm 37 53 222 8 13 27 15 | c = head 10 6 5 283 34 16 22 | d = shin 31 25 21 46 195 32 27 | e = thigh 47 18 27 17 33 200 33 | f = upperarm 74 37 25 22 33 34 150 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1379 52.4933 % Incorrectly Classified Instances 1248 47.5067 % Kappa statistic 0.4458 Mean absolute error 0.1385 Root mean squared error 0.3477 Relative absolute error 56.5653 % Root relative squared error 99.371 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.381 0.111 0.364 0.381 0.372 0.656 chest 0.544 0.08 0.531 0.544 0.538 0.748 forearm 0.541 0.069 0.567 0.541 0.554 0.776 head 0.699 0.049 0.704 0.699 0.701 0.846 shin 0.576 0.082 0.54 0.576 0.557 0.77 thigh 0.525 0.077 0.532 0.525 0.529 0.742 upperarm 0.408 0.087 0.44 0.408 0.423 0.7 waist Weighted Avg. 0.525 0.079 0.525 0.525 0.525 0.748 === Confusion Matrix === a b c d e f g <-- classified as 143 35 32 15 33 44 73 | a = chest 42 204 48 8 21 19 33 | b = forearm 53 52 203 7 19 27 14 | c = head 10 10 9 262 42 23 19 | d = shin 29 15 15 42 217 28 31 | e = thigh 43 25 27 19 39 197 25 | f = upperarm 73 43 24 19 31 32 153 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1485 56.5068 % Incorrectly Classified Instances 1143 43.4932 % Kappa statistic 0.4926 Mean absolute error 0.1293 Root mean squared error 0.3336 Relative absolute error 52.802 % Root relative squared error 95.3379 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.493 0.102 0.446 0.493 0.468 0.717 chest 0.61 0.073 0.58 0.61 0.595 0.783 forearm 0.608 0.067 0.602 0.608 0.605 0.801 head 0.684 0.039 0.745 0.684 0.713 0.857 shin 0.584 0.075 0.566 0.584 0.574 0.771 thigh 0.56 0.069 0.574 0.56 0.567 0.762 upperarm 0.418 0.082 0.46 0.418 0.438 0.688 waist Weighted Avg. 0.565 0.072 0.567 0.565 0.566 0.768 === Confusion Matrix === a b c d e f g <-- classified as 185 39 32 6 24 28 61 | a = chest 42 228 41 7 14 19 23 | b = forearm 30 53 228 3 14 26 21 | c = head 7 10 6 257 61 15 20 | d = shin 30 21 22 36 220 24 24 | e = thigh 45 14 27 13 31 210 35 | f = upperarm 76 28 23 23 25 44 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1378 52.4353 % Incorrectly Classified Instances 1250 47.5647 % Kappa statistic 0.4451 Mean absolute error 0.1397 Root mean squared error 0.3479 Relative absolute error 57.0485 % Root relative squared error 99.4154 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.11 0.404 0.448 0.425 0.699 chest 0.56 0.083 0.529 0.56 0.544 0.764 forearm 0.564 0.084 0.529 0.564 0.546 0.756 head 0.672 0.051 0.689 0.672 0.68 0.826 shin 0.533 0.073 0.551 0.533 0.542 0.768 thigh 0.529 0.075 0.541 0.529 0.535 0.754 upperarm 0.364 0.08 0.432 0.364 0.395 0.665 waist Weighted Avg. 0.524 0.079 0.525 0.524 0.524 0.747 === Confusion Matrix === a b c d e f g <-- classified as 168 40 42 12 21 37 55 | a = chest 37 210 59 6 21 19 23 | b = forearm 44 60 212 7 11 21 21 | c = head 18 10 10 252 43 21 21 | d = shin 28 13 24 55 201 26 30 | e = thigh 49 24 28 17 28 198 30 | f = upperarm 72 40 26 17 40 44 137 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1385 52.7017 % Incorrectly Classified Instances 1243 47.2983 % Kappa statistic 0.4482 Mean absolute error 0.1378 Root mean squared error 0.3461 Relative absolute error 56.2576 % Root relative squared error 98.8987 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.419 0.115 0.378 0.419 0.397 0.674 chest 0.539 0.083 0.519 0.539 0.529 0.766 forearm 0.551 0.071 0.564 0.551 0.557 0.768 head 0.645 0.048 0.689 0.645 0.667 0.82 shin 0.541 0.073 0.553 0.541 0.547 0.761 thigh 0.57 0.075 0.559 0.57 0.564 0.774 upperarm 0.426 0.087 0.449 0.426 0.437 0.702 waist Weighted Avg. 0.527 0.079 0.53 0.527 0.528 0.752 === Confusion Matrix === a b c d e f g <-- classified as 157 47 36 5 30 45 55 | a = chest 51 202 54 3 18 11 36 | b = forearm 46 50 207 8 15 32 18 | c = head 16 9 10 242 48 24 26 | d = shin 22 17 16 49 204 34 35 | e = thigh 38 23 27 20 27 213 26 | f = upperarm 85 41 17 24 27 22 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1425 54.2444 % Incorrectly Classified Instances 1202 45.7556 % Kappa statistic 0.4662 Mean absolute error 0.1342 Root mean squared error 0.3416 Relative absolute error 54.7904 % Root relative squared error 97.6325 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.416 0.111 0.384 0.416 0.399 0.677 chest 0.552 0.08 0.534 0.552 0.543 0.759 forearm 0.527 0.067 0.569 0.527 0.547 0.763 head 0.717 0.044 0.729 0.717 0.723 0.849 shin 0.612 0.063 0.62 0.612 0.616 0.788 thigh 0.54 0.064 0.584 0.54 0.561 0.752 upperarm 0.434 0.105 0.409 0.434 0.421 0.681 waist Weighted Avg. 0.542 0.076 0.547 0.542 0.544 0.753 === Confusion Matrix === a b c d e f g <-- classified as 156 27 40 6 29 36 81 | a = chest 55 207 48 7 10 11 37 | b = forearm 42 68 198 10 17 22 19 | c = head 8 9 7 269 37 22 23 | d = shin 24 7 19 35 230 26 35 | e = thigh 51 18 18 25 19 202 41 | f = upperarm 70 52 18 17 29 27 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1409 53.6353 % Incorrectly Classified Instances 1218 46.3647 % Kappa statistic 0.4591 Mean absolute error 0.1363 Root mean squared error 0.3453 Relative absolute error 55.6677 % Root relative squared error 98.6827 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.451 0.115 0.394 0.451 0.42 0.689 chest 0.587 0.075 0.564 0.587 0.575 0.787 forearm 0.544 0.073 0.554 0.544 0.549 0.771 head 0.696 0.047 0.711 0.696 0.704 0.851 shin 0.561 0.075 0.557 0.561 0.559 0.778 thigh 0.501 0.075 0.528 0.501 0.514 0.725 upperarm 0.415 0.081 0.462 0.415 0.437 0.688 waist Weighted Avg. 0.536 0.077 0.539 0.536 0.537 0.755 === Confusion Matrix === a b c d e f g <-- classified as 169 39 40 7 24 40 56 | a = chest 34 220 51 4 22 16 28 | b = forearm 53 49 204 4 21 27 17 | c = head 15 2 9 261 45 27 16 | d = shin 35 16 14 42 211 28 30 | e = thigh 56 11 29 27 29 188 35 | f = upperarm 67 53 21 22 27 30 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1381 52.5695 % Incorrectly Classified Instances 1246 47.4305 % Kappa statistic 0.4466 Mean absolute error 0.1395 Root mean squared error 0.3467 Relative absolute error 56.9633 % Root relative squared error 99.0883 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.112 0.364 0.384 0.374 0.655 chest 0.519 0.082 0.512 0.519 0.515 0.754 forearm 0.589 0.091 0.519 0.589 0.552 0.791 head 0.677 0.044 0.718 0.677 0.697 0.845 shin 0.546 0.068 0.575 0.546 0.561 0.765 thigh 0.525 0.063 0.579 0.525 0.551 0.755 upperarm 0.439 0.093 0.441 0.439 0.44 0.709 waist Weighted Avg. 0.526 0.079 0.53 0.526 0.527 0.754 === Confusion Matrix === a b c d e f g <-- classified as 144 38 52 9 23 35 74 | a = chest 53 194 58 6 14 14 35 | b = forearm 40 54 221 6 12 20 22 | c = head 11 8 14 254 46 21 21 | d = shin 24 22 23 47 206 27 28 | e = thigh 48 29 37 14 21 197 29 | f = upperarm 76 34 21 18 36 26 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1408 53.5973 % Incorrectly Classified Instances 1219 46.4027 % Kappa statistic 0.4586 Mean absolute error 0.1358 Root mean squared error 0.3446 Relative absolute error 55.4529 % Root relative squared error 98.4813 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.416 0.11 0.386 0.416 0.401 0.677 chest 0.586 0.079 0.552 0.586 0.568 0.777 forearm 0.579 0.067 0.59 0.579 0.584 0.783 head 0.673 0.052 0.684 0.673 0.678 0.836 shin 0.597 0.068 0.594 0.597 0.595 0.796 thigh 0.517 0.075 0.534 0.517 0.526 0.735 upperarm 0.384 0.09 0.416 0.384 0.399 0.676 waist Weighted Avg. 0.536 0.077 0.537 0.536 0.536 0.754 === Confusion Matrix === a b c d e f g <-- classified as 156 40 40 9 28 35 67 | a = chest 39 219 41 5 16 24 30 | b = forearm 39 44 217 6 16 33 20 | c = head 14 8 11 253 44 26 20 | d = shin 13 16 18 48 225 22 35 | e = thigh 52 24 26 25 24 194 30 | f = upperarm 91 46 15 24 26 29 144 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1417 53.9399 % Incorrectly Classified Instances 1210 46.0601 % Kappa statistic 0.4626 Mean absolute error 0.1359 Root mean squared error 0.3438 Relative absolute error 55.4783 % Root relative squared error 98.2596 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.104 0.408 0.432 0.42 0.685 chest 0.524 0.086 0.504 0.524 0.514 0.73 forearm 0.568 0.074 0.561 0.568 0.564 0.776 head 0.742 0.046 0.728 0.742 0.735 0.866 shin 0.541 0.068 0.57 0.541 0.555 0.772 thigh 0.536 0.073 0.551 0.536 0.543 0.743 upperarm 0.432 0.086 0.456 0.432 0.444 0.686 waist Weighted Avg. 0.539 0.077 0.54 0.539 0.539 0.751 === Confusion Matrix === a b c d e f g <-- classified as 162 48 39 5 19 42 60 | a = chest 52 196 52 5 14 19 36 | b = forearm 36 52 213 10 14 31 19 | c = head 6 7 8 279 44 17 15 | d = shin 32 22 12 51 204 28 28 | e = thigh 36 21 33 18 31 201 35 | f = upperarm 73 43 23 15 32 27 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1448 55.1199 % Incorrectly Classified Instances 1179 44.8801 % Kappa statistic 0.4764 Mean absolute error 0.1313 Root mean squared error 0.3378 Relative absolute error 53.6278 % Root relative squared error 96.5207 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.456 0.102 0.428 0.456 0.441 0.718 chest 0.588 0.077 0.56 0.588 0.574 0.788 forearm 0.592 0.072 0.578 0.592 0.585 0.783 head 0.723 0.049 0.71 0.723 0.717 0.867 shin 0.584 0.069 0.585 0.584 0.584 0.792 thigh 0.509 0.075 0.529 0.509 0.519 0.736 upperarm 0.405 0.079 0.461 0.405 0.431 0.698 waist Weighted Avg. 0.551 0.075 0.55 0.551 0.55 0.769 === Confusion Matrix === a b c d e f g <-- classified as 171 26 35 9 24 45 65 | a = chest 35 220 54 4 16 25 20 | b = forearm 35 50 222 4 16 31 17 | c = head 13 6 8 272 43 13 21 | d = shin 26 19 15 48 220 25 24 | e = thigh 51 20 36 22 24 191 31 | f = upperarm 69 52 14 24 33 31 152 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1384 52.6837 % Incorrectly Classified Instances 1243 47.3163 % Kappa statistic 0.448 Mean absolute error 0.1386 Root mean squared error 0.3482 Relative absolute error 56.6064 % Root relative squared error 99.502 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.421 0.103 0.405 0.421 0.413 0.668 chest 0.521 0.086 0.503 0.521 0.512 0.749 forearm 0.557 0.084 0.525 0.557 0.541 0.77 head 0.699 0.053 0.688 0.699 0.694 0.839 shin 0.568 0.067 0.588 0.568 0.578 0.779 thigh 0.501 0.077 0.521 0.501 0.511 0.732 upperarm 0.419 0.083 0.456 0.419 0.437 0.683 waist Weighted Avg. 0.527 0.079 0.527 0.527 0.527 0.746 === Confusion Matrix === a b c d e f g <-- classified as 158 39 38 12 23 36 69 | a = chest 38 195 71 7 16 17 30 | b = forearm 41 59 209 9 21 28 8 | c = head 15 9 12 263 36 24 17 | d = shin 20 17 14 53 214 30 29 | e = thigh 48 25 30 20 30 188 34 | f = upperarm 70 44 24 18 24 38 157 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1450 55.175 % Incorrectly Classified Instances 1178 44.825 % Kappa statistic 0.477 Mean absolute error 0.132 Root mean squared error 0.3397 Relative absolute error 53.8832 % Root relative squared error 97.0675 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.395 0.111 0.371 0.395 0.382 0.657 chest 0.576 0.079 0.548 0.576 0.562 0.768 forearm 0.564 0.07 0.575 0.564 0.569 0.772 head 0.707 0.044 0.728 0.707 0.717 0.852 shin 0.607 0.07 0.593 0.607 0.6 0.797 thigh 0.548 0.071 0.56 0.548 0.554 0.761 upperarm 0.465 0.078 0.5 0.465 0.482 0.725 waist Weighted Avg. 0.552 0.075 0.554 0.552 0.552 0.762 === Confusion Matrix === a b c d e f g <-- classified as 148 46 40 14 26 35 66 | a = chest 53 216 51 2 12 20 21 | b = forearm 39 54 212 5 16 35 15 | c = head 13 12 8 265 39 23 15 | d = shin 25 17 18 38 229 23 27 | e = thigh 50 14 26 19 29 205 31 | f = upperarm 71 35 14 21 35 25 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1401 53.3105 % Incorrectly Classified Instances 1227 46.6895 % Kappa statistic 0.4553 Mean absolute error 0.1366 Root mean squared error 0.3445 Relative absolute error 55.7838 % Root relative squared error 98.4414 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.379 0.099 0.389 0.379 0.384 0.672 chest 0.528 0.086 0.506 0.528 0.517 0.749 forearm 0.617 0.081 0.56 0.617 0.587 0.797 head 0.659 0.051 0.682 0.659 0.67 0.84 shin 0.523 0.069 0.56 0.523 0.54 0.754 thigh 0.564 0.07 0.572 0.564 0.568 0.781 upperarm 0.463 0.089 0.464 0.463 0.463 0.71 waist Weighted Avg. 0.533 0.078 0.533 0.533 0.533 0.758 === Confusion Matrix === a b c d e f g <-- classified as 142 48 40 15 22 39 69 | a = chest 42 198 50 7 20 27 31 | b = forearm 38 60 232 4 10 13 19 | c = head 11 13 11 247 47 26 20 | d = shin 33 18 22 51 197 20 36 | e = thigh 41 19 25 18 34 211 26 | f = upperarm 58 35 34 20 22 33 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1380 52.5114 % Incorrectly Classified Instances 1248 47.4886 % Kappa statistic 0.446 Mean absolute error 0.1394 Root mean squared error 0.3487 Relative absolute error 56.9396 % Root relative squared error 99.6473 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.403 0.115 0.367 0.403 0.384 0.649 chest 0.555 0.086 0.519 0.555 0.536 0.754 forearm 0.572 0.068 0.583 0.572 0.577 0.774 head 0.68 0.052 0.684 0.68 0.682 0.844 shin 0.564 0.075 0.558 0.564 0.561 0.789 thigh 0.491 0.076 0.517 0.491 0.503 0.723 upperarm 0.412 0.081 0.459 0.412 0.434 0.687 waist Weighted Avg. 0.525 0.079 0.527 0.525 0.525 0.746 === Confusion Matrix === a b c d e f g <-- classified as 151 54 31 7 28 46 58 | a = chest 41 208 53 10 11 18 34 | b = forearm 46 55 215 9 15 22 14 | c = head 17 10 8 255 50 17 18 | d = shin 28 19 14 51 212 29 23 | e = thigh 61 18 29 21 26 184 36 | f = upperarm 67 37 19 20 38 40 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1447 55.0818 % Incorrectly Classified Instances 1180 44.9182 % Kappa statistic 0.476 Mean absolute error 0.1329 Root mean squared error 0.3402 Relative absolute error 54.2823 % Root relative squared error 97.2072 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.456 0.103 0.423 0.456 0.439 0.7 chest 0.512 0.085 0.501 0.512 0.507 0.74 forearm 0.563 0.071 0.569 0.563 0.566 0.766 head 0.709 0.053 0.689 0.709 0.699 0.852 shin 0.577 0.062 0.61 0.577 0.593 0.782 thigh 0.584 0.079 0.553 0.584 0.568 0.766 upperarm 0.455 0.071 0.517 0.455 0.484 0.721 waist Weighted Avg. 0.551 0.075 0.552 0.551 0.551 0.761 === Confusion Matrix === a b c d e f g <-- classified as 171 43 32 9 21 42 57 | a = chest 47 192 51 12 20 22 31 | b = forearm 37 55 211 8 17 34 13 | c = head 13 8 4 266 45 20 19 | d = shin 31 18 17 44 217 28 21 | e = thigh 45 23 32 20 17 219 19 | f = upperarm 60 44 24 27 19 31 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1389 52.874 % Incorrectly Classified Instances 1238 47.126 % Kappa statistic 0.4502 Mean absolute error 0.1376 Root mean squared error 0.3449 Relative absolute error 56.1988 % Root relative squared error 98.5492 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.099 0.407 0.408 0.407 0.687 chest 0.548 0.083 0.523 0.548 0.535 0.777 forearm 0.573 0.087 0.523 0.573 0.547 0.776 head 0.712 0.056 0.681 0.712 0.696 0.86 shin 0.509 0.063 0.575 0.509 0.54 0.747 thigh 0.528 0.079 0.527 0.528 0.527 0.748 upperarm 0.423 0.083 0.46 0.423 0.44 0.701 waist Weighted Avg. 0.529 0.079 0.528 0.529 0.528 0.757 === Confusion Matrix === a b c d e f g <-- classified as 153 32 40 14 23 48 65 | a = chest 27 205 70 8 12 15 37 | b = forearm 34 57 215 11 16 30 12 | c = head 10 8 6 267 44 24 16 | d = shin 42 16 20 49 192 28 30 | e = thigh 43 27 30 27 23 198 27 | f = upperarm 67 47 30 16 24 33 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1424 54.2063 % Incorrectly Classified Instances 1203 45.7937 % Kappa statistic 0.4657 Mean absolute error 0.1341 Root mean squared error 0.342 Relative absolute error 54.7547 % Root relative squared error 97.7254 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.113 0.373 0.405 0.389 0.688 chest 0.535 0.074 0.546 0.535 0.541 0.766 forearm 0.544 0.07 0.565 0.544 0.554 0.763 head 0.726 0.05 0.707 0.726 0.717 0.87 shin 0.573 0.071 0.576 0.573 0.574 0.774 thigh 0.581 0.073 0.571 0.581 0.576 0.774 upperarm 0.429 0.084 0.46 0.429 0.444 0.697 waist Weighted Avg. 0.542 0.076 0.543 0.542 0.542 0.762 === Confusion Matrix === a b c d e f g <-- classified as 152 31 34 10 22 51 75 | a = chest 32 200 64 8 18 23 29 | b = forearm 48 53 204 12 16 23 19 | c = head 10 10 8 273 43 17 15 | d = shin 42 14 15 42 216 23 25 | e = thigh 44 15 22 17 33 218 26 | f = upperarm 79 43 14 24 27 27 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1439 54.7773 % Incorrectly Classified Instances 1188 45.2227 % Kappa statistic 0.4724 Mean absolute error 0.1339 Root mean squared error 0.3413 Relative absolute error 54.6802 % Root relative squared error 97.5448 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.477 0.122 0.395 0.477 0.432 0.689 chest 0.607 0.074 0.576 0.607 0.591 0.791 forearm 0.533 0.066 0.575 0.533 0.553 0.755 head 0.694 0.056 0.674 0.694 0.684 0.841 shin 0.549 0.062 0.598 0.549 0.573 0.764 thigh 0.533 0.067 0.57 0.533 0.551 0.756 upperarm 0.44 0.081 0.474 0.44 0.456 0.714 waist Weighted Avg. 0.548 0.075 0.552 0.548 0.549 0.758 === Confusion Matrix === a b c d e f g <-- classified as 179 39 29 19 22 37 50 | a = chest 35 227 45 8 18 16 25 | b = forearm 56 57 200 5 16 23 18 | c = head 10 5 9 261 43 22 26 | d = shin 33 14 20 49 207 26 28 | e = thigh 54 22 21 22 20 200 36 | f = upperarm 86 30 24 23 20 27 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1420 54.0541 % Incorrectly Classified Instances 1207 45.9459 % Kappa statistic 0.464 Mean absolute error 0.1352 Root mean squared error 0.341 Relative absolute error 55.2083 % Root relative squared error 97.4502 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.395 0.11 0.375 0.395 0.384 0.668 chest 0.572 0.088 0.518 0.572 0.544 0.776 forearm 0.563 0.075 0.555 0.563 0.559 0.764 head 0.713 0.044 0.732 0.713 0.722 0.864 shin 0.581 0.068 0.587 0.581 0.584 0.795 thigh 0.541 0.066 0.578 0.541 0.559 0.765 upperarm 0.419 0.085 0.45 0.419 0.434 0.703 waist Weighted Avg. 0.541 0.077 0.542 0.541 0.541 0.762 === Confusion Matrix === a b c d e f g <-- classified as 148 49 43 10 25 33 67 | a = chest 39 214 55 3 13 13 37 | b = forearm 46 55 211 10 11 28 14 | c = head 16 7 9 268 49 12 15 | d = shin 28 19 16 43 219 29 23 | e = thigh 49 23 24 15 25 203 36 | f = upperarm 69 46 22 17 31 33 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1407 53.5592 % Incorrectly Classified Instances 1220 46.4408 % Kappa statistic 0.4582 Mean absolute error 0.1366 Root mean squared error 0.3446 Relative absolute error 55.7596 % Root relative squared error 98.4873 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.117 0.377 0.424 0.399 0.69 chest 0.537 0.079 0.532 0.537 0.535 0.744 forearm 0.536 0.056 0.615 0.536 0.573 0.766 head 0.705 0.045 0.724 0.705 0.714 0.857 shin 0.592 0.073 0.576 0.592 0.584 0.779 thigh 0.485 0.076 0.516 0.485 0.5 0.724 upperarm 0.469 0.097 0.447 0.469 0.458 0.707 waist Weighted Avg. 0.536 0.077 0.541 0.536 0.538 0.752 === Confusion Matrix === a b c d e f g <-- classified as 159 41 23 5 27 51 69 | a = chest 47 201 51 6 14 16 39 | b = forearm 46 48 201 8 19 29 24 | c = head 13 9 8 265 38 23 20 | d = shin 28 21 11 40 223 24 30 | e = thigh 51 23 16 25 42 182 36 | f = upperarm 78 35 17 17 24 28 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1388 52.8359 % Incorrectly Classified Instances 1239 47.1641 % Kappa statistic 0.4497 Mean absolute error 0.1394 Root mean squared error 0.3492 Relative absolute error 56.9318 % Root relative squared error 99.7786 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.499 0.115 0.418 0.499 0.455 0.702 chest 0.508 0.074 0.532 0.508 0.52 0.742 forearm 0.496 0.069 0.545 0.496 0.52 0.737 head 0.678 0.056 0.669 0.678 0.674 0.827 shin 0.573 0.077 0.555 0.573 0.564 0.757 thigh 0.513 0.071 0.547 0.513 0.53 0.732 upperarm 0.431 0.088 0.449 0.431 0.44 0.695 waist Weighted Avg. 0.528 0.079 0.531 0.528 0.529 0.742 === Confusion Matrix === a b c d e f g <-- classified as 187 28 16 9 27 37 71 | a = chest 47 190 62 8 20 17 30 | b = forearm 49 58 186 13 17 32 20 | c = head 14 5 10 255 55 17 20 | d = shin 35 16 11 43 216 28 28 | e = thigh 41 24 33 30 24 192 30 | f = upperarm 74 36 23 23 30 28 162 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1374 52.2831 % Incorrectly Classified Instances 1254 47.7169 % Kappa statistic 0.4433 Mean absolute error 0.1388 Root mean squared error 0.3478 Relative absolute error 56.6778 % Root relative squared error 99.3854 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.344 0.118 0.327 0.344 0.336 0.648 chest 0.528 0.074 0.542 0.528 0.535 0.767 forearm 0.587 0.08 0.55 0.587 0.568 0.783 head 0.718 0.052 0.698 0.718 0.708 0.86 shin 0.554 0.074 0.556 0.554 0.555 0.772 thigh 0.533 0.076 0.538 0.533 0.535 0.758 upperarm 0.395 0.083 0.443 0.395 0.417 0.702 waist Weighted Avg. 0.523 0.08 0.522 0.523 0.522 0.756 === Confusion Matrix === a b c d e f g <-- classified as 129 45 38 16 37 52 58 | a = chest 36 198 63 6 16 15 41 | b = forearm 44 42 220 6 19 30 14 | c = head 14 4 10 270 38 24 16 | d = shin 37 14 21 47 209 21 28 | e = thigh 47 17 29 26 27 200 29 | f = upperarm 87 45 19 16 30 30 148 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1375 52.3212 % Incorrectly Classified Instances 1253 47.6788 % Kappa statistic 0.4437 Mean absolute error 0.14 Root mean squared error 0.3501 Relative absolute error 57.1529 % Root relative squared error 100.0576 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.416 0.108 0.391 0.416 0.403 0.677 chest 0.576 0.089 0.519 0.576 0.546 0.761 forearm 0.547 0.076 0.544 0.547 0.545 0.757 head 0.694 0.06 0.657 0.694 0.675 0.836 shin 0.507 0.074 0.535 0.507 0.52 0.754 thigh 0.456 0.065 0.538 0.456 0.494 0.709 upperarm 0.467 0.084 0.481 0.467 0.474 0.725 waist Weighted Avg. 0.523 0.079 0.524 0.523 0.523 0.746 === Confusion Matrix === a b c d e f g <-- classified as 156 45 36 13 24 38 63 | a = chest 40 216 51 4 18 16 30 | b = forearm 44 61 205 7 17 24 17 | c = head 15 4 7 261 48 20 21 | d = shin 30 24 14 63 191 24 31 | e = thigh 51 26 43 28 29 171 27 | f = upperarm 63 40 21 21 30 25 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1432 54.4901 % Incorrectly Classified Instances 1196 45.5099 % Kappa statistic 0.4691 Mean absolute error 0.1341 Root mean squared error 0.3427 Relative absolute error 54.75 % Root relative squared error 97.9277 % Total Number of Instances 2628 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.416 0.1 0.408 0.416 0.412 0.683 chest 0.576 0.073 0.567 0.576 0.571 0.771 forearm 0.565 0.077 0.549 0.565 0.557 0.768 head 0.705 0.06 0.664 0.705 0.684 0.851 shin 0.565 0.068 0.582 0.565 0.573 0.783 thigh 0.512 0.067 0.56 0.512 0.535 0.758 upperarm 0.475 0.086 0.48 0.475 0.477 0.713 waist Weighted Avg. 0.545 0.076 0.544 0.545 0.544 0.761 === Confusion Matrix === a b c d e f g <-- classified as 156 38 43 15 26 35 62 | a = chest 43 216 53 8 13 12 30 | b = forearm 37 52 212 7 18 31 18 | c = head 9 3 11 265 45 20 23 | d = shin 28 17 16 52 213 26 25 | e = thigh 46 19 33 29 21 192 35 | f = upperarm 63 36 18 23 30 27 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1427 54.3205 % Incorrectly Classified Instances 1200 45.6795 % Kappa statistic 0.4671 Mean absolute error 0.1353 Root mean squared error 0.3433 Relative absolute error 55.2563 % Root relative squared error 98.1002 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.443 0.104 0.415 0.443 0.428 0.685 chest 0.578 0.084 0.532 0.578 0.554 0.77 forearm 0.584 0.072 0.573 0.584 0.579 0.777 head 0.678 0.044 0.718 0.678 0.698 0.845 shin 0.543 0.071 0.56 0.543 0.551 0.756 thigh 0.523 0.07 0.554 0.523 0.538 0.751 upperarm 0.455 0.087 0.467 0.455 0.461 0.707 waist Weighted Avg. 0.543 0.076 0.546 0.543 0.544 0.756 === Confusion Matrix === a b c d e f g <-- classified as 166 42 40 11 25 33 58 | a = chest 39 216 51 6 14 16 32 | b = forearm 32 59 219 7 18 26 14 | c = head 6 6 9 255 45 28 27 | d = shin 39 25 17 43 204 25 23 | e = thigh 49 18 28 16 27 196 41 | f = upperarm 69 40 18 17 31 30 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1432 54.5108 % Incorrectly Classified Instances 1195 45.4892 % Kappa statistic 0.4693 Mean absolute error 0.1343 Root mean squared error 0.34 Relative absolute error 54.8392 % Root relative squared error 97.176 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.413 0.114 0.376 0.413 0.394 0.694 chest 0.521 0.076 0.533 0.521 0.527 0.752 forearm 0.557 0.073 0.56 0.557 0.559 0.776 head 0.694 0.044 0.727 0.694 0.71 0.858 shin 0.596 0.066 0.601 0.596 0.598 0.791 thigh 0.56 0.081 0.534 0.56 0.547 0.762 upperarm 0.473 0.077 0.507 0.473 0.49 0.717 waist Weighted Avg. 0.545 0.076 0.548 0.545 0.546 0.764 === Confusion Matrix === a b c d e f g <-- classified as 155 38 34 8 24 57 59 | a = chest 49 195 60 9 9 28 24 | b = forearm 39 55 209 8 27 21 16 | c = head 17 8 9 261 43 15 23 | d = shin 24 15 14 38 224 31 30 | e = thigh 51 24 28 17 24 210 21 | f = upperarm 77 31 19 18 22 31 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1425 54.2444 % Incorrectly Classified Instances 1202 45.7556 % Kappa statistic 0.4662 Mean absolute error 0.1346 Root mean squared error 0.343 Relative absolute error 54.9783 % Root relative squared error 98.0234 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.1 0.418 0.432 0.425 0.693 chest 0.519 0.08 0.517 0.519 0.518 0.754 forearm 0.573 0.075 0.558 0.573 0.566 0.771 head 0.715 0.043 0.736 0.715 0.725 0.845 shin 0.586 0.07 0.583 0.586 0.585 0.781 thigh 0.523 0.072 0.547 0.523 0.535 0.75 upperarm 0.449 0.093 0.447 0.449 0.448 0.706 waist Weighted Avg. 0.542 0.076 0.544 0.542 0.543 0.757 === Confusion Matrix === a b c d e f g <-- classified as 162 36 31 7 30 39 70 | a = chest 40 194 58 8 17 19 38 | b = forearm 51 44 215 8 13 27 17 | c = head 18 10 7 268 43 15 14 | d = shin 24 17 14 32 221 35 34 | e = thigh 30 26 39 24 24 196 36 | f = upperarm 63 48 21 17 31 27 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1401 53.3308 % Incorrectly Classified Instances 1226 46.6692 % Kappa statistic 0.4555 Mean absolute error 0.1365 Root mean squared error 0.3432 Relative absolute error 55.723 % Root relative squared error 98.0886 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.443 0.116 0.389 0.443 0.414 0.696 chest 0.532 0.079 0.526 0.532 0.529 0.759 forearm 0.544 0.073 0.554 0.544 0.549 0.764 head 0.677 0.045 0.715 0.677 0.696 0.844 shin 0.528 0.067 0.569 0.528 0.547 0.745 thigh 0.56 0.078 0.544 0.56 0.552 0.773 upperarm 0.449 0.086 0.466 0.449 0.457 0.73 waist Weighted Avg. 0.533 0.078 0.538 0.533 0.535 0.759 === Confusion Matrix === a b c d e f g <-- classified as 166 36 32 9 25 46 61 | a = chest 36 199 55 6 23 19 36 | b = forearm 37 67 204 9 16 25 17 | c = head 22 8 12 254 38 18 23 | d = shin 39 18 15 42 199 30 34 | e = thigh 50 20 28 21 23 210 23 | f = upperarm 77 30 22 14 26 38 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1414 53.8257 % Incorrectly Classified Instances 1213 46.1743 % Kappa statistic 0.4613 Mean absolute error 0.135 Root mean squared error 0.3442 Relative absolute error 55.1306 % Root relative squared error 98.3538 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.11 0.403 0.445 0.423 0.695 chest 0.543 0.077 0.538 0.543 0.541 0.751 forearm 0.497 0.069 0.545 0.497 0.52 0.743 head 0.72 0.053 0.692 0.72 0.706 0.862 shin 0.594 0.069 0.591 0.594 0.593 0.776 thigh 0.516 0.074 0.538 0.516 0.527 0.747 upperarm 0.452 0.087 0.466 0.452 0.459 0.724 waist Weighted Avg. 0.538 0.077 0.539 0.538 0.538 0.757 === Confusion Matrix === a b c d e f g <-- classified as 167 32 33 14 27 41 61 | a = chest 34 203 66 9 12 16 34 | b = forearm 38 65 187 7 20 33 26 | c = head 6 13 5 270 37 19 25 | d = shin 32 13 10 49 224 27 22 | e = thigh 61 16 27 18 32 193 27 | f = upperarm 76 35 15 23 27 30 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1446 55.0438 % Incorrectly Classified Instances 1181 44.9562 % Kappa statistic 0.4755 Mean absolute error 0.1332 Root mean squared error 0.3403 Relative absolute error 54.389 % Root relative squared error 97.2617 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.1 0.404 0.408 0.406 0.681 chest 0.535 0.078 0.533 0.535 0.534 0.757 forearm 0.604 0.073 0.581 0.604 0.592 0.792 head 0.72 0.051 0.701 0.72 0.711 0.851 shin 0.57 0.068 0.586 0.57 0.578 0.773 thigh 0.551 0.072 0.56 0.551 0.555 0.757 upperarm 0.465 0.083 0.483 0.465 0.474 0.722 waist Weighted Avg. 0.55 0.075 0.55 0.55 0.55 0.762 === Confusion Matrix === a b c d e f g <-- classified as 153 53 35 13 26 37 58 | a = chest 37 200 56 11 13 19 38 | b = forearm 33 42 227 7 14 33 20 | c = head 13 7 9 270 37 22 17 | d = shin 23 25 21 43 215 23 27 | e = thigh 45 18 28 21 29 206 27 | f = upperarm 75 30 15 20 33 28 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1450 55.196 % Incorrectly Classified Instances 1177 44.804 % Kappa statistic 0.4773 Mean absolute error 0.1324 Root mean squared error 0.3387 Relative absolute error 54.0658 % Root relative squared error 96.7774 % Total Number of Instances 2627 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.469 0.105 0.427 0.469 0.447 0.707 chest 0.544 0.083 0.523 0.544 0.533 0.758 forearm 0.551 0.072 0.559 0.551 0.555 0.787 head 0.704 0.044 0.727 0.704 0.715 0.847 shin 0.597 0.068 0.595 0.597 0.596 0.792 thigh 0.527 0.075 0.538 0.527 0.532 0.748 upperarm 0.472 0.076 0.509 0.472 0.49 0.709 waist Weighted Avg. 0.552 0.075 0.554 0.552 0.553 0.764 === Confusion Matrix === a b c d e f g <-- classified as 176 48 27 8 22 45 49 | a = chest 40 204 57 5 17 15 37 | b = forearm 34 62 207 4 16 29 24 | c = head 14 5 9 264 41 21 21 | d = shin 29 17 19 44 225 24 19 | e = thigh 53 22 31 21 29 197 21 | f = upperarm 66 32 20 17 28 35 177 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 9 RUN: 0 FOLD: 0 Correctly Classified Instances 1741 66.6029 % Incorrectly Classified Instances 873 33.3971 % Kappa statistic 0.6104 Mean absolute error 0.0994 Root mean squared error 0.2938 Relative absolute error 40.607 % Root relative squared error 83.9732 % Total Number of Instances 2614 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.038 0.757 0.718 0.737 0.86 chest 0.599 0.088 0.53 0.599 0.562 0.771 forearm 0.738 0.048 0.721 0.738 0.729 0.866 head 0.701 0.054 0.686 0.701 0.693 0.861 shin 0.583 0.06 0.619 0.583 0.601 0.783 thigh 0.74 0.042 0.744 0.74 0.742 0.871 upperarm 0.583 0.059 0.621 0.583 0.601 0.781 waist Weighted Avg. 0.666 0.056 0.668 0.666 0.667 0.828 === Confusion Matrix === a b c d e f g <-- classified as 268 27 13 8 11 10 36 | a = chest 21 223 27 17 19 28 37 | b = forearm 5 43 276 14 12 5 19 | c = head 1 12 14 262 53 13 19 | d = shin 18 29 20 49 218 24 16 | e = thigh 15 30 10 13 23 276 6 | f = upperarm 26 57 23 19 16 15 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1714 65.5951 % Incorrectly Classified Instances 899 34.4049 % Kappa statistic 0.5986 Mean absolute error 0.1025 Root mean squared error 0.2973 Relative absolute error 41.865 % Root relative squared error 84.9483 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.058 0.667 0.692 0.679 0.844 chest 0.578 0.069 0.581 0.578 0.58 0.795 forearm 0.722 0.045 0.73 0.722 0.726 0.85 head 0.695 0.057 0.672 0.695 0.683 0.844 shin 0.603 0.063 0.613 0.603 0.608 0.788 thigh 0.689 0.035 0.765 0.689 0.725 0.842 upperarm 0.612 0.075 0.578 0.612 0.595 0.797 waist Weighted Avg. 0.656 0.057 0.658 0.656 0.657 0.823 === Confusion Matrix === a b c d e f g <-- classified as 258 24 11 8 16 14 42 | a = chest 30 215 31 16 16 16 48 | b = forearm 13 34 270 15 23 7 12 | c = head 5 10 14 260 49 10 26 | d = shin 22 18 23 49 225 20 16 | e = thigh 21 23 7 17 25 257 23 | f = upperarm 38 46 14 22 13 12 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1714 65.5951 % Incorrectly Classified Instances 899 34.4049 % Kappa statistic 0.5986 Mean absolute error 0.1019 Root mean squared error 0.2978 Relative absolute error 41.5904 % Root relative squared error 85.117 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.043 0.73 0.694 0.712 0.844 chest 0.54 0.077 0.537 0.54 0.539 0.757 forearm 0.717 0.042 0.738 0.717 0.727 0.866 head 0.676 0.06 0.654 0.676 0.665 0.831 shin 0.582 0.073 0.571 0.582 0.576 0.785 thigh 0.737 0.041 0.749 0.737 0.743 0.869 upperarm 0.644 0.065 0.623 0.644 0.633 0.807 waist Weighted Avg. 0.656 0.057 0.658 0.656 0.657 0.823 === Confusion Matrix === a b c d e f g <-- classified as 259 37 6 2 16 23 30 | a = chest 33 201 24 17 22 25 50 | b = forearm 9 28 268 15 29 4 21 | c = head 1 8 22 253 64 8 18 | d = shin 13 29 23 56 217 20 15 | e = thigh 14 32 8 17 15 275 12 | f = upperarm 26 39 12 27 17 12 241 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1749 66.9346 % Incorrectly Classified Instances 864 33.0654 % Kappa statistic 0.6142 Mean absolute error 0.0991 Root mean squared error 0.2922 Relative absolute error 40.4598 % Root relative squared error 83.5094 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.054 0.687 0.71 0.698 0.842 chest 0.605 0.076 0.57 0.605 0.587 0.788 forearm 0.773 0.038 0.775 0.773 0.774 0.889 head 0.652 0.053 0.674 0.652 0.663 0.826 shin 0.595 0.059 0.627 0.595 0.611 0.803 thigh 0.737 0.045 0.731 0.737 0.734 0.865 upperarm 0.612 0.062 0.624 0.612 0.618 0.805 waist Weighted Avg. 0.669 0.055 0.67 0.669 0.669 0.831 === Confusion Matrix === a b c d e f g <-- classified as 265 27 7 8 19 15 32 | a = chest 27 225 30 10 20 23 37 | b = forearm 10 31 289 7 12 9 16 | c = head 6 16 15 244 50 22 21 | d = shin 16 25 12 61 222 19 18 | e = thigh 17 24 11 14 18 275 14 | f = upperarm 45 47 9 18 13 13 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1729 66.1692 % Incorrectly Classified Instances 884 33.8308 % Kappa statistic 0.6053 Mean absolute error 0.1011 Root mean squared error 0.2956 Relative absolute error 41.2874 % Root relative squared error 84.4807 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.054 0.664 0.646 0.655 0.811 chest 0.583 0.083 0.537 0.583 0.559 0.782 forearm 0.762 0.041 0.756 0.762 0.759 0.871 head 0.682 0.05 0.697 0.682 0.689 0.842 shin 0.651 0.064 0.628 0.651 0.639 0.807 thigh 0.697 0.037 0.758 0.697 0.726 0.853 upperarm 0.61 0.065 0.611 0.61 0.61 0.803 waist Weighted Avg. 0.662 0.056 0.664 0.662 0.663 0.824 === Confusion Matrix === a b c d e f g <-- classified as 241 45 12 4 22 14 35 | a = chest 27 217 32 12 17 20 47 | b = forearm 19 29 285 13 16 3 9 | c = head 13 11 8 255 56 17 14 | d = shin 17 19 15 42 243 13 24 | e = thigh 18 36 9 17 17 260 16 | f = upperarm 28 47 16 23 16 16 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1679 64.2556 % Incorrectly Classified Instances 934 35.7444 % Kappa statistic 0.583 Mean absolute error 0.1054 Root mean squared error 0.3033 Relative absolute error 43.0505 % Root relative squared error 86.6847 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.058 0.66 0.681 0.67 0.84 chest 0.501 0.074 0.531 0.501 0.516 0.737 forearm 0.754 0.048 0.725 0.754 0.739 0.863 head 0.658 0.051 0.683 0.658 0.67 0.831 shin 0.571 0.073 0.565 0.571 0.568 0.781 thigh 0.721 0.05 0.704 0.721 0.713 0.859 upperarm 0.611 0.063 0.62 0.611 0.615 0.793 waist Weighted Avg. 0.643 0.06 0.641 0.643 0.642 0.815 === Confusion Matrix === a b c d e f g <-- classified as 254 19 14 4 24 22 36 | a = chest 37 187 35 11 27 29 47 | b = forearm 13 30 282 12 16 10 11 | c = head 9 16 11 246 64 12 16 | d = shin 17 25 25 53 213 20 20 | e = thigh 18 30 9 18 19 269 10 | f = upperarm 37 45 13 16 14 20 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1739 66.5519 % Incorrectly Classified Instances 874 33.4481 % Kappa statistic 0.6098 Mean absolute error 0.1 Root mean squared error 0.2952 Relative absolute error 40.8333 % Root relative squared error 84.3642 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.065 0.646 0.711 0.677 0.838 chest 0.582 0.071 0.577 0.582 0.579 0.777 forearm 0.78 0.037 0.78 0.78 0.78 0.876 head 0.66 0.054 0.669 0.66 0.665 0.833 shin 0.598 0.065 0.606 0.598 0.602 0.777 thigh 0.753 0.047 0.728 0.753 0.74 0.862 upperarm 0.574 0.051 0.65 0.574 0.61 0.803 waist Weighted Avg. 0.666 0.056 0.665 0.666 0.665 0.824 === Confusion Matrix === a b c d e f g <-- classified as 266 33 7 12 12 17 27 | a = chest 31 217 24 18 19 25 39 | b = forearm 21 17 291 12 17 6 9 | c = head 9 11 19 247 55 17 16 | d = shin 26 26 15 44 223 24 15 | e = thigh 12 29 5 18 19 281 9 | f = upperarm 47 43 12 18 23 16 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1717 65.7099 % Incorrectly Classified Instances 896 34.2901 % Kappa statistic 0.5999 Mean absolute error 0.1012 Root mean squared error 0.2971 Relative absolute error 41.303 % Root relative squared error 84.9143 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.054 0.689 0.717 0.702 0.857 chest 0.583 0.072 0.573 0.583 0.578 0.786 forearm 0.767 0.045 0.739 0.767 0.753 0.874 head 0.652 0.054 0.67 0.652 0.661 0.831 shin 0.598 0.07 0.587 0.598 0.592 0.778 thigh 0.703 0.047 0.713 0.703 0.708 0.852 upperarm 0.579 0.058 0.626 0.579 0.602 0.79 waist Weighted Avg. 0.657 0.057 0.657 0.657 0.657 0.824 === Confusion Matrix === a b c d e f g <-- classified as 268 18 10 9 21 16 32 | a = chest 34 217 30 12 21 25 33 | b = forearm 10 30 286 13 17 9 8 | c = head 6 16 14 244 57 13 24 | d = shin 15 23 13 59 223 23 17 | e = thigh 15 31 12 12 26 263 15 | f = upperarm 41 44 22 15 15 20 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1716 65.6716 % Incorrectly Classified Instances 897 34.3284 % Kappa statistic 0.5995 Mean absolute error 0.102 Root mean squared error 0.2993 Relative absolute error 41.6685 % Root relative squared error 85.5414 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.052 0.691 0.701 0.696 0.848 chest 0.548 0.071 0.56 0.548 0.554 0.768 forearm 0.775 0.049 0.726 0.775 0.75 0.883 head 0.687 0.052 0.687 0.687 0.687 0.845 shin 0.523 0.069 0.557 0.523 0.539 0.766 thigh 0.735 0.045 0.733 0.735 0.734 0.856 upperarm 0.627 0.062 0.627 0.627 0.627 0.797 waist Weighted Avg. 0.657 0.057 0.655 0.657 0.656 0.823 === Confusion Matrix === a b c d e f g <-- classified as 262 26 10 8 21 16 31 | a = chest 30 204 37 10 18 22 51 | b = forearm 12 26 289 9 16 9 12 | c = head 5 19 14 257 53 8 18 | d = shin 25 28 26 59 195 25 15 | e = thigh 21 19 8 15 24 275 12 | f = upperarm 24 42 14 16 23 20 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1770 67.7382 % Incorrectly Classified Instances 843 32.2618 % Kappa statistic 0.6236 Mean absolute error 0.0965 Root mean squared error 0.2903 Relative absolute error 39.4196 % Root relative squared error 82.9541 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.051 0.71 0.746 0.728 0.868 chest 0.591 0.071 0.58 0.591 0.586 0.791 forearm 0.748 0.043 0.744 0.748 0.746 0.879 head 0.671 0.05 0.691 0.671 0.681 0.832 shin 0.649 0.063 0.63 0.649 0.639 0.8 thigh 0.727 0.042 0.741 0.727 0.734 0.862 upperarm 0.609 0.056 0.645 0.609 0.626 0.798 waist Weighted Avg. 0.677 0.054 0.678 0.677 0.677 0.833 === Confusion Matrix === a b c d e f g <-- classified as 279 35 15 6 5 11 23 | a = chest 30 220 27 9 19 26 41 | b = forearm 14 16 279 19 19 9 17 | c = head 10 14 12 251 53 19 15 | d = shin 19 21 18 44 242 11 18 | e = thigh 17 26 7 13 28 272 11 | f = upperarm 24 47 17 21 18 19 227 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1762 67.4063 % Incorrectly Classified Instances 852 32.5937 % Kappa statistic 0.6197 Mean absolute error 0.0972 Root mean squared error 0.2898 Relative absolute error 39.674 % Root relative squared error 82.8282 % Total Number of Instances 2614 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.051 0.706 0.735 0.72 0.853 chest 0.616 0.079 0.565 0.616 0.589 0.794 forearm 0.759 0.034 0.788 0.759 0.773 0.878 head 0.668 0.056 0.667 0.668 0.668 0.83 shin 0.618 0.066 0.611 0.618 0.614 0.795 thigh 0.701 0.041 0.74 0.701 0.72 0.849 upperarm 0.623 0.054 0.656 0.623 0.639 0.816 waist Weighted Avg. 0.674 0.054 0.676 0.674 0.675 0.831 === Confusion Matrix === a b c d e f g <-- classified as 274 30 6 8 15 10 30 | a = chest 23 229 20 13 23 30 34 | b = forearm 9 24 283 16 17 8 16 | c = head 9 24 15 250 50 11 15 | d = shin 20 19 14 55 231 21 14 | e = thigh 20 31 11 10 27 262 13 | f = upperarm 33 48 10 23 15 12 233 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1691 64.7149 % Incorrectly Classified Instances 922 35.2851 % Kappa statistic 0.5883 Mean absolute error 0.1038 Root mean squared error 0.2998 Relative absolute error 42.3677 % Root relative squared error 85.6892 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.051 0.692 0.686 0.689 0.839 chest 0.624 0.078 0.571 0.624 0.596 0.802 forearm 0.733 0.04 0.753 0.733 0.743 0.867 head 0.671 0.06 0.652 0.671 0.661 0.832 shin 0.504 0.065 0.565 0.504 0.533 0.748 thigh 0.702 0.045 0.722 0.702 0.712 0.852 upperarm 0.61 0.073 0.582 0.61 0.595 0.806 waist Weighted Avg. 0.647 0.059 0.648 0.647 0.647 0.821 === Confusion Matrix === a b c d e f g <-- classified as 256 27 8 7 14 23 38 | a = chest 21 232 32 15 18 22 32 | b = forearm 13 25 274 13 17 6 26 | c = head 2 14 12 251 58 16 21 | d = shin 22 36 22 55 188 27 23 | e = thigh 18 20 7 23 19 262 24 | f = upperarm 38 52 9 21 19 7 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1705 65.2507 % Incorrectly Classified Instances 908 34.7493 % Kappa statistic 0.5946 Mean absolute error 0.1036 Root mean squared error 0.3 Relative absolute error 42.3234 % Root relative squared error 85.7298 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.055 0.687 0.724 0.705 0.861 chest 0.598 0.076 0.567 0.598 0.582 0.792 forearm 0.725 0.043 0.738 0.725 0.731 0.843 head 0.682 0.058 0.664 0.682 0.673 0.839 shin 0.587 0.076 0.563 0.587 0.575 0.763 thigh 0.697 0.04 0.745 0.697 0.72 0.85 upperarm 0.555 0.058 0.612 0.555 0.582 0.769 waist Weighted Avg. 0.653 0.058 0.654 0.653 0.653 0.817 === Confusion Matrix === a b c d e f g <-- classified as 270 27 8 10 11 14 33 | a = chest 30 223 23 11 22 18 46 | b = forearm 10 36 271 12 23 7 15 | c = head 10 12 16 255 60 8 13 | d = shin 21 27 20 51 219 22 13 | e = thigh 18 20 13 24 27 260 11 | f = upperarm 34 48 16 21 27 20 207 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1695 64.868 % Incorrectly Classified Instances 918 35.132 % Kappa statistic 0.5901 Mean absolute error 0.1047 Root mean squared error 0.3004 Relative absolute error 42.7419 % Root relative squared error 85.8358 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.054 0.677 0.673 0.675 0.838 chest 0.55 0.072 0.559 0.55 0.554 0.779 forearm 0.786 0.041 0.762 0.786 0.774 0.88 head 0.682 0.056 0.669 0.682 0.675 0.829 shin 0.574 0.067 0.588 0.574 0.581 0.772 thigh 0.689 0.05 0.696 0.689 0.693 0.841 upperarm 0.587 0.07 0.584 0.587 0.586 0.79 waist Weighted Avg. 0.649 0.059 0.648 0.649 0.648 0.818 === Confusion Matrix === a b c d e f g <-- classified as 251 29 14 11 18 13 37 | a = chest 23 205 27 14 21 29 54 | b = forearm 11 25 294 7 14 10 13 | c = head 7 9 15 255 52 23 13 | d = shin 24 27 15 50 214 23 20 | e = thigh 16 32 6 20 23 257 19 | f = upperarm 39 40 15 24 22 14 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1725 66.0161 % Incorrectly Classified Instances 888 33.9839 % Kappa statistic 0.6035 Mean absolute error 0.1012 Root mean squared error 0.2968 Relative absolute error 41.3061 % Root relative squared error 84.8209 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.05 0.699 0.695 0.697 0.848 chest 0.57 0.078 0.548 0.57 0.559 0.779 forearm 0.743 0.043 0.743 0.743 0.743 0.87 head 0.674 0.064 0.636 0.674 0.655 0.829 shin 0.606 0.071 0.585 0.606 0.596 0.782 thigh 0.743 0.038 0.763 0.743 0.753 0.867 upperarm 0.59 0.051 0.657 0.59 0.621 0.791 waist Weighted Avg. 0.66 0.057 0.662 0.66 0.661 0.824 === Confusion Matrix === a b c d e f g <-- classified as 260 36 14 6 19 17 22 | a = chest 30 212 22 14 30 23 41 | b = forearm 12 32 278 18 17 8 9 | c = head 10 17 14 252 52 15 14 | d = shin 17 29 14 58 226 13 16 | e = thigh 14 18 7 22 22 277 13 | f = upperarm 29 43 25 26 20 10 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1738 66.5136 % Incorrectly Classified Instances 875 33.4864 % Kappa statistic 0.6093 Mean absolute error 0.0997 Root mean squared error 0.2949 Relative absolute error 40.7253 % Root relative squared error 84.2738 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.056 0.684 0.725 0.704 0.849 chest 0.583 0.072 0.573 0.583 0.578 0.783 forearm 0.773 0.053 0.71 0.773 0.74 0.875 head 0.679 0.047 0.706 0.679 0.692 0.839 shin 0.582 0.063 0.604 0.582 0.593 0.778 thigh 0.697 0.036 0.765 0.697 0.729 0.852 upperarm 0.617 0.063 0.618 0.617 0.617 0.795 waist Weighted Avg. 0.665 0.056 0.666 0.665 0.665 0.824 === Confusion Matrix === a b c d e f g <-- classified as 271 24 13 5 17 11 33 | a = chest 29 217 37 10 17 21 41 | b = forearm 9 28 289 16 18 6 8 | c = head 5 11 17 254 53 11 23 | d = shin 23 21 26 44 217 23 19 | e = thigh 25 28 11 11 20 260 18 | f = upperarm 34 50 14 20 17 8 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1757 67.2407 % Incorrectly Classified Instances 856 32.7593 % Kappa statistic 0.6178 Mean absolute error 0.0979 Root mean squared error 0.2909 Relative absolute error 39.977 % Root relative squared error 83.126 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.06 0.674 0.741 0.706 0.851 chest 0.591 0.076 0.564 0.591 0.577 0.784 forearm 0.781 0.046 0.737 0.781 0.758 0.88 head 0.671 0.052 0.684 0.671 0.677 0.831 shin 0.627 0.059 0.638 0.627 0.632 0.82 thigh 0.727 0.039 0.757 0.727 0.741 0.87 upperarm 0.568 0.05 0.654 0.568 0.608 0.807 waist Weighted Avg. 0.672 0.055 0.673 0.672 0.672 0.835 === Confusion Matrix === a b c d e f g <-- classified as 277 30 8 9 15 12 23 | a = chest 37 220 33 12 20 18 32 | b = forearm 13 30 292 9 15 3 12 | c = head 5 14 18 251 50 18 18 | d = shin 23 21 17 46 234 16 16 | e = thigh 17 28 12 13 21 271 11 | f = upperarm 39 47 16 27 12 20 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1753 67.0876 % Incorrectly Classified Instances 860 32.9124 % Kappa statistic 0.616 Mean absolute error 0.098 Root mean squared error 0.2921 Relative absolute error 40.0025 % Root relative squared error 83.4681 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.062 0.656 0.703 0.679 0.843 chest 0.562 0.071 0.568 0.562 0.565 0.766 forearm 0.804 0.042 0.759 0.804 0.781 0.906 head 0.701 0.056 0.677 0.701 0.689 0.839 shin 0.595 0.049 0.669 0.595 0.63 0.808 thigh 0.724 0.038 0.763 0.724 0.743 0.857 upperarm 0.607 0.067 0.604 0.607 0.605 0.777 waist Weighted Avg. 0.671 0.055 0.671 0.671 0.67 0.828 === Confusion Matrix === a b c d e f g <-- classified as 263 30 13 5 14 12 37 | a = chest 36 209 26 16 20 20 45 | b = forearm 13 30 300 12 5 6 7 | c = head 6 9 20 262 36 14 27 | d = shin 20 25 19 51 222 15 21 | e = thigh 20 23 8 21 19 270 12 | f = upperarm 43 42 9 20 16 17 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1729 66.1692 % Incorrectly Classified Instances 884 33.8308 % Kappa statistic 0.6053 Mean absolute error 0.1013 Root mean squared error 0.2964 Relative absolute error 41.3667 % Root relative squared error 84.6944 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.052 0.701 0.735 0.717 0.854 chest 0.559 0.071 0.568 0.559 0.564 0.77 forearm 0.761 0.042 0.753 0.761 0.757 0.884 head 0.703 0.057 0.673 0.703 0.688 0.841 shin 0.603 0.07 0.591 0.603 0.597 0.785 thigh 0.706 0.042 0.739 0.706 0.722 0.852 upperarm 0.564 0.062 0.603 0.564 0.583 0.78 waist Weighted Avg. 0.662 0.056 0.661 0.662 0.661 0.824 === Confusion Matrix === a b c d e f g <-- classified as 274 20 10 4 19 13 33 | a = chest 28 208 33 9 22 25 47 | b = forearm 9 23 284 15 20 7 15 | c = head 9 17 11 263 43 13 18 | d = shin 17 16 18 66 225 21 10 | e = thigh 13 30 5 15 31 264 16 | f = upperarm 41 52 16 19 21 14 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1689 64.6383 % Incorrectly Classified Instances 924 35.3617 % Kappa statistic 0.5875 Mean absolute error 0.1042 Root mean squared error 0.3005 Relative absolute error 42.555 % Root relative squared error 85.8885 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.056 0.673 0.689 0.681 0.845 chest 0.589 0.077 0.559 0.589 0.573 0.776 forearm 0.721 0.043 0.735 0.721 0.728 0.86 head 0.671 0.053 0.68 0.671 0.676 0.831 shin 0.59 0.07 0.585 0.59 0.587 0.789 thigh 0.684 0.049 0.699 0.684 0.692 0.846 upperarm 0.58 0.065 0.599 0.58 0.59 0.801 waist Weighted Avg. 0.646 0.059 0.647 0.646 0.647 0.821 === Confusion Matrix === a b c d e f g <-- classified as 257 24 13 6 18 23 32 | a = chest 20 219 33 6 22 24 48 | b = forearm 14 30 269 16 15 13 16 | c = head 6 14 8 251 57 15 23 | d = shin 28 21 18 57 220 18 11 | e = thigh 26 28 9 12 28 256 15 | f = upperarm 31 56 16 21 16 17 217 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1771 67.7506 % Incorrectly Classified Instances 843 32.2494 % Kappa statistic 0.6238 Mean absolute error 0.0965 Root mean squared error 0.2878 Relative absolute error 39.4206 % Root relative squared error 82.2521 % Total Number of Instances 2614 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.051 0.699 0.716 0.707 0.855 chest 0.595 0.07 0.587 0.595 0.591 0.794 forearm 0.77 0.04 0.764 0.77 0.767 0.88 head 0.735 0.061 0.669 0.735 0.701 0.86 shin 0.576 0.063 0.604 0.576 0.59 0.78 thigh 0.733 0.032 0.792 0.733 0.761 0.87 upperarm 0.617 0.06 0.632 0.617 0.624 0.809 waist Weighted Avg. 0.678 0.054 0.678 0.678 0.677 0.836 === Confusion Matrix === a b c d e f g <-- classified as 267 33 9 8 13 12 31 | a = chest 29 222 35 12 21 17 37 | b = forearm 7 26 288 13 18 9 13 | c = head 11 10 7 275 45 5 21 | d = shin 23 21 19 61 215 18 16 | e = thigh 16 20 6 16 26 274 16 | f = upperarm 29 46 13 26 18 11 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1718 65.7482 % Incorrectly Classified Instances 895 34.2518 % Kappa statistic 0.6004 Mean absolute error 0.102 Root mean squared error 0.298 Relative absolute error 41.6402 % Root relative squared error 85.1728 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.058 0.668 0.697 0.682 0.839 chest 0.627 0.069 0.603 0.627 0.615 0.81 forearm 0.738 0.053 0.699 0.738 0.718 0.856 head 0.634 0.049 0.685 0.634 0.658 0.823 shin 0.619 0.064 0.616 0.619 0.618 0.787 thigh 0.697 0.041 0.739 0.697 0.717 0.843 upperarm 0.59 0.066 0.598 0.59 0.594 0.79 waist Weighted Avg. 0.657 0.057 0.658 0.657 0.657 0.821 === Confusion Matrix === a b c d e f g <-- classified as 260 20 16 9 18 16 34 | a = chest 25 234 28 6 15 21 44 | b = forearm 11 27 276 15 21 8 16 | c = head 11 15 20 237 53 17 21 | d = shin 25 24 20 44 231 18 11 | e = thigh 17 23 16 17 18 260 22 | f = upperarm 40 45 19 18 19 12 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1699 65.021 % Incorrectly Classified Instances 914 34.979 % Kappa statistic 0.5919 Mean absolute error 0.1037 Root mean squared error 0.3004 Relative absolute error 42.3594 % Root relative squared error 85.8462 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.06 0.668 0.729 0.697 0.861 chest 0.548 0.073 0.554 0.548 0.551 0.775 forearm 0.762 0.044 0.742 0.762 0.752 0.878 head 0.663 0.052 0.679 0.663 0.671 0.829 shin 0.566 0.061 0.606 0.566 0.585 0.767 thigh 0.684 0.044 0.722 0.684 0.702 0.834 upperarm 0.599 0.073 0.577 0.599 0.588 0.79 waist Weighted Avg. 0.65 0.058 0.65 0.65 0.65 0.819 === Confusion Matrix === a b c d e f g <-- classified as 272 25 8 4 15 9 40 | a = chest 29 204 32 9 19 24 55 | b = forearm 9 28 285 12 17 10 13 | c = head 4 16 18 248 46 21 21 | d = shin 22 28 17 48 211 21 26 | e = thigh 31 30 4 21 23 255 9 | f = upperarm 40 37 20 23 17 13 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1700 65.0593 % Incorrectly Classified Instances 913 34.9407 % Kappa statistic 0.5924 Mean absolute error 0.1041 Root mean squared error 0.3015 Relative absolute error 42.5188 % Root relative squared error 86.1676 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.053 0.694 0.724 0.709 0.856 chest 0.57 0.071 0.57 0.57 0.57 0.788 forearm 0.73 0.042 0.744 0.73 0.737 0.85 head 0.652 0.058 0.654 0.652 0.653 0.821 shin 0.595 0.072 0.58 0.595 0.587 0.774 thigh 0.716 0.043 0.734 0.716 0.725 0.861 upperarm 0.567 0.068 0.581 0.567 0.574 0.775 waist Weighted Avg. 0.651 0.058 0.651 0.651 0.651 0.818 === Confusion Matrix === a b c d e f g <-- classified as 270 23 11 8 15 10 36 | a = chest 33 212 30 11 26 22 38 | b = forearm 8 33 273 16 19 9 16 | c = head 11 9 8 244 55 19 28 | d = shin 13 24 18 53 222 24 19 | e = thigh 15 21 6 21 27 267 16 | f = upperarm 39 50 21 20 19 13 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1707 65.3272 % Incorrectly Classified Instances 906 34.6728 % Kappa statistic 0.5955 Mean absolute error 0.103 Root mean squared error 0.2981 Relative absolute error 42.0523 % Root relative squared error 85.1825 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.071 0.631 0.722 0.673 0.842 chest 0.53 0.075 0.54 0.53 0.535 0.763 forearm 0.767 0.041 0.757 0.767 0.762 0.879 head 0.706 0.052 0.693 0.706 0.699 0.843 shin 0.56 0.059 0.613 0.56 0.585 0.775 thigh 0.702 0.043 0.73 0.702 0.716 0.849 upperarm 0.586 0.063 0.607 0.586 0.596 0.79 waist Weighted Avg. 0.653 0.058 0.653 0.653 0.652 0.82 === Confusion Matrix === a b c d e f g <-- classified as 270 32 8 5 13 9 37 | a = chest 33 197 33 12 20 30 47 | b = forearm 12 22 286 17 16 10 10 | c = head 16 13 12 264 43 15 11 | d = shin 25 25 18 59 209 20 17 | e = thigh 19 26 12 11 23 262 20 | f = upperarm 53 50 9 13 17 13 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1758 67.279 % Incorrectly Classified Instances 855 32.721 % Kappa statistic 0.6183 Mean absolute error 0.0983 Root mean squared error 0.2917 Relative absolute error 40.1559 % Root relative squared error 83.3707 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.047 0.717 0.717 0.717 0.843 chest 0.61 0.067 0.601 0.61 0.605 0.801 forearm 0.737 0.04 0.753 0.737 0.745 0.861 head 0.703 0.06 0.661 0.703 0.681 0.841 shin 0.598 0.06 0.625 0.598 0.611 0.79 thigh 0.751 0.04 0.759 0.751 0.755 0.878 upperarm 0.594 0.067 0.597 0.594 0.595 0.794 waist Weighted Avg. 0.673 0.055 0.673 0.673 0.673 0.83 === Confusion Matrix === a b c d e f g <-- classified as 268 27 11 9 11 18 30 | a = chest 19 227 33 12 18 13 50 | b = forearm 16 22 275 13 24 9 14 | c = head 4 13 11 263 41 13 29 | d = shin 17 23 12 61 223 22 15 | e = thigh 13 23 5 15 25 280 12 | f = upperarm 37 43 18 25 15 14 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1742 66.6667 % Incorrectly Classified Instances 871 33.3333 % Kappa statistic 0.6111 Mean absolute error 0.0991 Root mean squared error 0.2932 Relative absolute error 40.4582 % Root relative squared error 83.8016 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.059 0.678 0.738 0.707 0.864 chest 0.605 0.061 0.622 0.605 0.613 0.787 forearm 0.767 0.046 0.737 0.767 0.752 0.88 head 0.658 0.054 0.67 0.658 0.664 0.822 shin 0.587 0.067 0.595 0.587 0.591 0.791 thigh 0.721 0.044 0.731 0.721 0.726 0.862 upperarm 0.591 0.059 0.626 0.591 0.608 0.796 waist Weighted Avg. 0.667 0.056 0.666 0.667 0.666 0.829 === Confusion Matrix === a b c d e f g <-- classified as 276 17 9 3 23 17 29 | a = chest 28 225 27 12 23 24 33 | b = forearm 12 25 286 14 14 11 11 | c = head 8 12 19 246 59 13 17 | d = shin 22 15 26 59 219 14 18 | e = thigh 21 25 6 15 13 269 24 | f = upperarm 40 43 15 18 17 20 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1748 66.8963 % Incorrectly Classified Instances 865 33.1037 % Kappa statistic 0.6138 Mean absolute error 0.0979 Root mean squared error 0.2914 Relative absolute error 39.9784 % Root relative squared error 83.2855 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.055 0.68 0.698 0.689 0.836 chest 0.621 0.072 0.589 0.621 0.605 0.798 forearm 0.748 0.037 0.773 0.748 0.76 0.873 head 0.693 0.062 0.651 0.693 0.671 0.84 shin 0.594 0.064 0.608 0.594 0.601 0.786 thigh 0.732 0.033 0.787 0.732 0.758 0.877 upperarm 0.598 0.064 0.609 0.598 0.604 0.804 waist Weighted Avg. 0.669 0.055 0.671 0.669 0.67 0.831 === Confusion Matrix === a b c d e f g <-- classified as 261 32 9 3 17 12 40 | a = chest 20 231 22 13 24 15 47 | b = forearm 16 26 279 12 16 14 10 | c = head 7 17 16 259 47 14 14 | d = shin 19 20 17 59 222 13 24 | e = thigh 18 26 7 21 20 273 8 | f = upperarm 43 40 11 31 19 6 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1745 66.7815 % Incorrectly Classified Instances 868 33.2185 % Kappa statistic 0.6125 Mean absolute error 0.0989 Root mean squared error 0.294 Relative absolute error 40.4003 % Root relative squared error 84.0272 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.064 0.644 0.697 0.669 0.83 chest 0.594 0.071 0.58 0.594 0.587 0.774 forearm 0.794 0.043 0.756 0.794 0.774 0.889 head 0.69 0.054 0.679 0.69 0.684 0.833 shin 0.611 0.058 0.639 0.611 0.625 0.806 thigh 0.703 0.038 0.754 0.703 0.728 0.856 upperarm 0.584 0.058 0.625 0.584 0.604 0.795 waist Weighted Avg. 0.668 0.055 0.668 0.668 0.667 0.826 === Confusion Matrix === a b c d e f g <-- classified as 260 28 15 11 19 13 27 | a = chest 35 221 20 14 13 24 45 | b = forearm 11 24 297 6 17 9 10 | c = head 15 9 18 258 48 7 19 | d = shin 16 27 15 56 228 16 15 | e = thigh 31 19 9 19 18 263 15 | f = upperarm 36 53 19 16 14 17 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1758 67.279 % Incorrectly Classified Instances 855 32.721 % Kappa statistic 0.6183 Mean absolute error 0.0978 Root mean squared error 0.2888 Relative absolute error 39.9198 % Root relative squared error 82.5409 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.05 0.706 0.727 0.716 0.869 chest 0.602 0.069 0.591 0.602 0.597 0.793 forearm 0.759 0.031 0.805 0.759 0.781 0.883 head 0.655 0.059 0.65 0.655 0.652 0.835 shin 0.587 0.062 0.612 0.587 0.599 0.79 thigh 0.757 0.037 0.773 0.757 0.765 0.872 upperarm 0.622 0.073 0.586 0.622 0.603 0.798 waist Weighted Avg. 0.673 0.055 0.675 0.673 0.673 0.834 === Confusion Matrix === a b c d e f g <-- classified as 271 22 9 2 14 15 40 | a = chest 30 224 18 13 17 19 51 | b = forearm 10 21 284 14 18 6 21 | c = head 6 17 12 245 61 10 23 | d = shin 18 29 14 49 219 20 24 | e = thigh 17 22 6 24 17 283 5 | f = upperarm 32 44 10 30 12 13 232 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1747 66.8324 % Incorrectly Classified Instances 867 33.1676 % Kappa statistic 0.613 Mean absolute error 0.0998 Root mean squared error 0.2933 Relative absolute error 40.7587 % Root relative squared error 83.8312 % Total Number of Instances 2614 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.056 0.691 0.751 0.72 0.86 chest 0.573 0.08 0.542 0.573 0.557 0.776 forearm 0.791 0.043 0.753 0.791 0.772 0.886 head 0.676 0.054 0.675 0.676 0.676 0.841 shin 0.561 0.056 0.625 0.561 0.592 0.766 thigh 0.727 0.036 0.77 0.727 0.748 0.849 upperarm 0.599 0.061 0.622 0.599 0.61 0.784 waist Weighted Avg. 0.668 0.055 0.668 0.668 0.668 0.823 === Confusion Matrix === a b c d e f g <-- classified as 280 24 12 5 13 16 23 | a = chest 29 213 31 15 20 15 49 | b = forearm 8 30 296 10 16 2 12 | c = head 4 18 16 253 48 18 17 | d = shin 22 23 23 60 210 21 15 | e = thigh 20 28 4 11 19 271 20 | f = upperarm 42 57 11 21 10 9 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1754 67.1259 % Incorrectly Classified Instances 859 32.8741 % Kappa statistic 0.6165 Mean absolute error 0.0985 Root mean squared error 0.2911 Relative absolute error 40.2364 % Root relative squared error 83.1931 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.049 0.705 0.705 0.705 0.844 chest 0.574 0.084 0.532 0.574 0.552 0.777 forearm 0.748 0.038 0.764 0.748 0.756 0.879 head 0.711 0.052 0.696 0.711 0.704 0.849 shin 0.606 0.053 0.655 0.606 0.63 0.81 thigh 0.748 0.046 0.732 0.748 0.74 0.872 upperarm 0.607 0.062 0.622 0.607 0.614 0.801 waist Weighted Avg. 0.671 0.055 0.672 0.671 0.672 0.833 === Confusion Matrix === a b c d e f g <-- classified as 263 37 12 4 16 14 27 | a = chest 28 214 29 14 17 21 50 | b = forearm 13 38 279 10 14 7 12 | c = head 6 13 8 266 47 21 13 | d = shin 13 22 17 53 226 24 18 | e = thigh 15 22 6 16 17 279 18 | f = upperarm 35 56 14 19 8 15 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1717 65.7099 % Incorrectly Classified Instances 896 34.2901 % Kappa statistic 0.5999 Mean absolute error 0.1014 Root mean squared error 0.2957 Relative absolute error 41.4245 % Root relative squared error 84.5039 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.061 0.651 0.684 0.667 0.845 chest 0.547 0.075 0.55 0.547 0.548 0.771 forearm 0.761 0.042 0.753 0.761 0.757 0.88 head 0.714 0.055 0.683 0.714 0.698 0.845 shin 0.592 0.071 0.58 0.592 0.586 0.794 thigh 0.718 0.033 0.781 0.718 0.749 0.882 upperarm 0.583 0.063 0.609 0.583 0.596 0.812 waist Weighted Avg. 0.657 0.057 0.658 0.657 0.657 0.833 === Confusion Matrix === a b c d e f g <-- classified as 255 40 8 8 17 13 32 | a = chest 32 204 32 15 24 20 46 | b = forearm 16 23 284 13 18 7 12 | c = head 4 11 11 267 49 9 23 | d = shin 19 23 23 55 221 16 16 | e = thigh 21 24 4 14 31 268 11 | f = upperarm 45 46 15 19 21 10 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1725 66.0161 % Incorrectly Classified Instances 888 33.9839 % Kappa statistic 0.6035 Mean absolute error 0.1012 Root mean squared error 0.2961 Relative absolute error 41.3392 % Root relative squared error 84.6176 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.057 0.682 0.727 0.704 0.86 chest 0.605 0.069 0.592 0.605 0.598 0.781 forearm 0.724 0.045 0.73 0.724 0.727 0.862 head 0.658 0.054 0.672 0.658 0.665 0.822 shin 0.579 0.067 0.592 0.579 0.585 0.793 thigh 0.737 0.041 0.749 0.737 0.743 0.873 upperarm 0.591 0.065 0.604 0.591 0.597 0.788 waist Weighted Avg. 0.66 0.057 0.66 0.66 0.66 0.826 === Confusion Matrix === a b c d e f g <-- classified as 272 26 11 2 20 11 32 | a = chest 27 225 33 12 16 21 38 | b = forearm 9 38 270 18 15 10 13 | c = head 10 14 13 246 54 11 26 | d = shin 20 24 18 54 216 20 21 | e = thigh 20 16 8 18 21 275 15 | f = upperarm 41 37 17 16 23 19 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1687 64.5618 % Incorrectly Classified Instances 926 35.4382 % Kappa statistic 0.5866 Mean absolute error 0.105 Root mean squared error 0.3031 Relative absolute error 42.8893 % Root relative squared error 86.6195 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.666 0.064 0.635 0.666 0.65 0.834 chest 0.559 0.072 0.564 0.559 0.561 0.768 forearm 0.732 0.04 0.754 0.732 0.743 0.866 head 0.687 0.063 0.646 0.687 0.666 0.841 shin 0.579 0.068 0.587 0.579 0.583 0.781 thigh 0.697 0.039 0.747 0.697 0.721 0.851 upperarm 0.599 0.068 0.596 0.599 0.597 0.798 waist Weighted Avg. 0.646 0.059 0.647 0.646 0.646 0.82 === Confusion Matrix === a b c d e f g <-- classified as 249 30 11 7 25 17 35 | a = chest 34 208 23 16 18 24 49 | b = forearm 20 28 273 14 19 5 14 | c = head 6 12 13 257 55 11 20 | d = shin 23 23 13 59 216 20 19 | e = thigh 17 24 8 24 25 260 15 | f = upperarm 43 44 21 21 10 11 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1706 65.2889 % Incorrectly Classified Instances 907 34.7111 % Kappa statistic 0.595 Mean absolute error 0.1029 Root mean squared error 0.2991 Relative absolute error 42.0058 % Root relative squared error 85.4887 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.054 0.694 0.727 0.71 0.851 chest 0.578 0.081 0.543 0.578 0.56 0.78 forearm 0.746 0.047 0.725 0.746 0.735 0.871 head 0.639 0.059 0.646 0.639 0.642 0.816 shin 0.56 0.069 0.574 0.56 0.567 0.771 thigh 0.705 0.038 0.758 0.705 0.731 0.853 upperarm 0.614 0.058 0.638 0.614 0.626 0.801 waist Weighted Avg. 0.653 0.058 0.654 0.653 0.653 0.82 === Confusion Matrix === a b c d e f g <-- classified as 272 28 11 6 15 15 27 | a = chest 30 215 29 11 24 21 42 | b = forearm 10 27 279 16 23 8 11 | c = head 8 24 16 239 51 17 19 | d = shin 21 27 25 57 209 16 18 | e = thigh 16 23 11 15 32 263 13 | f = upperarm 35 52 14 26 10 7 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1728 66.1309 % Incorrectly Classified Instances 885 33.8691 % Kappa statistic 0.6049 Mean absolute error 0.1008 Root mean squared error 0.2962 Relative absolute error 41.1503 % Root relative squared error 84.6421 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.045 0.726 0.717 0.721 0.856 chest 0.562 0.076 0.551 0.562 0.557 0.762 forearm 0.73 0.049 0.715 0.73 0.722 0.852 head 0.644 0.05 0.683 0.644 0.663 0.826 shin 0.614 0.069 0.596 0.614 0.605 0.811 thigh 0.745 0.044 0.739 0.745 0.742 0.858 upperarm 0.617 0.063 0.622 0.617 0.619 0.792 waist Weighted Avg. 0.661 0.056 0.662 0.661 0.661 0.823 === Confusion Matrix === a b c d e f g <-- classified as 268 31 5 4 20 17 29 | a = chest 27 209 31 11 24 23 47 | b = forearm 14 31 273 13 16 9 18 | c = head 8 17 19 241 53 18 18 | d = shin 12 25 20 54 229 18 15 | e = thigh 12 21 16 13 20 278 13 | f = upperarm 28 45 18 17 22 13 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1716 65.6716 % Incorrectly Classified Instances 897 34.3284 % Kappa statistic 0.5995 Mean absolute error 0.1013 Root mean squared error 0.2957 Relative absolute error 41.3751 % Root relative squared error 84.5039 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.057 0.672 0.697 0.684 0.852 chest 0.594 0.075 0.567 0.594 0.58 0.808 forearm 0.743 0.037 0.772 0.743 0.757 0.869 head 0.66 0.057 0.659 0.66 0.66 0.828 shin 0.595 0.068 0.594 0.595 0.594 0.795 thigh 0.741 0.05 0.714 0.741 0.727 0.877 upperarm 0.566 0.057 0.622 0.566 0.593 0.79 waist Weighted Avg. 0.657 0.057 0.657 0.657 0.657 0.831 === Confusion Matrix === a b c d e f g <-- classified as 260 24 13 7 22 21 26 | a = chest 24 221 21 17 22 28 39 | b = forearm 13 39 278 7 16 7 14 | c = head 10 15 12 247 54 17 19 | d = shin 17 20 16 61 222 21 16 | e = thigh 11 26 8 15 23 277 14 | f = upperarm 52 45 12 21 15 17 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1715 65.6334 % Incorrectly Classified Instances 898 34.3666 % Kappa statistic 0.5991 Mean absolute error 0.1023 Root mean squared error 0.2983 Relative absolute error 41.77 % Root relative squared error 85.235 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.058 0.664 0.694 0.679 0.835 chest 0.591 0.075 0.568 0.591 0.58 0.785 forearm 0.741 0.043 0.743 0.741 0.742 0.872 head 0.701 0.056 0.677 0.701 0.689 0.837 shin 0.582 0.063 0.606 0.582 0.594 0.774 thigh 0.711 0.043 0.733 0.711 0.722 0.847 upperarm 0.574 0.063 0.603 0.574 0.588 0.779 waist Weighted Avg. 0.656 0.057 0.656 0.656 0.656 0.818 === Confusion Matrix === a b c d e f g <-- classified as 259 35 9 5 19 12 34 | a = chest 25 220 27 8 25 26 41 | b = forearm 15 35 277 12 19 8 8 | c = head 10 9 16 262 42 17 18 | d = shin 22 21 10 61 217 21 21 | e = thigh 17 30 9 16 17 266 19 | f = upperarm 42 37 25 23 19 13 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1719 65.7865 % Incorrectly Classified Instances 894 34.2135 % Kappa statistic 0.6008 Mean absolute error 0.1016 Root mean squared error 0.2971 Relative absolute error 41.5032 % Root relative squared error 84.9148 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.054 0.682 0.689 0.685 0.832 chest 0.578 0.069 0.583 0.578 0.58 0.78 forearm 0.775 0.049 0.725 0.775 0.749 0.879 head 0.684 0.054 0.679 0.684 0.682 0.845 shin 0.563 0.063 0.597 0.563 0.579 0.784 thigh 0.703 0.041 0.741 0.703 0.722 0.851 upperarm 0.611 0.069 0.595 0.611 0.603 0.795 waist Weighted Avg. 0.658 0.057 0.657 0.658 0.657 0.824 === Confusion Matrix === a b c d e f g <-- classified as 257 22 17 5 23 9 40 | a = chest 27 215 39 5 16 23 47 | b = forearm 7 28 290 11 13 8 17 | c = head 8 13 14 256 56 7 20 | d = shin 23 19 22 61 210 26 12 | e = thigh 20 31 8 16 17 263 19 | f = upperarm 35 41 10 23 17 19 228 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1703 65.1492 % Incorrectly Classified Instances 911 34.8508 % Kappa statistic 0.5934 Mean absolute error 0.1044 Root mean squared error 0.3009 Relative absolute error 42.62 % Root relative squared error 86.0028 % Total Number of Instances 2614 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.052 0.686 0.676 0.681 0.837 chest 0.616 0.083 0.55 0.616 0.581 0.783 forearm 0.761 0.043 0.747 0.761 0.754 0.882 head 0.682 0.053 0.682 0.682 0.682 0.842 shin 0.552 0.062 0.597 0.552 0.574 0.774 thigh 0.69 0.05 0.699 0.69 0.694 0.835 upperarm 0.583 0.064 0.604 0.583 0.593 0.792 waist Weighted Avg. 0.651 0.058 0.652 0.651 0.651 0.821 === Confusion Matrix === a b c d e f g <-- classified as 253 35 11 5 23 15 32 | a = chest 20 229 24 11 20 24 44 | b = forearm 8 33 284 4 17 14 13 | c = head 9 18 13 255 48 14 17 | d = shin 14 36 16 56 206 28 17 | e = thigh 22 23 12 20 19 258 20 | f = upperarm 43 42 20 23 12 16 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1710 65.442 % Incorrectly Classified Instances 903 34.558 % Kappa statistic 0.5968 Mean absolute error 0.1025 Root mean squared error 0.2976 Relative absolute error 41.8556 % Root relative squared error 85.0479 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.054 0.69 0.716 0.703 0.841 chest 0.567 0.082 0.536 0.567 0.551 0.766 forearm 0.757 0.046 0.731 0.757 0.744 0.88 head 0.652 0.051 0.682 0.652 0.667 0.815 shin 0.576 0.064 0.599 0.576 0.587 0.79 thigh 0.74 0.044 0.738 0.74 0.739 0.877 upperarm 0.572 0.063 0.605 0.572 0.588 0.787 waist Weighted Avg. 0.654 0.058 0.654 0.654 0.654 0.822 === Confusion Matrix === a b c d e f g <-- classified as 267 29 15 6 16 12 28 | a = chest 29 211 36 17 27 15 37 | b = forearm 9 31 283 15 17 6 13 | c = head 8 13 11 244 51 23 24 | d = shin 21 27 18 48 215 21 23 | e = thigh 17 27 7 10 21 276 15 | f = upperarm 36 56 17 18 12 21 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1719 65.7865 % Incorrectly Classified Instances 894 34.2135 % Kappa statistic 0.6008 Mean absolute error 0.1011 Root mean squared error 0.2975 Relative absolute error 41.2948 % Root relative squared error 85.0089 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.05 0.689 0.665 0.677 0.83 chest 0.591 0.078 0.557 0.591 0.574 0.783 forearm 0.754 0.038 0.768 0.754 0.761 0.87 head 0.703 0.063 0.649 0.703 0.675 0.839 shin 0.555 0.067 0.58 0.555 0.567 0.759 thigh 0.716 0.04 0.748 0.716 0.732 0.866 upperarm 0.62 0.063 0.624 0.62 0.622 0.814 waist Weighted Avg. 0.658 0.057 0.659 0.658 0.658 0.823 === Confusion Matrix === a b c d e f g <-- classified as 248 42 13 8 11 15 36 | a = chest 27 220 29 13 24 19 40 | b = forearm 10 26 282 15 24 8 9 | c = head 8 12 12 263 49 12 18 | d = shin 17 19 19 72 207 23 16 | e = thigh 17 28 4 15 21 267 21 | f = upperarm 33 48 8 19 21 13 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1740 66.5901 % Incorrectly Classified Instances 873 33.4099 % Kappa statistic 0.6102 Mean absolute error 0.0999 Root mean squared error 0.2923 Relative absolute error 40.8025 % Root relative squared error 83.5411 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.049 0.709 0.718 0.714 0.864 chest 0.567 0.077 0.549 0.567 0.558 0.79 forearm 0.746 0.035 0.779 0.746 0.762 0.88 head 0.69 0.057 0.668 0.69 0.679 0.839 shin 0.617 0.067 0.607 0.617 0.612 0.802 thigh 0.708 0.038 0.754 0.708 0.73 0.849 upperarm 0.615 0.066 0.608 0.615 0.612 0.794 waist Weighted Avg. 0.666 0.056 0.668 0.666 0.667 0.831 === Confusion Matrix === a b c d e f g <-- classified as 268 26 5 7 21 15 31 | a = chest 30 211 26 10 15 26 54 | b = forearm 10 37 279 14 12 6 16 | c = head 3 18 17 258 55 9 14 | d = shin 19 18 12 57 230 21 16 | e = thigh 12 24 9 22 25 264 17 | f = upperarm 36 50 10 18 21 9 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1714 65.5951 % Incorrectly Classified Instances 899 34.4049 % Kappa statistic 0.5986 Mean absolute error 0.1012 Root mean squared error 0.2969 Relative absolute error 41.3067 % Root relative squared error 84.8334 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.054 0.691 0.724 0.707 0.86 chest 0.532 0.075 0.542 0.532 0.537 0.761 forearm 0.754 0.045 0.738 0.754 0.746 0.866 head 0.69 0.054 0.679 0.69 0.684 0.837 shin 0.568 0.06 0.611 0.568 0.589 0.764 thigh 0.735 0.045 0.731 0.735 0.733 0.877 upperarm 0.588 0.068 0.59 0.588 0.589 0.795 waist Weighted Avg. 0.656 0.057 0.655 0.656 0.655 0.823 === Confusion Matrix === a b c d e f g <-- classified as 270 22 15 4 11 14 37 | a = chest 30 198 29 11 22 26 56 | b = forearm 10 35 282 8 17 12 10 | c = head 7 17 13 258 47 13 19 | d = shin 20 25 15 58 212 21 22 | e = thigh 15 24 12 15 24 274 9 | f = upperarm 39 44 16 26 14 15 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1669 63.8729 % Incorrectly Classified Instances 944 36.1271 % Kappa statistic 0.5785 Mean absolute error 0.1063 Root mean squared error 0.3064 Relative absolute error 43.4025 % Root relative squared error 87.5498 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.066 0.635 0.692 0.662 0.833 chest 0.528 0.071 0.555 0.528 0.541 0.745 forearm 0.738 0.05 0.71 0.738 0.723 0.855 head 0.69 0.053 0.684 0.69 0.687 0.842 shin 0.56 0.075 0.554 0.56 0.557 0.774 thigh 0.684 0.04 0.739 0.684 0.71 0.85 upperarm 0.579 0.066 0.593 0.579 0.586 0.781 waist Weighted Avg. 0.639 0.06 0.639 0.639 0.638 0.811 === Confusion Matrix === a b c d e f g <-- classified as 258 23 14 5 21 23 29 | a = chest 37 197 36 8 24 17 54 | b = forearm 22 24 276 17 12 5 18 | c = head 5 16 19 258 47 11 18 | d = shin 24 27 21 57 209 22 13 | e = thigh 16 20 8 14 44 255 16 | f = upperarm 44 48 15 18 20 12 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1738 66.5136 % Incorrectly Classified Instances 875 33.4864 % Kappa statistic 0.6093 Mean absolute error 0.0999 Root mean squared error 0.2949 Relative absolute error 40.7944 % Root relative squared error 84.2843 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.059 0.669 0.716 0.692 0.855 chest 0.595 0.071 0.581 0.595 0.588 0.78 forearm 0.767 0.042 0.751 0.767 0.759 0.891 head 0.671 0.05 0.69 0.671 0.68 0.837 shin 0.592 0.065 0.602 0.592 0.597 0.792 thigh 0.727 0.039 0.757 0.727 0.741 0.855 upperarm 0.587 0.063 0.607 0.587 0.597 0.789 waist Weighted Avg. 0.665 0.056 0.665 0.665 0.665 0.829 === Confusion Matrix === a b c d e f g <-- classified as 267 27 15 5 17 19 23 | a = chest 28 222 23 12 22 17 49 | b = forearm 10 22 287 14 24 7 10 | c = head 7 8 18 251 49 15 26 | d = shin 23 22 18 46 221 18 25 | e = thigh 17 36 11 11 18 271 9 | f = upperarm 47 45 10 25 16 11 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1792 68.5802 % Incorrectly Classified Instances 821 31.4198 % Kappa statistic 0.6334 Mean absolute error 0.0953 Root mean squared error 0.285 Relative absolute error 38.929 % Root relative squared error 81.4547 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.043 0.736 0.717 0.726 0.858 chest 0.578 0.07 0.578 0.578 0.578 0.786 forearm 0.753 0.042 0.749 0.753 0.751 0.873 head 0.709 0.043 0.734 0.709 0.721 0.858 shin 0.642 0.064 0.625 0.642 0.633 0.815 thigh 0.748 0.038 0.764 0.748 0.756 0.866 upperarm 0.654 0.066 0.622 0.654 0.638 0.815 waist Weighted Avg. 0.686 0.052 0.687 0.686 0.686 0.839 === Confusion Matrix === a b c d e f g <-- classified as 268 19 17 6 17 13 34 | a = chest 28 215 29 7 26 19 48 | b = forearm 9 29 281 9 24 4 17 | c = head 13 16 13 265 34 12 21 | d = shin 12 22 16 40 240 27 17 | e = thigh 13 26 7 15 22 279 11 | f = upperarm 21 45 12 19 21 11 244 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1728 66.1309 % Incorrectly Classified Instances 885 33.8691 % Kappa statistic 0.6049 Mean absolute error 0.1001 Root mean squared error 0.2943 Relative absolute error 40.8644 % Root relative squared error 84.0949 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.054 0.679 0.684 0.682 0.838 chest 0.594 0.07 0.585 0.594 0.589 0.795 forearm 0.743 0.039 0.759 0.743 0.751 0.878 head 0.674 0.059 0.656 0.674 0.665 0.819 shin 0.617 0.069 0.599 0.617 0.608 0.805 thigh 0.743 0.047 0.726 0.743 0.734 0.867 upperarm 0.574 0.057 0.626 0.574 0.599 0.794 waist Weighted Avg. 0.661 0.056 0.661 0.661 0.661 0.828 === Confusion Matrix === a b c d e f g <-- classified as 256 34 5 7 22 14 36 | a = chest 27 221 31 12 17 25 39 | b = forearm 17 26 277 12 20 7 14 | c = head 12 13 12 252 48 23 14 | d = shin 17 20 17 56 230 18 15 | e = thigh 17 27 9 16 17 278 10 | f = upperarm 31 37 14 29 30 18 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1744 66.7432 % Incorrectly Classified Instances 869 33.2568 % Kappa statistic 0.612 Mean absolute error 0.0985 Root mean squared error 0.2927 Relative absolute error 40.2055 % Root relative squared error 83.639 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.058 0.68 0.733 0.705 0.862 chest 0.61 0.075 0.573 0.61 0.591 0.796 forearm 0.743 0.043 0.743 0.743 0.743 0.875 head 0.628 0.052 0.668 0.628 0.647 0.824 shin 0.59 0.056 0.636 0.59 0.612 0.802 thigh 0.719 0.043 0.737 0.719 0.728 0.854 upperarm 0.649 0.061 0.64 0.649 0.644 0.814 waist Weighted Avg. 0.667 0.055 0.668 0.667 0.667 0.833 === Confusion Matrix === a b c d e f g <-- classified as 274 42 9 4 11 8 26 | a = chest 25 227 29 10 20 21 40 | b = forearm 12 25 277 20 17 8 14 | c = head 8 15 13 235 50 26 27 | d = shin 21 21 25 53 220 19 14 | e = thigh 26 25 8 15 16 269 15 | f = upperarm 37 41 12 15 12 14 242 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1769 67.6741 % Incorrectly Classified Instances 845 32.3259 % Kappa statistic 0.6229 Mean absolute error 0.097 Root mean squared error 0.2895 Relative absolute error 39.6152 % Root relative squared error 82.7216 % Total Number of Instances 2614 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.047 0.72 0.73 0.725 0.853 chest 0.592 0.073 0.574 0.592 0.583 0.791 forearm 0.761 0.047 0.73 0.761 0.745 0.875 head 0.684 0.05 0.698 0.684 0.691 0.842 shin 0.643 0.059 0.643 0.643 0.643 0.833 thigh 0.7 0.042 0.733 0.7 0.716 0.843 upperarm 0.626 0.058 0.641 0.626 0.633 0.8 waist Weighted Avg. 0.677 0.054 0.677 0.677 0.677 0.834 === Confusion Matrix === a b c d e f g <-- classified as 273 26 14 4 11 19 27 | a = chest 25 221 31 10 22 20 44 | b = forearm 10 28 284 11 12 7 21 | c = head 12 12 18 256 44 21 11 | d = shin 14 22 16 55 240 18 8 | e = thigh 10 36 12 10 24 261 20 | f = upperarm 35 40 14 21 20 10 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1740 66.5901 % Incorrectly Classified Instances 873 33.4099 % Kappa statistic 0.6102 Mean absolute error 0.1 Root mean squared error 0.2959 Relative absolute error 40.8217 % Root relative squared error 84.5624 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.059 0.673 0.722 0.697 0.846 chest 0.605 0.064 0.61 0.605 0.607 0.789 forearm 0.761 0.031 0.805 0.761 0.782 0.872 head 0.676 0.053 0.682 0.676 0.679 0.838 shin 0.555 0.061 0.603 0.555 0.578 0.77 thigh 0.718 0.049 0.709 0.718 0.714 0.857 upperarm 0.623 0.074 0.585 0.623 0.604 0.803 waist Weighted Avg. 0.666 0.056 0.667 0.666 0.666 0.825 === Confusion Matrix === a b c d e f g <-- classified as 270 21 10 5 20 16 32 | a = chest 24 225 19 14 16 25 49 | b = forearm 15 27 284 7 11 10 19 | c = head 8 13 11 253 49 14 26 | d = shin 22 29 13 57 207 28 17 | e = thigh 17 21 5 15 25 268 22 | f = upperarm 45 33 11 20 15 17 233 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1736 66.437 % Incorrectly Classified Instances 877 33.563 % Kappa statistic 0.6084 Mean absolute error 0.1004 Root mean squared error 0.295 Relative absolute error 40.9947 % Root relative squared error 84.2967 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.049 0.699 0.684 0.692 0.844 chest 0.613 0.078 0.566 0.613 0.588 0.8 forearm 0.741 0.046 0.729 0.741 0.735 0.864 head 0.706 0.047 0.715 0.706 0.711 0.839 shin 0.595 0.063 0.612 0.595 0.603 0.769 thigh 0.692 0.041 0.737 0.692 0.714 0.84 upperarm 0.619 0.067 0.605 0.619 0.612 0.806 waist Weighted Avg. 0.664 0.056 0.666 0.664 0.665 0.823 === Confusion Matrix === a b c d e f g <-- classified as 256 34 11 5 20 13 35 | a = chest 28 228 30 11 11 26 38 | b = forearm 12 40 277 10 18 6 11 | c = head 5 12 13 264 42 16 22 | d = shin 18 21 20 44 222 16 32 | e = thigh 20 19 14 20 29 258 13 | f = upperarm 27 49 15 15 21 15 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1738 66.5136 % Incorrectly Classified Instances 875 33.4864 % Kappa statistic 0.6093 Mean absolute error 0.0997 Root mean squared error 0.295 Relative absolute error 40.7264 % Root relative squared error 84.3167 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.055 0.692 0.743 0.716 0.861 chest 0.57 0.073 0.564 0.57 0.567 0.768 forearm 0.759 0.045 0.738 0.759 0.748 0.877 head 0.695 0.06 0.66 0.695 0.677 0.827 shin 0.603 0.07 0.591 0.603 0.597 0.792 thigh 0.708 0.034 0.774 0.708 0.739 0.858 upperarm 0.576 0.053 0.644 0.576 0.608 0.798 waist Weighted Avg. 0.665 0.056 0.666 0.665 0.665 0.826 === Confusion Matrix === a b c d e f g <-- classified as 278 20 15 4 16 19 22 | a = chest 29 212 32 23 20 18 38 | b = forearm 12 28 284 10 25 4 11 | c = head 7 7 12 260 58 8 22 | d = shin 23 23 15 56 225 15 16 | e = thigh 24 29 7 16 23 264 10 | f = upperarm 29 57 20 25 14 13 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1687 64.5618 % Incorrectly Classified Instances 926 35.4382 % Kappa statistic 0.5866 Mean absolute error 0.1055 Root mean squared error 0.3034 Relative absolute error 43.0598 % Root relative squared error 86.6913 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.055 0.682 0.708 0.695 0.844 chest 0.53 0.077 0.534 0.53 0.532 0.748 forearm 0.743 0.042 0.745 0.743 0.744 0.864 head 0.684 0.053 0.684 0.684 0.684 0.827 shin 0.534 0.067 0.572 0.534 0.552 0.756 thigh 0.722 0.052 0.699 0.722 0.711 0.846 upperarm 0.598 0.068 0.593 0.598 0.595 0.791 waist Weighted Avg. 0.646 0.059 0.644 0.646 0.645 0.811 === Confusion Matrix === a b c d e f g <-- classified as 264 27 7 6 23 17 29 | a = chest 22 197 37 10 26 34 46 | b = forearm 12 29 278 13 21 6 15 | c = head 8 14 10 256 42 18 26 | d = shin 28 25 19 55 199 27 20 | e = thigh 11 34 9 14 19 270 17 | f = upperarm 42 43 13 20 18 14 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1713 65.5568 % Incorrectly Classified Instances 900 34.4432 % Kappa statistic 0.5982 Mean absolute error 0.1024 Root mean squared error 0.2981 Relative absolute error 41.8282 % Root relative squared error 85.1778 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.047 0.71 0.689 0.699 0.848 chest 0.61 0.083 0.551 0.61 0.579 0.784 forearm 0.757 0.04 0.759 0.757 0.758 0.879 head 0.647 0.059 0.647 0.647 0.647 0.833 shin 0.59 0.07 0.585 0.59 0.587 0.771 thigh 0.73 0.036 0.773 0.73 0.751 0.862 upperarm 0.566 0.068 0.581 0.566 0.573 0.782 waist Weighted Avg. 0.656 0.057 0.658 0.656 0.657 0.823 === Confusion Matrix === a b c d e f g <-- classified as 257 31 6 7 23 17 32 | a = chest 24 227 24 12 13 20 52 | b = forearm 8 19 283 16 23 6 19 | c = head 10 19 11 242 58 10 24 | d = shin 16 27 27 62 220 12 9 | e = thigh 17 31 6 13 18 273 16 | f = upperarm 30 58 16 22 21 15 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1699 65.021 % Incorrectly Classified Instances 914 34.979 % Kappa statistic 0.5919 Mean absolute error 0.104 Root mean squared error 0.3017 Relative absolute error 42.4732 % Root relative squared error 86.2306 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.053 0.679 0.676 0.677 0.838 chest 0.567 0.074 0.561 0.567 0.564 0.778 forearm 0.77 0.051 0.716 0.77 0.742 0.869 head 0.644 0.052 0.673 0.644 0.658 0.818 shin 0.566 0.069 0.578 0.566 0.572 0.775 thigh 0.727 0.041 0.747 0.727 0.737 0.857 upperarm 0.601 0.068 0.594 0.601 0.597 0.784 waist Weighted Avg. 0.65 0.058 0.65 0.65 0.65 0.817 === Confusion Matrix === a b c d e f g <-- classified as 252 21 12 7 23 11 47 | a = chest 30 211 27 7 25 21 51 | b = forearm 12 30 288 11 9 6 18 | c = head 7 7 21 241 64 16 18 | d = shin 14 26 28 61 211 22 11 | e = thigh 19 33 8 14 20 272 8 | f = upperarm 37 48 18 17 13 16 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1752 67.0494 % Incorrectly Classified Instances 861 32.9506 % Kappa statistic 0.6156 Mean absolute error 0.0985 Root mean squared error 0.2927 Relative absolute error 40.2205 % Root relative squared error 83.6356 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.044 0.733 0.721 0.727 0.857 chest 0.613 0.076 0.571 0.613 0.591 0.781 forearm 0.749 0.044 0.741 0.749 0.745 0.877 head 0.69 0.054 0.683 0.69 0.686 0.848 shin 0.555 0.061 0.602 0.555 0.577 0.771 thigh 0.748 0.044 0.738 0.748 0.743 0.866 upperarm 0.618 0.062 0.626 0.618 0.622 0.812 waist Weighted Avg. 0.67 0.055 0.671 0.67 0.67 0.83 === Confusion Matrix === a b c d e f g <-- classified as 269 26 10 7 16 13 32 | a = chest 21 228 25 11 21 23 43 | b = forearm 11 35 280 11 18 6 13 | c = head 4 14 15 258 47 18 18 | d = shin 19 23 21 60 207 22 21 | e = thigh 14 32 10 10 17 279 11 | f = upperarm 29 41 17 21 18 17 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1737 66.4753 % Incorrectly Classified Instances 876 33.5247 % Kappa statistic 0.6089 Mean absolute error 0.0995 Root mean squared error 0.2934 Relative absolute error 40.633 % Root relative squared error 83.8327 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.058 0.668 0.702 0.685 0.852 chest 0.586 0.082 0.544 0.586 0.564 0.783 forearm 0.769 0.041 0.757 0.769 0.763 0.884 head 0.709 0.06 0.664 0.709 0.686 0.837 shin 0.586 0.054 0.644 0.586 0.613 0.788 thigh 0.729 0.038 0.762 0.729 0.745 0.873 upperarm 0.572 0.059 0.62 0.572 0.595 0.792 waist Weighted Avg. 0.665 0.056 0.666 0.665 0.665 0.83 === Confusion Matrix === a b c d e f g <-- classified as 262 32 8 10 10 13 38 | a = chest 29 218 23 16 29 19 38 | b = forearm 15 30 287 8 12 8 13 | c = head 7 13 22 265 42 12 13 | d = shin 20 28 22 53 219 20 12 | e = thigh 18 25 10 17 14 272 17 | f = upperarm 41 55 7 30 14 13 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1765 67.5469 % Incorrectly Classified Instances 848 32.4531 % Kappa statistic 0.6214 Mean absolute error 0.096 Root mean squared error 0.2881 Relative absolute error 39.1895 % Root relative squared error 82.3428 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.047 0.726 0.745 0.735 0.87 chest 0.609 0.07 0.593 0.609 0.601 0.798 forearm 0.756 0.042 0.752 0.756 0.754 0.876 head 0.693 0.063 0.649 0.693 0.67 0.845 shin 0.59 0.058 0.627 0.59 0.608 0.797 thigh 0.705 0.036 0.767 0.705 0.735 0.86 upperarm 0.631 0.064 0.623 0.631 0.627 0.807 waist Weighted Avg. 0.675 0.054 0.677 0.675 0.676 0.836 === Confusion Matrix === a b c d e f g <-- classified as 278 23 14 8 12 12 26 | a = chest 23 227 28 12 15 16 52 | b = forearm 8 23 282 18 18 9 15 | c = head 6 10 13 259 49 10 27 | d = shin 13 32 11 63 220 20 14 | e = thigh 22 25 6 22 26 263 9 | f = upperarm 33 43 21 17 11 13 236 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1761 67.368 % Incorrectly Classified Instances 853 32.632 % Kappa statistic 0.6193 Mean absolute error 0.0966 Root mean squared error 0.2884 Relative absolute error 39.4493 % Root relative squared error 82.4185 % Total Number of Instances 2614 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.053 0.703 0.746 0.724 0.874 chest 0.578 0.068 0.586 0.578 0.582 0.789 forearm 0.783 0.045 0.744 0.783 0.763 0.878 head 0.676 0.049 0.699 0.676 0.688 0.835 shin 0.576 0.063 0.604 0.576 0.59 0.786 thigh 0.751 0.046 0.729 0.751 0.74 0.872 upperarm 0.604 0.057 0.638 0.604 0.621 0.81 waist Weighted Avg. 0.674 0.054 0.672 0.674 0.672 0.835 === Confusion Matrix === a b c d e f g <-- classified as 279 17 10 4 13 24 27 | a = chest 24 215 33 12 27 22 39 | b = forearm 15 23 293 15 8 10 10 | c = head 11 18 8 253 52 15 17 | d = shin 18 18 22 52 215 23 25 | e = thigh 15 24 10 10 24 280 10 | f = upperarm 35 52 18 16 17 10 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1755 67.1642 % Incorrectly Classified Instances 858 32.8358 % Kappa statistic 0.6169 Mean absolute error 0.098 Root mean squared error 0.2902 Relative absolute error 40.0123 % Root relative squared error 82.941 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.046 0.722 0.724 0.723 0.853 chest 0.602 0.068 0.594 0.602 0.598 0.789 forearm 0.746 0.041 0.754 0.746 0.75 0.878 head 0.69 0.052 0.688 0.69 0.689 0.843 shin 0.614 0.064 0.614 0.614 0.614 0.807 thigh 0.694 0.044 0.723 0.694 0.709 0.856 upperarm 0.631 0.067 0.611 0.631 0.621 0.812 waist Weighted Avg. 0.672 0.055 0.672 0.672 0.672 0.834 === Confusion Matrix === a b c d e f g <-- classified as 270 26 8 4 17 16 32 | a = chest 18 224 35 4 20 23 48 | b = forearm 7 25 279 21 18 10 14 | c = head 8 11 10 258 56 15 16 | d = shin 20 25 11 48 229 21 19 | e = thigh 19 31 5 21 17 259 21 | f = upperarm 32 35 22 19 16 14 236 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1725 66.0161 % Incorrectly Classified Instances 888 33.9839 % Kappa statistic 0.6035 Mean absolute error 0.1019 Root mean squared error 0.2964 Relative absolute error 41.5954 % Root relative squared error 84.6917 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.055 0.688 0.732 0.709 0.863 chest 0.61 0.074 0.578 0.61 0.593 0.791 forearm 0.791 0.044 0.751 0.791 0.771 0.89 head 0.636 0.056 0.656 0.636 0.646 0.832 shin 0.587 0.068 0.589 0.587 0.588 0.797 thigh 0.686 0.03 0.79 0.686 0.735 0.846 upperarm 0.578 0.069 0.584 0.578 0.581 0.763 waist Weighted Avg. 0.66 0.057 0.662 0.66 0.66 0.826 === Confusion Matrix === a b c d e f g <-- classified as 273 20 13 3 11 10 43 | a = chest 32 227 24 8 22 13 46 | b = forearm 11 18 296 15 10 5 19 | c = head 11 13 19 238 60 13 20 | d = shin 22 26 16 61 219 17 12 | e = thigh 13 38 8 13 31 256 14 | f = upperarm 35 51 18 25 19 10 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1745 66.7815 % Incorrectly Classified Instances 868 33.2185 % Kappa statistic 0.6125 Mean absolute error 0.0995 Root mean squared error 0.293 Relative absolute error 40.6439 % Root relative squared error 83.7204 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.053 0.701 0.748 0.724 0.866 chest 0.589 0.07 0.584 0.589 0.586 0.778 forearm 0.783 0.042 0.757 0.783 0.77 0.884 head 0.679 0.055 0.674 0.679 0.676 0.839 shin 0.566 0.067 0.584 0.566 0.575 0.773 thigh 0.713 0.042 0.741 0.713 0.727 0.86 upperarm 0.596 0.059 0.626 0.596 0.611 0.795 waist Weighted Avg. 0.668 0.055 0.667 0.668 0.667 0.828 === Confusion Matrix === a b c d e f g <-- classified as 279 25 7 7 16 12 27 | a = chest 23 219 28 8 26 23 45 | b = forearm 8 26 293 1 22 11 13 | c = head 11 14 17 254 51 12 15 | d = shin 17 26 19 70 211 13 17 | e = thigh 25 22 7 19 18 266 16 | f = upperarm 35 43 16 18 17 22 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1737 66.4753 % Incorrectly Classified Instances 876 33.5247 % Kappa statistic 0.6089 Mean absolute error 0.1 Root mean squared error 0.294 Relative absolute error 40.8517 % Root relative squared error 84.0124 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.05 0.695 0.684 0.689 0.84 chest 0.608 0.083 0.549 0.608 0.577 0.793 forearm 0.756 0.04 0.758 0.756 0.757 0.874 head 0.66 0.053 0.675 0.66 0.668 0.83 shin 0.59 0.061 0.616 0.59 0.603 0.788 thigh 0.706 0.04 0.748 0.706 0.726 0.85 upperarm 0.65 0.064 0.63 0.65 0.639 0.813 waist Weighted Avg. 0.665 0.056 0.667 0.665 0.666 0.827 === Confusion Matrix === a b c d e f g <-- classified as 255 39 9 4 15 20 31 | a = chest 27 226 26 11 23 20 39 | b = forearm 9 31 282 16 16 7 12 | c = head 7 16 18 247 47 12 27 | d = shin 24 22 20 58 220 18 11 | e = thigh 18 32 8 10 19 264 23 | f = upperarm 27 46 9 20 17 12 243 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1736 66.437 % Incorrectly Classified Instances 877 33.563 % Kappa statistic 0.6084 Mean absolute error 0.1006 Root mean squared error 0.2952 Relative absolute error 41.0845 % Root relative squared error 84.3563 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.048 0.712 0.71 0.711 0.857 chest 0.574 0.067 0.59 0.574 0.582 0.779 forearm 0.751 0.048 0.722 0.751 0.736 0.867 head 0.693 0.063 0.648 0.693 0.669 0.839 shin 0.614 0.074 0.581 0.614 0.597 0.792 thigh 0.714 0.039 0.752 0.714 0.733 0.851 upperarm 0.595 0.053 0.651 0.595 0.622 0.784 waist Weighted Avg. 0.664 0.056 0.665 0.664 0.664 0.824 === Confusion Matrix === a b c d e f g <-- classified as 265 24 16 7 22 12 27 | a = chest 29 214 26 14 24 25 41 | b = forearm 4 33 280 17 23 3 13 | c = head 7 13 16 259 51 12 16 | d = shin 20 19 19 54 229 22 10 | e = thigh 21 21 10 20 23 267 12 | f = upperarm 26 39 21 29 22 14 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1679 64.2556 % Incorrectly Classified Instances 934 35.7444 % Kappa statistic 0.583 Mean absolute error 0.1055 Root mean squared error 0.302 Relative absolute error 43.0983 % Root relative squared error 86.2965 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.049 0.704 0.694 0.699 0.843 chest 0.56 0.088 0.516 0.56 0.537 0.755 forearm 0.761 0.054 0.7 0.761 0.729 0.867 head 0.615 0.048 0.682 0.615 0.647 0.825 shin 0.568 0.071 0.57 0.568 0.569 0.785 thigh 0.722 0.046 0.724 0.722 0.723 0.856 upperarm 0.576 0.061 0.611 0.576 0.593 0.804 waist Weighted Avg. 0.643 0.06 0.644 0.643 0.643 0.819 === Confusion Matrix === a b c d e f g <-- classified as 259 31 14 8 24 10 27 | a = chest 24 209 36 9 25 30 40 | b = forearm 16 24 284 9 18 9 13 | c = head 9 23 17 230 46 21 28 | d = shin 16 27 27 51 212 22 18 | e = thigh 12 37 7 7 30 270 11 | f = upperarm 32 54 21 23 17 11 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1726 66.0543 % Incorrectly Classified Instances 887 33.9457 % Kappa statistic 0.604 Mean absolute error 0.1018 Root mean squared error 0.2975 Relative absolute error 41.5754 % Root relative squared error 85.0059 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.055 0.681 0.701 0.69 0.838 chest 0.591 0.075 0.567 0.591 0.579 0.792 forearm 0.743 0.04 0.755 0.743 0.749 0.872 head 0.636 0.05 0.68 0.636 0.657 0.818 shin 0.62 0.065 0.614 0.62 0.617 0.795 thigh 0.735 0.05 0.712 0.735 0.723 0.853 upperarm 0.598 0.061 0.619 0.598 0.608 0.782 waist Weighted Avg. 0.661 0.057 0.661 0.661 0.661 0.822 === Confusion Matrix === a b c d e f g <-- classified as 262 31 9 8 22 16 26 | a = chest 26 220 32 8 18 26 42 | b = forearm 10 28 277 10 24 12 12 | c = head 12 18 20 238 46 15 25 | d = shin 18 18 10 47 232 28 21 | e = thigh 15 30 6 19 18 274 11 | f = upperarm 42 43 13 20 18 14 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1730 66.2074 % Incorrectly Classified Instances 883 33.7926 % Kappa statistic 0.6058 Mean absolute error 0.1003 Root mean squared error 0.2949 Relative absolute error 40.9629 % Root relative squared error 84.2778 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.055 0.684 0.719 0.701 0.852 chest 0.57 0.079 0.544 0.57 0.556 0.766 forearm 0.722 0.037 0.767 0.722 0.744 0.868 head 0.687 0.056 0.673 0.687 0.68 0.822 shin 0.617 0.057 0.644 0.617 0.63 0.806 thigh 0.716 0.046 0.724 0.716 0.72 0.854 upperarm 0.603 0.065 0.608 0.603 0.606 0.795 waist Weighted Avg. 0.662 0.056 0.664 0.662 0.663 0.823 === Confusion Matrix === a b c d e f g <-- classified as 269 30 13 4 20 10 28 | a = chest 26 212 25 18 20 33 38 | b = forearm 18 30 270 12 14 11 19 | c = head 6 15 13 257 42 10 31 | d = shin 23 27 11 44 230 23 15 | e = thigh 11 31 6 25 19 267 14 | f = upperarm 40 45 14 22 12 15 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1727 66.0926 % Incorrectly Classified Instances 886 33.9074 % Kappa statistic 0.6044 Mean absolute error 0.1006 Root mean squared error 0.2949 Relative absolute error 41.0808 % Root relative squared error 84.2717 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.06 0.681 0.765 0.72 0.872 chest 0.57 0.066 0.587 0.57 0.578 0.788 forearm 0.735 0.043 0.739 0.735 0.737 0.866 head 0.644 0.059 0.644 0.644 0.644 0.814 shin 0.601 0.064 0.61 0.601 0.605 0.807 thigh 0.737 0.041 0.751 0.737 0.744 0.876 upperarm 0.574 0.062 0.606 0.574 0.59 0.802 waist Weighted Avg. 0.661 0.057 0.66 0.661 0.66 0.832 === Confusion Matrix === a b c d e f g <-- classified as 286 17 15 7 11 16 22 | a = chest 35 212 31 13 22 18 41 | b = forearm 16 23 275 11 23 8 18 | c = head 6 13 16 241 53 22 23 | d = shin 12 25 11 58 224 16 27 | e = thigh 20 25 6 19 20 275 8 | f = upperarm 45 46 18 25 14 11 214 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1717 65.6848 % Incorrectly Classified Instances 897 34.3152 % Kappa statistic 0.5997 Mean absolute error 0.1019 Root mean squared error 0.298 Relative absolute error 41.6031 % Root relative squared error 85.1471 % Total Number of Instances 2614 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.051 0.704 0.725 0.714 0.86 chest 0.539 0.071 0.56 0.539 0.549 0.764 forearm 0.761 0.042 0.751 0.761 0.756 0.872 head 0.636 0.054 0.665 0.636 0.65 0.821 shin 0.601 0.075 0.57 0.601 0.585 0.789 thigh 0.733 0.049 0.715 0.733 0.724 0.851 upperarm 0.603 0.059 0.628 0.603 0.616 0.795 waist Weighted Avg. 0.657 0.057 0.656 0.657 0.656 0.822 === Confusion Matrix === a b c d e f g <-- classified as 271 25 11 4 16 17 30 | a = chest 23 201 33 15 31 25 45 | b = forearm 12 22 284 7 24 8 16 | c = head 12 16 11 238 60 19 18 | d = shin 17 24 16 55 224 25 12 | e = thigh 15 27 10 17 19 274 12 | f = upperarm 35 44 13 22 19 15 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1733 66.3222 % Incorrectly Classified Instances 880 33.6778 % Kappa statistic 0.6071 Mean absolute error 0.1007 Root mean squared error 0.2948 Relative absolute error 41.1346 % Root relative squared error 84.2359 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.051 0.692 0.684 0.688 0.825 chest 0.589 0.074 0.57 0.589 0.579 0.78 forearm 0.751 0.043 0.745 0.751 0.748 0.87 head 0.679 0.057 0.667 0.679 0.673 0.827 shin 0.579 0.058 0.622 0.579 0.6 0.789 thigh 0.706 0.045 0.725 0.706 0.715 0.861 upperarm 0.654 0.066 0.624 0.654 0.639 0.806 waist Weighted Avg. 0.663 0.056 0.664 0.663 0.663 0.823 === Confusion Matrix === a b c d e f g <-- classified as 256 27 11 7 23 16 34 | a = chest 27 219 34 8 23 21 40 | b = forearm 17 26 280 12 16 8 14 | c = head 8 15 12 254 38 18 29 | d = shin 16 27 15 65 216 22 12 | e = thigh 17 32 12 16 15 264 18 | f = upperarm 29 38 12 19 16 15 244 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1748 66.8963 % Incorrectly Classified Instances 865 33.1037 % Kappa statistic 0.6138 Mean absolute error 0.0988 Root mean squared error 0.291 Relative absolute error 40.3623 % Root relative squared error 83.1702 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.048 0.71 0.701 0.705 0.856 chest 0.597 0.079 0.558 0.597 0.577 0.806 forearm 0.77 0.043 0.75 0.77 0.76 0.871 head 0.703 0.05 0.703 0.703 0.703 0.842 shin 0.587 0.057 0.633 0.587 0.609 0.783 thigh 0.71 0.041 0.742 0.71 0.726 0.848 upperarm 0.614 0.07 0.595 0.614 0.604 0.802 waist Weighted Avg. 0.669 0.055 0.67 0.669 0.669 0.83 === Confusion Matrix === a b c d e f g <-- classified as 262 30 8 5 22 13 34 | a = chest 26 222 25 14 19 17 49 | b = forearm 10 27 288 9 16 6 18 | c = head 10 16 17 263 40 14 14 | d = shin 11 19 23 54 219 23 24 | e = thigh 25 25 9 10 22 265 17 | f = upperarm 25 59 14 19 8 19 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1715 65.6334 % Incorrectly Classified Instances 898 34.3666 % Kappa statistic 0.5991 Mean absolute error 0.1021 Root mean squared error 0.2974 Relative absolute error 41.6885 % Root relative squared error 84.9788 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.052 0.698 0.725 0.711 0.864 chest 0.586 0.088 0.524 0.586 0.553 0.772 forearm 0.725 0.044 0.734 0.725 0.729 0.85 head 0.671 0.05 0.691 0.671 0.681 0.829 shin 0.571 0.065 0.593 0.571 0.582 0.788 thigh 0.708 0.042 0.735 0.708 0.721 0.87 upperarm 0.609 0.059 0.632 0.609 0.62 0.809 waist Weighted Avg. 0.656 0.057 0.659 0.656 0.657 0.826 === Confusion Matrix === a b c d e f g <-- classified as 271 29 15 5 17 14 23 | a = chest 27 218 31 11 20 22 43 | b = forearm 13 33 271 11 17 9 20 | c = head 2 16 19 251 58 16 12 | d = shin 17 36 19 47 213 21 20 | e = thigh 14 39 4 13 25 264 14 | f = upperarm 44 45 10 25 9 13 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1714 65.5951 % Incorrectly Classified Instances 899 34.4049 % Kappa statistic 0.5986 Mean absolute error 0.1032 Root mean squared error 0.3 Relative absolute error 42.1329 % Root relative squared error 85.7438 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.061 0.663 0.721 0.691 0.844 chest 0.546 0.077 0.54 0.546 0.543 0.773 forearm 0.749 0.05 0.712 0.749 0.73 0.86 head 0.679 0.042 0.73 0.679 0.704 0.837 shin 0.563 0.067 0.583 0.563 0.573 0.781 thigh 0.735 0.04 0.755 0.735 0.745 0.867 upperarm 0.599 0.064 0.61 0.599 0.605 0.798 waist Weighted Avg. 0.656 0.057 0.656 0.656 0.656 0.823 === Confusion Matrix === a b c d e f g <-- classified as 269 33 8 3 20 9 31 | a = chest 30 203 28 11 29 22 49 | b = forearm 16 28 280 7 19 10 14 | c = head 7 16 13 254 47 13 24 | d = shin 25 23 35 45 210 17 18 | e = thigh 24 30 13 7 18 274 7 | f = upperarm 35 43 16 21 17 18 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1780 68.1209 % Incorrectly Classified Instances 833 31.8791 % Kappa statistic 0.6281 Mean absolute error 0.0959 Root mean squared error 0.2885 Relative absolute error 39.1677 % Root relative squared error 82.4441 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.048 0.716 0.724 0.72 0.866 chest 0.586 0.068 0.588 0.586 0.587 0.784 forearm 0.765 0.046 0.733 0.765 0.749 0.873 head 0.725 0.049 0.711 0.725 0.718 0.863 shin 0.582 0.058 0.624 0.582 0.602 0.792 thigh 0.737 0.037 0.77 0.737 0.753 0.868 upperarm 0.65 0.065 0.625 0.65 0.637 0.802 waist Weighted Avg. 0.681 0.053 0.681 0.681 0.681 0.835 === Confusion Matrix === a b c d e f g <-- classified as 270 22 9 8 15 12 37 | a = chest 22 218 24 7 25 31 45 | b = forearm 8 31 286 7 18 6 18 | c = head 7 17 22 271 27 12 18 | d = shin 25 15 22 63 217 16 15 | e = thigh 13 24 7 14 27 275 13 | f = upperarm 32 44 20 11 19 5 243 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1700 65.0593 % Incorrectly Classified Instances 913 34.9407 % Kappa statistic 0.5924 Mean absolute error 0.1036 Root mean squared error 0.3005 Relative absolute error 42.3201 % Root relative squared error 85.8715 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.057 0.664 0.673 0.668 0.837 chest 0.575 0.075 0.559 0.575 0.567 0.789 forearm 0.759 0.048 0.726 0.759 0.742 0.858 head 0.69 0.054 0.679 0.69 0.684 0.843 shin 0.552 0.06 0.604 0.552 0.577 0.784 thigh 0.721 0.043 0.735 0.721 0.728 0.856 upperarm 0.583 0.07 0.583 0.583 0.583 0.789 waist Weighted Avg. 0.651 0.058 0.65 0.651 0.65 0.822 === Confusion Matrix === a b c d e f g <-- classified as 251 29 17 8 18 12 38 | a = chest 31 214 31 9 18 24 45 | b = forearm 8 31 284 9 18 7 17 | c = head 7 15 13 258 45 13 23 | d = shin 22 25 20 52 206 26 22 | e = thigh 22 21 10 21 19 269 11 | f = upperarm 37 48 16 23 17 15 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1697 64.9445 % Incorrectly Classified Instances 916 35.0555 % Kappa statistic 0.591 Mean absolute error 0.1037 Root mean squared error 0.2999 Relative absolute error 42.3311 % Root relative squared error 85.6945 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.066 0.637 0.697 0.666 0.831 chest 0.556 0.066 0.583 0.556 0.569 0.771 forearm 0.767 0.042 0.755 0.767 0.761 0.88 head 0.647 0.05 0.684 0.647 0.665 0.828 shin 0.59 0.078 0.558 0.59 0.574 0.788 thigh 0.713 0.042 0.737 0.713 0.725 0.853 upperarm 0.575 0.065 0.596 0.575 0.585 0.789 waist Weighted Avg. 0.649 0.058 0.65 0.649 0.649 0.82 === Confusion Matrix === a b c d e f g <-- classified as 260 24 10 6 21 17 35 | a = chest 38 207 22 11 23 25 46 | b = forearm 17 34 287 9 16 2 9 | c = head 8 3 13 242 69 18 21 | d = shin 20 22 16 60 220 19 16 | e = thigh 18 22 8 11 29 266 19 | f = upperarm 47 43 24 15 16 14 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1763 67.4703 % Incorrectly Classified Instances 850 32.5297 % Kappa statistic 0.6205 Mean absolute error 0.0969 Root mean squared error 0.2895 Relative absolute error 39.5658 % Root relative squared error 82.7325 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.053 0.699 0.743 0.72 0.853 chest 0.597 0.071 0.584 0.597 0.59 0.788 forearm 0.764 0.038 0.768 0.764 0.766 0.879 head 0.711 0.058 0.672 0.711 0.691 0.841 shin 0.578 0.065 0.598 0.578 0.588 0.793 thigh 0.735 0.036 0.772 0.735 0.753 0.875 upperarm 0.596 0.059 0.63 0.596 0.613 0.79 waist Weighted Avg. 0.675 0.054 0.675 0.675 0.674 0.831 === Confusion Matrix === a b c d e f g <-- classified as 277 25 11 3 12 15 30 | a = chest 25 222 24 12 23 22 44 | b = forearm 13 28 285 16 15 4 12 | c = head 7 5 14 266 58 12 12 | d = shin 23 25 16 59 216 20 15 | e = thigh 12 30 7 12 20 274 18 | f = upperarm 39 45 14 28 17 8 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1716 65.6716 % Incorrectly Classified Instances 897 34.3284 % Kappa statistic 0.5995 Mean absolute error 0.1026 Root mean squared error 0.2976 Relative absolute error 41.9044 % Root relative squared error 85.0323 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.052 0.695 0.713 0.704 0.854 chest 0.547 0.076 0.544 0.547 0.545 0.77 forearm 0.74 0.044 0.736 0.74 0.738 0.868 head 0.684 0.056 0.672 0.684 0.678 0.843 shin 0.603 0.063 0.613 0.603 0.608 0.787 thigh 0.701 0.045 0.724 0.701 0.712 0.841 upperarm 0.609 0.064 0.614 0.609 0.611 0.803 waist Weighted Avg. 0.657 0.057 0.657 0.657 0.657 0.824 === Confusion Matrix === a b c d e f g <-- classified as 266 20 13 4 20 18 32 | a = chest 31 204 29 17 27 26 39 | b = forearm 11 30 276 13 16 11 16 | c = head 12 15 14 256 42 13 22 | d = shin 13 30 19 50 225 19 17 | e = thigh 19 30 8 18 20 262 17 | f = upperarm 31 46 16 23 17 13 227 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1743 66.6794 % Incorrectly Classified Instances 871 33.3206 % Kappa statistic 0.6113 Mean absolute error 0.1 Root mean squared error 0.2927 Relative absolute error 40.8294 % Root relative squared error 83.6586 % Total Number of Instances 2614 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.05 0.71 0.729 0.72 0.864 chest 0.578 0.07 0.576 0.578 0.577 0.782 forearm 0.741 0.038 0.765 0.741 0.753 0.868 head 0.701 0.063 0.652 0.701 0.675 0.837 shin 0.598 0.061 0.619 0.598 0.608 0.787 thigh 0.695 0.039 0.747 0.695 0.72 0.828 upperarm 0.626 0.068 0.606 0.626 0.616 0.81 waist Weighted Avg. 0.667 0.056 0.668 0.667 0.667 0.825 === Confusion Matrix === a b c d e f g <-- classified as 272 21 9 7 14 17 33 | a = chest 27 215 20 16 24 22 48 | b = forearm 14 31 277 16 18 5 13 | c = head 4 10 16 262 49 19 14 | d = shin 23 17 16 58 223 12 24 | e = thigh 18 28 13 19 16 260 20 | f = upperarm 25 51 11 24 16 13 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1718 65.7482 % Incorrectly Classified Instances 895 34.2518 % Kappa statistic 0.6004 Mean absolute error 0.1023 Root mean squared error 0.2988 Relative absolute error 41.7549 % Root relative squared error 85.3824 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.054 0.687 0.711 0.699 0.848 chest 0.583 0.075 0.562 0.583 0.573 0.783 forearm 0.729 0.049 0.714 0.729 0.721 0.86 head 0.666 0.051 0.684 0.666 0.675 0.821 shin 0.603 0.068 0.597 0.603 0.6 0.782 thigh 0.689 0.038 0.751 0.689 0.719 0.849 upperarm 0.62 0.064 0.617 0.62 0.619 0.799 waist Weighted Avg. 0.657 0.057 0.659 0.657 0.658 0.82 === Confusion Matrix === a b c d e f g <-- classified as 266 28 13 10 11 14 32 | a = chest 23 217 33 13 22 22 42 | b = forearm 10 30 272 12 19 7 23 | c = head 9 13 14 249 61 11 17 | d = shin 20 27 25 45 225 17 14 | e = thigh 20 28 12 19 21 257 16 | f = upperarm 39 43 12 16 18 14 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1737 66.4753 % Incorrectly Classified Instances 876 33.5247 % Kappa statistic 0.6089 Mean absolute error 0.1003 Root mean squared error 0.2952 Relative absolute error 40.9395 % Root relative squared error 84.3527 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.048 0.711 0.711 0.711 0.856 chest 0.57 0.073 0.565 0.57 0.568 0.762 forearm 0.764 0.05 0.72 0.764 0.741 0.871 head 0.687 0.054 0.68 0.687 0.684 0.837 shin 0.603 0.067 0.602 0.603 0.602 0.783 thigh 0.732 0.035 0.776 0.732 0.753 0.861 upperarm 0.586 0.065 0.602 0.586 0.593 0.788 waist Weighted Avg. 0.665 0.056 0.665 0.665 0.665 0.823 === Confusion Matrix === a b c d e f g <-- classified as 266 28 15 8 16 12 29 | a = chest 20 212 36 10 17 23 54 | b = forearm 11 23 285 17 16 3 18 | c = head 6 14 16 257 56 9 16 | d = shin 23 22 18 48 225 20 17 | e = thigh 14 30 6 16 23 273 11 | f = upperarm 34 46 20 22 21 12 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1672 63.9878 % Incorrectly Classified Instances 941 36.0122 % Kappa statistic 0.5799 Mean absolute error 0.106 Root mean squared error 0.3036 Relative absolute error 43.2872 % Root relative squared error 86.7477 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.059 0.657 0.671 0.664 0.83 chest 0.556 0.073 0.558 0.556 0.557 0.785 forearm 0.756 0.04 0.76 0.756 0.758 0.875 head 0.636 0.063 0.628 0.636 0.632 0.822 shin 0.584 0.07 0.583 0.584 0.584 0.784 thigh 0.71 0.056 0.679 0.71 0.695 0.836 upperarm 0.564 0.06 0.61 0.564 0.586 0.77 waist Weighted Avg. 0.64 0.06 0.639 0.64 0.639 0.815 === Confusion Matrix === a b c d e f g <-- classified as 251 28 12 13 19 18 33 | a = chest 31 207 28 15 24 27 40 | b = forearm 8 28 282 16 17 8 14 | c = head 6 14 12 238 55 24 25 | d = shin 20 25 15 56 218 30 9 | e = thigh 26 17 11 13 27 265 14 | f = upperarm 40 52 11 28 14 18 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1787 68.3888 % Incorrectly Classified Instances 826 31.6112 % Kappa statistic 0.6312 Mean absolute error 0.0955 Root mean squared error 0.2871 Relative absolute error 38.9964 % Root relative squared error 82.0338 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.046 0.735 0.765 0.75 0.881 chest 0.591 0.07 0.584 0.591 0.587 0.784 forearm 0.777 0.047 0.734 0.777 0.755 0.881 head 0.666 0.049 0.696 0.666 0.68 0.842 shin 0.576 0.07 0.58 0.576 0.578 0.782 thigh 0.74 0.035 0.777 0.74 0.758 0.885 upperarm 0.671 0.052 0.682 0.671 0.677 0.837 waist Weighted Avg. 0.684 0.053 0.684 0.684 0.684 0.842 === Confusion Matrix === a b c d e f g <-- classified as 286 23 11 3 21 9 21 | a = chest 28 220 27 9 31 20 37 | b = forearm 10 25 290 13 16 7 12 | c = head 5 17 15 249 55 13 20 | d = shin 17 22 24 58 215 20 17 | e = thigh 16 25 11 10 25 276 10 | f = upperarm 27 45 17 16 8 10 251 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1714 65.5951 % Incorrectly Classified Instances 899 34.4049 % Kappa statistic 0.5986 Mean absolute error 0.1035 Root mean squared error 0.2986 Relative absolute error 42.2615 % Root relative squared error 85.3256 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.053 0.692 0.71 0.701 0.848 chest 0.595 0.072 0.578 0.595 0.587 0.787 forearm 0.749 0.043 0.743 0.749 0.746 0.867 head 0.687 0.053 0.684 0.687 0.685 0.823 shin 0.571 0.068 0.584 0.571 0.577 0.771 thigh 0.702 0.046 0.716 0.702 0.709 0.855 upperarm 0.576 0.066 0.594 0.576 0.585 0.784 waist Weighted Avg. 0.656 0.057 0.656 0.656 0.656 0.819 === Confusion Matrix === a b c d e f g <-- classified as 265 21 9 6 17 15 40 | a = chest 24 222 26 9 21 32 39 | b = forearm 10 28 280 8 24 4 20 | c = head 5 13 17 257 43 16 23 | d = shin 18 21 25 59 213 23 14 | e = thigh 20 27 8 24 21 262 11 | f = upperarm 41 52 12 13 26 14 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1733 66.3222 % Incorrectly Classified Instances 880 33.6778 % Kappa statistic 0.6071 Mean absolute error 0.1013 Root mean squared error 0.2955 Relative absolute error 41.3465 % Root relative squared error 84.4408 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.053 0.688 0.705 0.697 0.853 chest 0.568 0.072 0.567 0.568 0.568 0.78 forearm 0.738 0.042 0.744 0.738 0.741 0.857 head 0.647 0.056 0.658 0.647 0.652 0.799 shin 0.609 0.07 0.593 0.609 0.601 0.81 thigh 0.764 0.042 0.754 0.764 0.759 0.876 upperarm 0.611 0.058 0.639 0.611 0.625 0.795 waist Weighted Avg. 0.663 0.056 0.663 0.663 0.663 0.824 === Confusion Matrix === a b c d e f g <-- classified as 263 25 8 10 22 17 28 | a = chest 24 212 28 17 24 26 42 | b = forearm 17 28 276 10 19 12 12 | c = head 13 13 17 242 58 12 19 | d = shin 17 29 18 54 227 14 14 | e = thigh 13 22 9 11 19 285 14 | f = upperarm 35 45 15 24 14 12 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1706 65.2889 % Incorrectly Classified Instances 907 34.7111 % Kappa statistic 0.595 Mean absolute error 0.102 Root mean squared error 0.2983 Relative absolute error 41.6661 % Root relative squared error 85.2461 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.054 0.687 0.71 0.698 0.848 chest 0.559 0.075 0.552 0.559 0.555 0.78 forearm 0.749 0.045 0.735 0.749 0.742 0.875 head 0.695 0.06 0.66 0.695 0.677 0.832 shin 0.529 0.064 0.579 0.529 0.553 0.758 thigh 0.718 0.045 0.728 0.718 0.723 0.854 upperarm 0.609 0.062 0.622 0.609 0.615 0.798 waist Weighted Avg. 0.653 0.058 0.652 0.653 0.652 0.821 === Confusion Matrix === a b c d e f g <-- classified as 265 24 8 9 27 12 28 | a = chest 28 208 25 13 23 30 45 | b = forearm 11 31 280 18 16 5 13 | c = head 6 15 19 260 43 14 17 | d = shin 21 28 27 63 198 22 15 | e = thigh 15 28 7 18 17 268 20 | f = upperarm 40 43 15 13 18 17 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1714 65.5951 % Incorrectly Classified Instances 899 34.4049 % Kappa statistic 0.5986 Mean absolute error 0.1028 Root mean squared error 0.2972 Relative absolute error 41.9847 % Root relative squared error 84.9349 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.054 0.676 0.684 0.68 0.831 chest 0.591 0.071 0.58 0.591 0.586 0.8 forearm 0.778 0.044 0.746 0.778 0.762 0.882 head 0.676 0.056 0.668 0.676 0.672 0.823 shin 0.56 0.059 0.613 0.56 0.585 0.783 thigh 0.733 0.05 0.708 0.733 0.72 0.848 upperarm 0.568 0.066 0.589 0.568 0.578 0.782 waist Weighted Avg. 0.656 0.057 0.654 0.656 0.655 0.821 === Confusion Matrix === a b c d e f g <-- classified as 255 34 7 5 10 20 42 | a = chest 24 220 34 13 18 19 44 | b = forearm 11 26 291 4 20 11 11 | c = head 11 13 14 253 40 24 19 | d = shin 21 28 14 64 209 21 16 | e = thigh 19 18 12 17 18 274 16 | f = upperarm 36 40 18 23 26 18 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1753 67.0876 % Incorrectly Classified Instances 860 32.9124 % Kappa statistic 0.616 Mean absolute error 0.0992 Root mean squared error 0.2924 Relative absolute error 40.5213 % Root relative squared error 83.5697 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.051 0.71 0.756 0.732 0.869 chest 0.581 0.065 0.598 0.581 0.589 0.788 forearm 0.767 0.047 0.73 0.767 0.748 0.873 head 0.655 0.058 0.653 0.655 0.654 0.799 shin 0.56 0.064 0.592 0.56 0.576 0.764 thigh 0.759 0.038 0.77 0.759 0.764 0.869 upperarm 0.617 0.06 0.63 0.617 0.623 0.798 waist Weighted Avg. 0.671 0.055 0.669 0.671 0.67 0.823 === Confusion Matrix === a b c d e f g <-- classified as 282 25 11 7 10 9 29 | a = chest 23 216 29 13 21 19 51 | b = forearm 8 24 287 14 22 9 10 | c = head 8 16 16 245 50 22 17 | d = shin 20 25 25 62 209 17 15 | e = thigh 17 16 12 16 16 284 13 | f = upperarm 39 39 13 18 25 9 230 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1749 66.909 % Incorrectly Classified Instances 865 33.091 % Kappa statistic 0.6139 Mean absolute error 0.0994 Root mean squared error 0.2929 Relative absolute error 40.6044 % Root relative squared error 83.6925 % Total Number of Instances 2614 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.051 0.695 0.701 0.698 0.845 chest 0.566 0.074 0.561 0.566 0.563 0.76 forearm 0.778 0.04 0.764 0.778 0.771 0.885 head 0.682 0.053 0.682 0.682 0.682 0.828 shin 0.582 0.052 0.65 0.582 0.614 0.774 thigh 0.748 0.046 0.73 0.748 0.739 0.864 upperarm 0.627 0.07 0.6 0.627 0.613 0.817 waist Weighted Avg. 0.669 0.055 0.669 0.669 0.669 0.825 === Confusion Matrix === a b c d e f g <-- classified as 262 23 10 3 16 21 39 | a = chest 31 211 34 9 21 24 43 | b = forearm 13 28 291 8 6 13 15 | c = head 11 15 13 255 45 15 20 | d = shin 18 23 19 58 217 18 20 | e = thigh 13 33 3 13 13 279 19 | f = upperarm 29 43 11 28 16 12 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1798 68.8098 % Incorrectly Classified Instances 815 31.1902 % Kappa statistic 0.6361 Mean absolute error 0.0939 Root mean squared error 0.284 Relative absolute error 38.3304 % Root relative squared error 81.1572 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.051 0.707 0.745 0.726 0.862 chest 0.571 0.067 0.587 0.571 0.579 0.775 forearm 0.77 0.046 0.738 0.77 0.754 0.887 head 0.695 0.045 0.72 0.695 0.707 0.856 shin 0.66 0.063 0.634 0.66 0.647 0.809 thigh 0.729 0.033 0.784 0.729 0.756 0.876 upperarm 0.646 0.058 0.65 0.646 0.648 0.815 waist Weighted Avg. 0.688 0.052 0.689 0.688 0.688 0.84 === Confusion Matrix === a b c d e f g <-- classified as 278 20 15 3 21 11 25 | a = chest 31 213 27 8 30 23 41 | b = forearm 8 26 288 9 19 6 18 | c = head 14 15 16 260 42 12 15 | d = shin 15 19 12 48 246 15 18 | e = thigh 17 26 14 20 11 272 13 | f = upperarm 30 44 18 13 19 8 241 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1734 66.3605 % Incorrectly Classified Instances 879 33.6395 % Kappa statistic 0.6075 Mean absolute error 0.1003 Root mean squared error 0.2944 Relative absolute error 40.9361 % Root relative squared error 84.1354 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.056 0.675 0.702 0.689 0.848 chest 0.594 0.078 0.558 0.594 0.576 0.778 forearm 0.759 0.038 0.772 0.759 0.765 0.874 head 0.679 0.051 0.688 0.679 0.684 0.83 shin 0.576 0.059 0.618 0.576 0.596 0.793 thigh 0.724 0.039 0.756 0.724 0.74 0.867 upperarm 0.61 0.071 0.589 0.61 0.599 0.797 waist Weighted Avg. 0.664 0.056 0.665 0.664 0.664 0.827 === Confusion Matrix === a b c d e f g <-- classified as 262 33 13 4 13 18 30 | a = chest 25 221 20 12 24 12 58 | b = forearm 14 20 284 16 16 9 15 | c = head 6 10 10 254 53 16 25 | d = shin 26 22 23 47 215 24 16 | e = thigh 21 33 4 16 14 270 15 | f = upperarm 34 57 14 20 13 8 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1729 66.1692 % Incorrectly Classified Instances 884 33.8308 % Kappa statistic 0.6053 Mean absolute error 0.1017 Root mean squared error 0.2958 Relative absolute error 41.5264 % Root relative squared error 84.5243 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.057 0.688 0.751 0.718 0.866 chest 0.524 0.074 0.54 0.524 0.532 0.771 forearm 0.778 0.042 0.758 0.778 0.768 0.882 head 0.693 0.054 0.68 0.693 0.686 0.833 shin 0.568 0.054 0.637 0.568 0.601 0.777 thigh 0.684 0.05 0.697 0.684 0.69 0.834 upperarm 0.634 0.064 0.622 0.634 0.628 0.808 waist Weighted Avg. 0.662 0.056 0.66 0.662 0.66 0.825 === Confusion Matrix === a b c d e f g <-- classified as 280 26 11 2 11 12 31 | a = chest 34 195 24 16 25 29 49 | b = forearm 15 24 291 12 12 9 11 | c = head 4 12 19 259 36 20 24 | d = shin 20 25 17 52 212 26 21 | e = thigh 18 33 15 21 23 255 8 | f = upperarm 36 46 7 19 14 15 237 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1700 65.0593 % Incorrectly Classified Instances 913 34.9407 % Kappa statistic 0.5924 Mean absolute error 0.1048 Root mean squared error 0.3018 Relative absolute error 42.7915 % Root relative squared error 86.2327 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.761 0.054 0.701 0.761 0.73 0.862 chest 0.578 0.067 0.587 0.578 0.583 0.773 forearm 0.745 0.046 0.73 0.745 0.737 0.863 head 0.599 0.059 0.627 0.599 0.613 0.793 shin 0.579 0.065 0.597 0.579 0.588 0.786 thigh 0.687 0.046 0.714 0.687 0.7 0.853 upperarm 0.604 0.07 0.592 0.604 0.598 0.794 waist Weighted Avg. 0.651 0.058 0.65 0.651 0.65 0.818 === Confusion Matrix === a b c d e f g <-- classified as 284 19 9 6 15 8 32 | a = chest 20 215 36 14 22 20 45 | b = forearm 10 27 278 14 13 11 20 | c = head 11 13 16 224 59 25 26 | d = shin 18 19 23 56 216 21 20 | e = thigh 26 27 8 20 23 257 13 | f = upperarm 36 46 11 23 14 18 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1697 64.9445 % Incorrectly Classified Instances 916 35.0555 % Kappa statistic 0.591 Mean absolute error 0.1036 Root mean squared error 0.3008 Relative absolute error 42.3198 % Root relative squared error 85.9511 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.054 0.682 0.697 0.69 0.852 chest 0.61 0.081 0.555 0.61 0.581 0.798 forearm 0.769 0.042 0.753 0.769 0.761 0.877 head 0.626 0.058 0.643 0.626 0.634 0.808 shin 0.587 0.067 0.595 0.587 0.591 0.791 thigh 0.698 0.042 0.735 0.698 0.716 0.852 upperarm 0.559 0.065 0.589 0.559 0.573 0.771 waist Weighted Avg. 0.649 0.058 0.65 0.649 0.65 0.821 === Confusion Matrix === a b c d e f g <-- classified as 260 33 9 7 11 18 35 | a = chest 23 227 24 11 16 18 53 | b = forearm 12 29 287 13 19 5 8 | c = head 7 14 17 234 61 20 21 | d = shin 26 24 14 59 219 15 16 | e = thigh 21 29 13 15 22 261 13 | f = upperarm 32 53 17 25 20 18 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1719 65.7865 % Incorrectly Classified Instances 894 34.2135 % Kappa statistic 0.6008 Mean absolute error 0.1012 Root mean squared error 0.297 Relative absolute error 41.3213 % Root relative squared error 84.8815 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.053 0.697 0.727 0.711 0.858 chest 0.613 0.079 0.563 0.613 0.587 0.793 forearm 0.748 0.039 0.762 0.748 0.755 0.872 head 0.66 0.053 0.677 0.66 0.668 0.825 shin 0.566 0.067 0.584 0.566 0.575 0.781 thigh 0.69 0.045 0.719 0.69 0.704 0.843 upperarm 0.602 0.064 0.611 0.602 0.606 0.786 waist Weighted Avg. 0.658 0.057 0.659 0.658 0.658 0.823 === Confusion Matrix === a b c d e f g <-- classified as 271 28 12 3 12 14 33 | a = chest 21 228 19 10 22 26 46 | b = forearm 18 21 279 18 18 6 13 | c = head 5 18 15 247 50 14 25 | d = shin 12 34 20 59 211 26 11 | e = thigh 18 31 7 17 28 258 15 | f = upperarm 44 45 14 11 20 15 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1717 65.7099 % Incorrectly Classified Instances 896 34.2901 % Kappa statistic 0.5999 Mean absolute error 0.1017 Root mean squared error 0.2974 Relative absolute error 41.5292 % Root relative squared error 84.9892 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.053 0.699 0.733 0.715 0.86 chest 0.535 0.066 0.575 0.535 0.554 0.78 forearm 0.775 0.05 0.723 0.775 0.748 0.878 head 0.65 0.058 0.651 0.65 0.651 0.797 shin 0.591 0.063 0.612 0.591 0.601 0.773 thigh 0.702 0.044 0.726 0.702 0.714 0.855 upperarm 0.614 0.067 0.603 0.614 0.608 0.806 waist Weighted Avg. 0.657 0.057 0.656 0.657 0.656 0.821 === Confusion Matrix === a b c d e f g <-- classified as 274 28 10 5 11 14 32 | a = chest 35 199 38 14 17 22 47 | b = forearm 13 25 289 6 18 7 15 | c = head 4 14 15 243 57 17 24 | d = shin 10 15 19 63 221 28 18 | e = thigh 22 27 8 22 17 262 15 | f = upperarm 34 38 21 20 20 11 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1750 66.9728 % Incorrectly Classified Instances 863 33.0272 % Kappa statistic 0.6147 Mean absolute error 0.0982 Root mean squared error 0.2914 Relative absolute error 40.0787 % Root relative squared error 83.2882 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.046 0.732 0.743 0.737 0.871 chest 0.589 0.067 0.592 0.589 0.59 0.8 forearm 0.722 0.045 0.73 0.722 0.726 0.856 head 0.676 0.052 0.686 0.676 0.681 0.83 shin 0.625 0.078 0.572 0.625 0.597 0.803 thigh 0.745 0.044 0.739 0.745 0.742 0.864 upperarm 0.587 0.054 0.642 0.587 0.613 0.793 waist Weighted Avg. 0.67 0.055 0.67 0.67 0.67 0.831 === Confusion Matrix === a b c d e f g <-- classified as 278 16 13 9 20 13 25 | a = chest 24 219 29 9 24 26 41 | b = forearm 15 35 270 8 30 8 8 | c = head 8 6 17 253 52 15 23 | d = shin 15 28 14 56 233 18 9 | e = thigh 12 23 10 10 24 278 16 | f = upperarm 28 43 17 24 24 18 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1748 66.8963 % Incorrectly Classified Instances 865 33.1037 % Kappa statistic 0.6138 Mean absolute error 0.1003 Root mean squared error 0.2939 Relative absolute error 40.9409 % Root relative squared error 83.9757 % Total Number of Instances 2613 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.046 0.711 0.676 0.693 0.846 chest 0.608 0.071 0.589 0.608 0.598 0.78 forearm 0.757 0.046 0.731 0.757 0.744 0.872 head 0.682 0.055 0.673 0.682 0.677 0.825 shin 0.587 0.057 0.631 0.587 0.608 0.778 thigh 0.74 0.046 0.728 0.74 0.734 0.856 upperarm 0.633 0.065 0.619 0.633 0.626 0.821 waist Weighted Avg. 0.669 0.055 0.669 0.669 0.669 0.826 === Confusion Matrix === a b c d e f g <-- classified as 253 23 13 9 12 25 39 | a = chest 28 226 29 16 18 23 32 | b = forearm 14 32 283 5 12 9 19 | c = head 6 19 18 255 42 17 17 | d = shin 12 22 20 60 219 20 20 | e = thigh 11 26 8 12 22 276 18 | f = upperarm 32 36 16 22 22 9 236 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 10 RUN: 0 FOLD: 0 Correctly Classified Instances 1566 59.1837 % Incorrectly Classified Instances 1080 40.8163 % Kappa statistic 0.5238 Mean absolute error 0.1189 Root mean squared error 0.3225 Relative absolute error 48.5602 % Root relative squared error 92.1627 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.057 0.663 0.674 0.668 0.833 chest 0.636 0.073 0.592 0.636 0.613 0.814 forearm 0.608 0.07 0.593 0.608 0.601 0.801 head 0.69 0.054 0.68 0.69 0.685 0.844 shin 0.46 0.09 0.46 0.46 0.46 0.712 thigh 0.595 0.053 0.652 0.595 0.622 0.807 upperarm 0.479 0.079 0.501 0.479 0.49 0.72 waist Weighted Avg. 0.592 0.068 0.592 0.592 0.591 0.79 === Confusion Matrix === a b c d e f g <-- classified as 256 43 17 7 18 7 32 | a = chest 28 239 44 9 24 8 24 | b = forearm 26 40 230 7 21 22 32 | c = head 8 13 14 261 47 20 15 | d = shin 18 25 21 55 174 38 47 | e = thigh 10 16 28 29 40 225 30 | f = upperarm 40 28 34 16 54 25 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1569 59.2971 % Incorrectly Classified Instances 1077 40.7029 % Kappa statistic 0.5251 Mean absolute error 0.1192 Root mean squared error 0.32 Relative absolute error 48.653 % Root relative squared error 91.4536 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.049 0.692 0.652 0.671 0.826 chest 0.657 0.072 0.601 0.657 0.628 0.812 forearm 0.633 0.072 0.594 0.633 0.613 0.808 head 0.677 0.049 0.699 0.677 0.688 0.847 shin 0.447 0.083 0.472 0.447 0.459 0.725 thigh 0.598 0.064 0.608 0.598 0.603 0.803 upperarm 0.487 0.086 0.487 0.487 0.487 0.74 waist Weighted Avg. 0.593 0.068 0.593 0.593 0.593 0.794 === Confusion Matrix === a b c d e f g <-- classified as 247 36 18 8 20 9 41 | a = chest 26 247 41 7 22 10 23 | b = forearm 16 47 240 8 15 26 27 | c = head 5 11 14 256 51 22 19 | d = shin 19 18 23 47 169 58 44 | e = thigh 5 14 30 24 39 226 40 | f = upperarm 39 38 38 16 42 21 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1577 59.5994 % Incorrectly Classified Instances 1069 40.4006 % Kappa statistic 0.5287 Mean absolute error 0.1189 Root mean squared error 0.3195 Relative absolute error 48.5627 % Root relative squared error 91.3108 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.063 0.639 0.662 0.65 0.833 chest 0.631 0.07 0.601 0.631 0.616 0.792 forearm 0.614 0.065 0.611 0.614 0.612 0.802 head 0.667 0.044 0.718 0.667 0.691 0.844 shin 0.503 0.087 0.49 0.503 0.496 0.738 thigh 0.614 0.059 0.636 0.614 0.624 0.812 upperarm 0.481 0.084 0.488 0.481 0.485 0.739 waist Weighted Avg. 0.596 0.067 0.597 0.596 0.596 0.794 === Confusion Matrix === a b c d e f g <-- classified as 251 30 20 5 21 9 43 | a = chest 39 238 36 3 15 11 35 | b = forearm 19 49 232 9 14 29 26 | c = head 7 12 14 252 62 15 16 | d = shin 20 18 18 48 190 40 44 | e = thigh 10 12 35 21 41 232 27 | f = upperarm 47 37 25 13 45 29 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1560 58.9569 % Incorrectly Classified Instances 1086 41.0431 % Kappa statistic 0.5212 Mean absolute error 0.1196 Root mean squared error 0.3231 Relative absolute error 48.8334 % Root relative squared error 92.3289 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.06 0.643 0.646 0.645 0.823 chest 0.637 0.063 0.628 0.637 0.632 0.805 forearm 0.598 0.062 0.617 0.598 0.608 0.788 head 0.701 0.064 0.646 0.701 0.673 0.857 shin 0.508 0.093 0.478 0.508 0.492 0.736 thigh 0.622 0.057 0.644 0.622 0.633 0.818 upperarm 0.415 0.081 0.462 0.415 0.437 0.687 waist Weighted Avg. 0.59 0.068 0.588 0.59 0.589 0.788 === Confusion Matrix === a b c d e f g <-- classified as 245 29 18 6 23 11 47 | a = chest 26 240 45 15 21 5 25 | b = forearm 27 36 226 15 21 22 31 | c = head 8 11 8 265 52 22 12 | d = shin 16 20 22 55 192 36 37 | e = thigh 7 13 23 30 39 235 31 | f = upperarm 52 33 24 24 54 34 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1619 61.1867 % Incorrectly Classified Instances 1027 38.8133 % Kappa statistic 0.5472 Mean absolute error 0.1152 Root mean squared error 0.3155 Relative absolute error 47.0513 % Root relative squared error 90.1595 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.059 0.659 0.678 0.668 0.837 chest 0.653 0.075 0.591 0.653 0.62 0.802 forearm 0.616 0.061 0.626 0.616 0.621 0.804 head 0.714 0.055 0.684 0.714 0.699 0.855 shin 0.468 0.076 0.507 0.468 0.487 0.721 thigh 0.632 0.053 0.666 0.632 0.649 0.803 upperarm 0.521 0.074 0.54 0.521 0.53 0.756 waist Weighted Avg. 0.612 0.065 0.61 0.612 0.611 0.797 === Confusion Matrix === a b c d e f g <-- classified as 257 31 22 1 20 8 40 | a = chest 31 246 34 14 10 7 35 | b = forearm 20 54 233 5 16 23 27 | c = head 11 18 11 270 38 18 12 | d = shin 23 19 22 64 177 40 33 | e = thigh 8 14 34 24 38 239 21 | f = upperarm 40 34 16 17 50 24 197 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1589 60.0529 % Incorrectly Classified Instances 1057 39.9471 % Kappa statistic 0.534 Mean absolute error 0.1179 Root mean squared error 0.3183 Relative absolute error 48.1276 % Root relative squared error 90.965 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.064 0.627 0.639 0.633 0.807 chest 0.637 0.074 0.59 0.637 0.612 0.808 forearm 0.571 0.069 0.579 0.571 0.575 0.773 head 0.698 0.051 0.695 0.698 0.697 0.852 shin 0.548 0.065 0.583 0.548 0.565 0.777 thigh 0.619 0.062 0.624 0.619 0.622 0.807 upperarm 0.492 0.081 0.503 0.492 0.497 0.738 waist Weighted Avg. 0.601 0.067 0.6 0.601 0.6 0.794 === Confusion Matrix === a b c d e f g <-- classified as 242 46 23 7 10 6 45 | a = chest 35 240 47 6 14 7 28 | b = forearm 31 43 216 9 21 30 28 | c = head 6 17 9 264 34 31 17 | d = shin 19 17 23 42 207 39 31 | e = thigh 13 10 27 27 32 234 35 | f = upperarm 40 34 28 25 37 28 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1579 59.675 % Incorrectly Classified Instances 1067 40.325 % Kappa statistic 0.5295 Mean absolute error 0.1189 Root mean squared error 0.3215 Relative absolute error 48.5649 % Root relative squared error 91.8748 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.056 0.661 0.654 0.658 0.824 chest 0.607 0.063 0.614 0.607 0.611 0.785 forearm 0.59 0.068 0.592 0.59 0.591 0.796 head 0.741 0.049 0.716 0.741 0.728 0.871 shin 0.463 0.09 0.463 0.463 0.463 0.706 thigh 0.619 0.056 0.646 0.619 0.632 0.804 upperarm 0.503 0.088 0.487 0.503 0.495 0.733 waist Weighted Avg. 0.597 0.067 0.597 0.597 0.597 0.788 === Confusion Matrix === a b c d e f g <-- classified as 248 30 22 6 20 12 41 | a = chest 30 229 40 13 18 8 39 | b = forearm 22 49 223 7 25 18 34 | c = head 3 5 8 280 53 10 19 | d = shin 21 23 16 56 175 47 40 | e = thigh 6 8 33 21 49 234 27 | f = upperarm 45 29 35 8 38 33 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1595 60.3025 % Incorrectly Classified Instances 1050 39.6975 % Kappa statistic 0.5369 Mean absolute error 0.1163 Root mean squared error 0.3178 Relative absolute error 47.4843 % Root relative squared error 90.8136 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.059 0.676 0.732 0.703 0.855 chest 0.622 0.064 0.616 0.622 0.619 0.804 forearm 0.614 0.066 0.607 0.614 0.611 0.805 head 0.664 0.062 0.642 0.664 0.653 0.84 shin 0.455 0.077 0.497 0.455 0.475 0.719 thigh 0.64 0.059 0.645 0.64 0.643 0.818 upperarm 0.493 0.077 0.517 0.493 0.505 0.744 waist Weighted Avg. 0.603 0.066 0.6 0.603 0.601 0.798 === Confusion Matrix === a b c d e f g <-- classified as 278 34 17 5 7 14 25 | a = chest 33 234 43 14 20 10 22 | b = forearm 18 47 232 11 16 15 39 | c = head 7 11 11 251 51 28 19 | d = shin 23 18 22 68 172 32 43 | e = thigh 10 9 30 26 35 242 26 | f = upperarm 42 27 27 16 45 34 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1618 61.172 % Incorrectly Classified Instances 1027 38.828 % Kappa statistic 0.547 Mean absolute error 0.1146 Root mean squared error 0.3155 Relative absolute error 46.7842 % Root relative squared error 90.1729 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.068 0.622 0.663 0.642 0.833 chest 0.577 0.052 0.646 0.577 0.61 0.774 forearm 0.722 0.072 0.626 0.722 0.671 0.839 head 0.685 0.054 0.678 0.685 0.682 0.837 shin 0.544 0.079 0.532 0.544 0.538 0.75 thigh 0.63 0.049 0.68 0.63 0.654 0.806 upperarm 0.46 0.078 0.496 0.46 0.477 0.714 waist Weighted Avg. 0.612 0.065 0.611 0.612 0.611 0.793 === Confusion Matrix === a b c d e f g <-- classified as 252 31 17 3 18 11 48 | a = chest 44 217 50 16 15 10 24 | b = forearm 19 23 273 10 17 14 22 | c = head 8 12 15 259 53 18 13 | d = shin 21 13 12 56 205 32 38 | e = thigh 11 13 32 15 37 238 32 | f = upperarm 50 27 37 23 40 27 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1572 59.4329 % Incorrectly Classified Instances 1073 40.5671 % Kappa statistic 0.5267 Mean absolute error 0.1187 Root mean squared error 0.3221 Relative absolute error 48.4508 % Root relative squared error 92.0601 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.064 0.63 0.655 0.643 0.816 chest 0.66 0.074 0.598 0.66 0.627 0.818 forearm 0.624 0.071 0.593 0.624 0.608 0.821 head 0.695 0.055 0.677 0.695 0.686 0.851 shin 0.447 0.07 0.515 0.447 0.479 0.711 thigh 0.585 0.058 0.628 0.585 0.605 0.79 upperarm 0.495 0.081 0.505 0.495 0.5 0.719 waist Weighted Avg. 0.594 0.068 0.592 0.594 0.593 0.789 === Confusion Matrix === a b c d e f g <-- classified as 249 42 27 6 13 10 33 | a = chest 34 248 38 9 15 4 28 | b = forearm 20 45 236 11 20 23 23 | c = head 8 12 9 262 42 27 17 | d = shin 23 15 24 61 169 44 42 | e = thigh 12 10 30 24 41 221 40 | f = upperarm 49 43 34 14 28 23 187 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1589 60.0529 % Incorrectly Classified Instances 1057 39.9471 % Kappa statistic 0.5339 Mean absolute error 0.1185 Root mean squared error 0.3204 Relative absolute error 48.3715 % Root relative squared error 91.5635 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.062 0.658 0.708 0.682 0.841 chest 0.604 0.071 0.584 0.604 0.593 0.775 forearm 0.638 0.06 0.639 0.638 0.638 0.804 head 0.667 0.054 0.674 0.667 0.67 0.835 shin 0.481 0.086 0.484 0.481 0.483 0.727 thigh 0.648 0.054 0.666 0.648 0.657 0.814 upperarm 0.458 0.079 0.49 0.458 0.473 0.703 waist Weighted Avg. 0.601 0.067 0.599 0.601 0.6 0.786 === Confusion Matrix === a b c d e f g <-- classified as 269 30 16 2 16 11 36 | a = chest 31 227 39 9 26 10 34 | b = forearm 14 43 241 10 27 16 27 | c = head 9 16 15 252 37 28 21 | d = shin 26 19 20 60 182 33 38 | e = thigh 13 11 22 24 39 245 24 | f = upperarm 47 43 24 17 49 25 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1551 58.6168 % Incorrectly Classified Instances 1095 41.3832 % Kappa statistic 0.5172 Mean absolute error 0.1208 Root mean squared error 0.3235 Relative absolute error 49.3099 % Root relative squared error 92.459 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.065 0.641 0.689 0.664 0.827 chest 0.649 0.074 0.594 0.649 0.62 0.803 forearm 0.571 0.063 0.602 0.571 0.586 0.781 head 0.677 0.054 0.677 0.677 0.677 0.844 shin 0.463 0.077 0.5 0.463 0.481 0.726 thigh 0.622 0.071 0.593 0.622 0.607 0.797 upperarm 0.431 0.079 0.475 0.431 0.452 0.704 waist Weighted Avg. 0.586 0.069 0.583 0.586 0.584 0.783 === Confusion Matrix === a b c d e f g <-- classified as 262 30 19 2 16 8 43 | a = chest 34 244 43 14 8 9 24 | b = forearm 22 49 216 14 21 33 23 | c = head 8 14 4 256 52 29 15 | d = shin 23 14 17 58 175 48 43 | e = thigh 12 14 26 21 38 235 32 | f = upperarm 48 46 34 13 40 34 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1591 60.1285 % Incorrectly Classified Instances 1055 39.8715 % Kappa statistic 0.5348 Mean absolute error 0.117 Root mean squared error 0.3181 Relative absolute error 47.787 % Root relative squared error 90.9181 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.06 0.663 0.703 0.682 0.84 chest 0.598 0.07 0.584 0.598 0.591 0.783 forearm 0.632 0.063 0.626 0.632 0.629 0.805 head 0.669 0.054 0.673 0.669 0.671 0.845 shin 0.508 0.085 0.5 0.508 0.504 0.736 thigh 0.606 0.047 0.684 0.606 0.642 0.8 upperarm 0.492 0.086 0.488 0.492 0.49 0.728 waist Weighted Avg. 0.601 0.066 0.603 0.601 0.601 0.791 === Confusion Matrix === a b c d e f g <-- classified as 267 35 18 1 21 6 32 | a = chest 36 225 46 11 16 8 34 | b = forearm 18 47 239 13 18 16 27 | c = head 9 14 7 253 59 16 20 | d = shin 20 18 20 56 192 29 43 | e = thigh 14 18 17 22 39 229 39 | f = upperarm 39 28 35 20 39 31 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1597 60.3553 % Incorrectly Classified Instances 1049 39.6447 % Kappa statistic 0.5375 Mean absolute error 0.1164 Root mean squared error 0.3189 Relative absolute error 47.5143 % Root relative squared error 91.1291 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.056 0.65 0.626 0.638 0.797 chest 0.639 0.07 0.603 0.639 0.62 0.806 forearm 0.566 0.056 0.626 0.566 0.594 0.787 head 0.682 0.046 0.71 0.682 0.696 0.853 shin 0.556 0.086 0.519 0.556 0.536 0.757 thigh 0.675 0.063 0.641 0.675 0.657 0.829 upperarm 0.481 0.084 0.488 0.481 0.485 0.72 waist Weighted Avg. 0.604 0.066 0.605 0.604 0.604 0.793 === Confusion Matrix === a b c d e f g <-- classified as 238 37 28 5 22 14 36 | a = chest 39 241 27 13 15 8 34 | b = forearm 21 37 214 11 23 31 41 | c = head 6 10 5 257 53 30 16 | d = shin 16 22 18 44 210 28 40 | e = thigh 7 12 18 22 40 255 24 | f = upperarm 39 41 32 10 42 32 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1538 58.1255 % Incorrectly Classified Instances 1108 41.8745 % Kappa statistic 0.5115 Mean absolute error 0.1226 Root mean squared error 0.3259 Relative absolute error 50.0727 % Root relative squared error 93.1364 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.067 0.628 0.678 0.652 0.834 chest 0.653 0.07 0.609 0.653 0.63 0.81 forearm 0.573 0.064 0.598 0.573 0.585 0.77 head 0.667 0.058 0.656 0.667 0.661 0.839 shin 0.497 0.09 0.478 0.497 0.488 0.744 thigh 0.59 0.061 0.616 0.59 0.603 0.783 upperarm 0.411 0.078 0.468 0.411 0.438 0.711 waist Weighted Avg. 0.581 0.07 0.579 0.581 0.58 0.784 === Confusion Matrix === a b c d e f g <-- classified as 257 32 18 4 18 12 38 | a = chest 34 246 33 12 18 13 21 | b = forearm 23 44 217 14 22 24 35 | c = head 6 13 15 252 54 22 16 | d = shin 18 21 24 60 188 40 27 | e = thigh 12 8 29 25 42 223 39 | f = upperarm 59 40 27 17 51 28 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1609 60.8088 % Incorrectly Classified Instances 1037 39.1912 % Kappa statistic 0.5428 Mean absolute error 0.1163 Root mean squared error 0.3178 Relative absolute error 47.5043 % Root relative squared error 90.8308 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.06 0.651 0.67 0.661 0.814 chest 0.642 0.063 0.629 0.642 0.635 0.815 forearm 0.608 0.064 0.613 0.608 0.611 0.78 head 0.69 0.042 0.733 0.69 0.711 0.851 shin 0.529 0.089 0.499 0.529 0.513 0.751 thigh 0.603 0.065 0.608 0.603 0.606 0.794 upperarm 0.513 0.075 0.533 0.513 0.523 0.747 waist Weighted Avg. 0.608 0.065 0.609 0.608 0.609 0.793 === Confusion Matrix === a b c d e f g <-- classified as 254 30 15 3 26 6 45 | a = chest 35 242 47 6 11 8 28 | b = forearm 26 49 230 6 24 24 19 | c = head 10 8 10 261 49 29 11 | d = shin 13 17 22 47 200 43 36 | e = thigh 13 13 26 17 50 228 31 | f = upperarm 39 26 25 16 41 37 194 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1593 60.2041 % Incorrectly Classified Instances 1053 39.7959 % Kappa statistic 0.5357 Mean absolute error 0.1171 Root mean squared error 0.3197 Relative absolute error 47.8129 % Root relative squared error 91.3503 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.057 0.664 0.673 0.668 0.824 chest 0.666 0.07 0.614 0.666 0.639 0.81 forearm 0.63 0.075 0.583 0.63 0.606 0.798 head 0.717 0.055 0.684 0.717 0.7 0.858 shin 0.468 0.08 0.494 0.468 0.481 0.734 thigh 0.606 0.052 0.66 0.606 0.632 0.787 upperarm 0.455 0.076 0.5 0.455 0.476 0.716 waist Weighted Avg. 0.602 0.066 0.6 0.602 0.6 0.79 === Confusion Matrix === a b c d e f g <-- classified as 255 36 25 4 18 12 29 | a = chest 33 251 46 8 23 3 13 | b = forearm 22 32 238 12 16 22 36 | c = head 4 11 10 271 53 15 14 | d = shin 19 23 22 54 177 33 50 | e = thigh 11 20 35 24 29 229 30 | f = upperarm 40 36 32 23 42 33 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1581 59.7732 % Incorrectly Classified Instances 1064 40.2268 % Kappa statistic 0.5307 Mean absolute error 0.1189 Root mean squared error 0.322 Relative absolute error 48.5321 % Root relative squared error 92.0137 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.056 0.668 0.678 0.673 0.824 chest 0.578 0.067 0.591 0.578 0.584 0.771 forearm 0.614 0.061 0.625 0.614 0.619 0.794 head 0.714 0.051 0.699 0.714 0.707 0.864 shin 0.48 0.084 0.487 0.48 0.483 0.711 thigh 0.614 0.069 0.596 0.614 0.605 0.79 upperarm 0.505 0.08 0.512 0.505 0.509 0.738 waist Weighted Avg. 0.598 0.067 0.597 0.598 0.597 0.785 === Confusion Matrix === a b c d e f g <-- classified as 257 34 24 0 17 9 38 | a = chest 27 218 44 14 25 18 31 | b = forearm 13 52 232 9 21 25 26 | c = head 6 7 7 270 51 18 19 | d = shin 24 19 18 58 181 42 35 | e = thigh 14 15 25 21 38 232 33 | f = upperarm 44 24 21 14 39 45 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1579 59.6975 % Incorrectly Classified Instances 1066 40.3025 % Kappa statistic 0.5298 Mean absolute error 0.1183 Root mean squared error 0.3199 Relative absolute error 48.2989 % Root relative squared error 91.4274 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.057 0.658 0.66 0.659 0.831 chest 0.617 0.071 0.589 0.617 0.603 0.79 forearm 0.64 0.067 0.613 0.64 0.626 0.814 head 0.677 0.052 0.684 0.677 0.681 0.838 shin 0.503 0.088 0.487 0.503 0.495 0.74 thigh 0.64 0.059 0.644 0.64 0.642 0.813 upperarm 0.442 0.075 0.497 0.442 0.468 0.715 waist Weighted Avg. 0.597 0.067 0.596 0.597 0.596 0.792 === Confusion Matrix === a b c d e f g <-- classified as 250 37 20 9 16 9 38 | a = chest 32 232 39 9 18 14 32 | b = forearm 16 37 242 9 19 29 26 | c = head 11 17 12 256 52 17 13 | d = shin 15 22 23 55 190 37 36 | e = thigh 9 16 22 22 43 242 24 | f = upperarm 47 33 37 14 52 28 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1551 58.6389 % Incorrectly Classified Instances 1094 41.3611 % Kappa statistic 0.5175 Mean absolute error 0.1209 Root mean squared error 0.3235 Relative absolute error 49.3848 % Root relative squared error 92.4581 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.054 0.676 0.678 0.677 0.84 chest 0.593 0.061 0.618 0.593 0.605 0.785 forearm 0.595 0.069 0.591 0.595 0.593 0.79 head 0.688 0.056 0.672 0.688 0.68 0.841 shin 0.452 0.092 0.451 0.452 0.452 0.719 thigh 0.601 0.068 0.596 0.601 0.598 0.773 upperarm 0.497 0.083 0.5 0.497 0.499 0.745 waist Weighted Avg. 0.586 0.069 0.586 0.586 0.586 0.785 === Confusion Matrix === a b c d e f g <-- classified as 257 21 22 5 14 11 49 | a = chest 32 223 52 6 24 12 27 | b = forearm 18 47 225 12 17 26 33 | c = head 12 10 10 260 58 17 11 | d = shin 20 18 21 56 171 50 42 | e = thigh 10 12 25 26 52 227 26 | f = upperarm 31 30 26 22 43 38 188 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1579 59.675 % Incorrectly Classified Instances 1067 40.325 % Kappa statistic 0.5295 Mean absolute error 0.1178 Root mean squared error 0.3205 Relative absolute error 48.09 % Root relative squared error 91.5974 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.053 0.674 0.654 0.664 0.824 chest 0.652 0.071 0.602 0.652 0.626 0.815 forearm 0.599 0.064 0.61 0.599 0.605 0.794 head 0.667 0.05 0.69 0.667 0.678 0.851 shin 0.474 0.083 0.488 0.474 0.481 0.731 thigh 0.632 0.066 0.616 0.632 0.624 0.805 upperarm 0.5 0.084 0.499 0.5 0.499 0.731 waist Weighted Avg. 0.597 0.067 0.597 0.597 0.597 0.793 === Confusion Matrix === a b c d e f g <-- classified as 248 43 25 4 12 9 38 | a = chest 26 245 45 12 18 4 26 | b = forearm 15 42 227 9 21 27 38 | c = head 7 11 10 252 59 24 15 | d = shin 22 17 18 51 179 52 39 | e = thigh 12 11 26 15 41 239 34 | f = upperarm 38 38 21 22 37 33 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1550 58.579 % Incorrectly Classified Instances 1096 41.421 % Kappa statistic 0.5168 Mean absolute error 0.1206 Root mean squared error 0.3238 Relative absolute error 49.2352 % Root relative squared error 92.5262 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.06 0.641 0.639 0.64 0.812 chest 0.625 0.073 0.588 0.625 0.606 0.798 forearm 0.611 0.069 0.597 0.611 0.604 0.806 head 0.63 0.053 0.663 0.63 0.646 0.841 shin 0.466 0.082 0.486 0.466 0.476 0.737 thigh 0.614 0.066 0.607 0.614 0.611 0.799 upperarm 0.516 0.08 0.517 0.516 0.517 0.735 waist Weighted Avg. 0.586 0.069 0.586 0.586 0.586 0.79 === Confusion Matrix === a b c d e f g <-- classified as 243 37 23 5 17 16 39 | a = chest 42 235 33 10 20 12 24 | b = forearm 17 49 231 7 17 30 27 | c = head 13 14 10 238 65 20 18 | d = shin 14 27 17 56 176 42 46 | e = thigh 13 7 40 20 38 232 28 | f = upperarm 37 31 33 23 29 30 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1558 58.8813 % Incorrectly Classified Instances 1088 41.1187 % Kappa statistic 0.5203 Mean absolute error 0.1213 Root mean squared error 0.3258 Relative absolute error 49.5145 % Root relative squared error 93.1067 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.064 0.646 0.697 0.671 0.825 chest 0.588 0.064 0.602 0.588 0.595 0.774 forearm 0.624 0.071 0.594 0.624 0.609 0.795 head 0.653 0.054 0.668 0.653 0.66 0.837 shin 0.439 0.072 0.503 0.439 0.469 0.725 thigh 0.616 0.063 0.621 0.616 0.619 0.811 upperarm 0.503 0.091 0.479 0.503 0.49 0.726 waist Weighted Avg. 0.589 0.069 0.588 0.589 0.588 0.785 === Confusion Matrix === a b c d e f g <-- classified as 265 30 24 7 17 8 29 | a = chest 36 221 39 12 20 6 42 | b = forearm 20 48 236 6 8 26 34 | c = head 7 13 17 247 55 22 17 | d = shin 20 16 24 51 166 51 50 | e = thigh 17 10 26 32 25 233 35 | f = upperarm 45 29 31 15 39 29 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1573 59.4482 % Incorrectly Classified Instances 1073 40.5518 % Kappa statistic 0.5269 Mean absolute error 0.1187 Root mean squared error 0.3226 Relative absolute error 48.48 % Root relative squared error 92.1894 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.063 0.639 0.661 0.649 0.805 chest 0.629 0.063 0.622 0.629 0.625 0.792 forearm 0.608 0.062 0.62 0.608 0.614 0.804 head 0.743 0.063 0.663 0.743 0.701 0.86 shin 0.484 0.086 0.483 0.484 0.483 0.74 thigh 0.595 0.065 0.603 0.595 0.599 0.802 upperarm 0.44 0.07 0.511 0.44 0.473 0.71 waist Weighted Avg. 0.594 0.068 0.592 0.594 0.592 0.788 === Confusion Matrix === a b c d e f g <-- classified as 251 38 13 9 25 9 35 | a = chest 30 237 44 13 19 10 24 | b = forearm 23 31 230 18 17 26 33 | c = head 7 11 10 281 39 20 10 | d = shin 20 20 12 62 183 49 32 | e = thigh 10 11 32 28 47 225 25 | f = upperarm 52 33 30 13 49 34 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1572 59.4104 % Incorrectly Classified Instances 1074 40.5896 % Kappa statistic 0.5264 Mean absolute error 0.1195 Root mean squared error 0.3221 Relative absolute error 48.7993 % Root relative squared error 92.055 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.06 0.667 0.716 0.69 0.85 chest 0.618 0.057 0.642 0.618 0.63 0.797 forearm 0.577 0.067 0.588 0.577 0.582 0.786 head 0.717 0.061 0.663 0.717 0.689 0.854 shin 0.48 0.09 0.469 0.48 0.474 0.726 thigh 0.579 0.058 0.626 0.579 0.602 0.78 upperarm 0.471 0.08 0.496 0.471 0.483 0.729 waist Weighted Avg. 0.594 0.068 0.593 0.594 0.593 0.789 === Confusion Matrix === a b c d e f g <-- classified as 272 21 22 6 15 14 30 | a = chest 29 233 41 12 18 7 37 | b = forearm 23 40 218 7 38 25 27 | c = head 4 12 8 271 51 17 15 | d = shin 21 15 17 60 181 38 45 | e = thigh 14 15 30 34 39 219 27 | f = upperarm 45 27 35 19 44 30 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1579 59.675 % Incorrectly Classified Instances 1067 40.325 % Kappa statistic 0.5295 Mean absolute error 0.1171 Root mean squared error 0.3194 Relative absolute error 47.8256 % Root relative squared error 91.2682 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.071 0.62 0.689 0.653 0.836 chest 0.668 0.067 0.625 0.668 0.646 0.819 forearm 0.574 0.06 0.613 0.574 0.593 0.782 head 0.704 0.059 0.667 0.704 0.685 0.85 shin 0.444 0.077 0.49 0.444 0.466 0.733 thigh 0.653 0.062 0.637 0.653 0.645 0.826 upperarm 0.444 0.075 0.497 0.444 0.469 0.723 waist Weighted Avg. 0.597 0.067 0.593 0.597 0.594 0.796 === Confusion Matrix === a b c d e f g <-- classified as 261 31 24 3 14 8 38 | a = chest 36 252 31 9 14 7 28 | b = forearm 24 51 217 11 16 25 34 | c = head 5 9 12 266 59 19 8 | d = shin 27 18 15 66 168 47 37 | e = thigh 15 8 24 28 31 247 25 | f = upperarm 53 34 31 16 41 35 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1598 60.393 % Incorrectly Classified Instances 1048 39.607 % Kappa statistic 0.5379 Mean absolute error 0.1168 Root mean squared error 0.3166 Relative absolute error 47.6789 % Root relative squared error 90.4823 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.055 0.667 0.654 0.66 0.828 chest 0.65 0.074 0.593 0.65 0.62 0.82 forearm 0.646 0.068 0.613 0.646 0.629 0.823 head 0.685 0.057 0.668 0.685 0.676 0.839 shin 0.458 0.076 0.5 0.458 0.478 0.713 thigh 0.638 0.054 0.664 0.638 0.65 0.802 upperarm 0.497 0.078 0.514 0.497 0.505 0.73 waist Weighted Avg. 0.604 0.066 0.603 0.604 0.603 0.793 === Confusion Matrix === a b c d e f g <-- classified as 248 42 19 2 12 9 47 | a = chest 33 245 38 15 18 7 21 | b = forearm 13 42 244 12 14 23 30 | c = head 6 12 8 259 50 20 23 | d = shin 27 24 26 54 173 36 38 | e = thigh 13 13 28 26 38 241 19 | f = upperarm 32 35 35 20 41 27 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1601 60.5293 % Incorrectly Classified Instances 1044 39.4707 % Kappa statistic 0.5395 Mean absolute error 0.1172 Root mean squared error 0.3186 Relative absolute error 47.841 % Root relative squared error 91.0514 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.068 0.621 0.67 0.645 0.819 chest 0.634 0.059 0.642 0.634 0.638 0.807 forearm 0.643 0.06 0.639 0.643 0.641 0.82 head 0.695 0.05 0.697 0.695 0.696 0.848 shin 0.487 0.087 0.482 0.487 0.484 0.728 thigh 0.606 0.052 0.66 0.606 0.632 0.803 upperarm 0.503 0.083 0.501 0.503 0.502 0.722 waist Weighted Avg. 0.605 0.066 0.606 0.605 0.605 0.793 === Confusion Matrix === a b c d e f g <-- classified as 254 35 13 4 21 10 42 | a = chest 32 239 35 12 17 11 31 | b = forearm 28 35 243 10 18 22 22 | c = head 4 7 12 262 50 19 23 | d = shin 26 11 22 54 184 35 46 | e = thigh 16 12 28 23 45 229 25 | f = upperarm 49 33 27 11 47 21 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1572 59.4329 % Incorrectly Classified Instances 1073 40.5671 % Kappa statistic 0.5267 Mean absolute error 0.1195 Root mean squared error 0.3231 Relative absolute error 48.7893 % Root relative squared error 92.3399 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.066 0.643 0.707 0.673 0.836 chest 0.598 0.063 0.611 0.598 0.605 0.795 forearm 0.614 0.062 0.622 0.614 0.618 0.791 head 0.664 0.055 0.669 0.664 0.667 0.837 shin 0.508 0.095 0.471 0.508 0.489 0.742 thigh 0.595 0.062 0.616 0.595 0.606 0.789 upperarm 0.474 0.071 0.528 0.474 0.499 0.731 waist Weighted Avg. 0.594 0.068 0.594 0.594 0.594 0.789 === Confusion Matrix === a b c d e f g <-- classified as 268 31 14 7 24 9 26 | a = chest 33 225 44 9 32 10 23 | b = forearm 28 37 232 6 17 29 29 | c = head 2 11 14 251 55 29 16 | d = shin 23 14 20 57 192 32 40 | e = thigh 8 20 23 31 45 225 26 | f = upperarm 55 30 26 14 43 31 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1577 59.6219 % Incorrectly Classified Instances 1068 40.3781 % Kappa statistic 0.5289 Mean absolute error 0.1181 Root mean squared error 0.3214 Relative absolute error 48.2195 % Root relative squared error 91.8355 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.06 0.648 0.66 0.654 0.817 chest 0.614 0.062 0.621 0.614 0.618 0.795 forearm 0.611 0.061 0.624 0.611 0.618 0.802 head 0.683 0.057 0.667 0.683 0.675 0.849 shin 0.481 0.09 0.473 0.481 0.477 0.708 thigh 0.661 0.061 0.644 0.661 0.653 0.817 upperarm 0.463 0.08 0.49 0.463 0.476 0.721 waist Weighted Avg. 0.596 0.067 0.595 0.596 0.596 0.787 === Confusion Matrix === a b c d e f g <-- classified as 250 34 22 12 13 4 44 | a = chest 32 231 35 13 22 11 32 | b = forearm 19 40 231 13 22 30 23 | c = head 4 9 10 258 62 18 17 | d = shin 16 21 23 56 182 39 41 | e = thigh 15 16 26 11 35 250 25 | f = upperarm 50 21 23 24 49 36 175 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1572 59.4104 % Incorrectly Classified Instances 1074 40.5896 % Kappa statistic 0.5265 Mean absolute error 0.1194 Root mean squared error 0.3208 Relative absolute error 48.7704 % Root relative squared error 91.6905 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.068 0.628 0.686 0.656 0.824 chest 0.621 0.057 0.645 0.621 0.632 0.807 forearm 0.627 0.075 0.584 0.627 0.605 0.798 head 0.656 0.039 0.736 0.656 0.694 0.86 shin 0.484 0.085 0.488 0.484 0.486 0.732 thigh 0.595 0.064 0.606 0.595 0.601 0.797 upperarm 0.489 0.086 0.487 0.489 0.488 0.719 waist Weighted Avg. 0.594 0.068 0.596 0.594 0.595 0.791 === Confusion Matrix === a b c d e f g <-- classified as 260 26 18 1 19 11 44 | a = chest 41 234 47 10 14 6 25 | b = forearm 22 33 237 6 24 19 37 | c = head 6 11 15 248 53 30 15 | d = shin 23 17 28 44 183 45 38 | e = thigh 14 16 28 17 42 225 36 | f = upperarm 48 26 33 11 40 35 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1622 61.3001 % Incorrectly Classified Instances 1024 38.6999 % Kappa statistic 0.5485 Mean absolute error 0.1136 Root mean squared error 0.3149 Relative absolute error 46.3679 % Root relative squared error 89.9791 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.052 0.684 0.681 0.683 0.836 chest 0.621 0.064 0.616 0.621 0.618 0.8 forearm 0.638 0.063 0.629 0.638 0.633 0.814 head 0.667 0.042 0.724 0.667 0.694 0.841 shin 0.516 0.089 0.492 0.516 0.504 0.74 thigh 0.656 0.056 0.663 0.656 0.66 0.824 upperarm 0.513 0.086 0.5 0.513 0.507 0.743 waist Weighted Avg. 0.613 0.064 0.616 0.613 0.614 0.8 === Confusion Matrix === a b c d e f g <-- classified as 258 37 15 3 14 7 45 | a = chest 31 234 35 8 24 9 36 | b = forearm 17 46 241 9 17 19 29 | c = head 7 10 12 252 57 26 14 | d = shin 17 14 22 49 195 37 44 | e = thigh 9 6 21 16 52 248 26 | f = upperarm 38 33 37 11 37 28 194 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1622 61.3001 % Incorrectly Classified Instances 1024 38.6999 % Kappa statistic 0.5485 Mean absolute error 0.1142 Root mean squared error 0.3148 Relative absolute error 46.6376 % Root relative squared error 89.9746 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.056 0.668 0.673 0.67 0.83 chest 0.706 0.063 0.649 0.706 0.676 0.853 forearm 0.603 0.059 0.632 0.603 0.617 0.788 head 0.688 0.045 0.716 0.688 0.702 0.845 shin 0.492 0.084 0.493 0.492 0.493 0.727 thigh 0.669 0.068 0.622 0.669 0.645 0.817 upperarm 0.46 0.076 0.503 0.46 0.481 0.719 waist Weighted Avg. 0.613 0.064 0.612 0.613 0.612 0.797 === Confusion Matrix === a b c d e f g <-- classified as 255 36 21 4 18 8 37 | a = chest 25 266 31 8 17 7 23 | b = forearm 23 37 228 10 19 27 34 | c = head 6 12 13 260 48 21 18 | d = shin 22 14 16 52 186 53 35 | e = thigh 10 8 17 16 49 253 25 | f = upperarm 41 37 35 13 40 38 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1586 59.9395 % Incorrectly Classified Instances 1060 40.0605 % Kappa statistic 0.5326 Mean absolute error 0.1189 Root mean squared error 0.3207 Relative absolute error 48.5703 % Root relative squared error 91.6613 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.063 0.643 0.675 0.659 0.818 chest 0.606 0.066 0.603 0.606 0.605 0.789 forearm 0.644 0.069 0.61 0.644 0.626 0.803 head 0.685 0.048 0.706 0.685 0.695 0.85 shin 0.503 0.084 0.5 0.503 0.501 0.744 thigh 0.603 0.061 0.621 0.603 0.612 0.791 upperarm 0.479 0.077 0.508 0.479 0.493 0.733 waist Weighted Avg. 0.599 0.067 0.599 0.599 0.599 0.79 === Confusion Matrix === a b c d e f g <-- classified as 256 38 16 2 17 14 36 | a = chest 34 228 50 9 22 7 26 | b = forearm 17 38 244 8 19 26 27 | c = head 10 18 7 259 50 21 13 | d = shin 19 20 26 49 190 39 35 | e = thigh 11 11 31 17 42 228 38 | f = upperarm 51 25 26 23 40 32 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1556 58.8057 % Incorrectly Classified Instances 1090 41.1943 % Kappa statistic 0.5194 Mean absolute error 0.1207 Root mean squared error 0.3245 Relative absolute error 49.2864 % Root relative squared error 92.7385 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.053 0.681 0.679 0.68 0.835 chest 0.614 0.076 0.572 0.614 0.592 0.799 forearm 0.563 0.071 0.571 0.563 0.567 0.772 head 0.646 0.057 0.654 0.646 0.65 0.822 shin 0.505 0.088 0.488 0.505 0.497 0.729 thigh 0.635 0.061 0.635 0.635 0.635 0.821 upperarm 0.474 0.075 0.514 0.474 0.493 0.733 waist Weighted Avg. 0.588 0.069 0.588 0.588 0.588 0.787 === Confusion Matrix === a b c d e f g <-- classified as 258 34 28 8 16 4 32 | a = chest 33 231 48 8 18 16 22 | b = forearm 21 52 213 9 26 31 26 | c = head 4 11 9 244 64 26 20 | d = shin 19 21 23 64 191 25 35 | e = thigh 7 15 22 22 38 240 34 | f = upperarm 37 40 30 18 38 36 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1584 59.8639 % Incorrectly Classified Instances 1062 40.1361 % Kappa statistic 0.5317 Mean absolute error 0.1171 Root mean squared error 0.319 Relative absolute error 47.8143 % Root relative squared error 91.1614 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.057 0.677 0.711 0.693 0.842 chest 0.66 0.074 0.598 0.66 0.627 0.817 forearm 0.608 0.062 0.622 0.608 0.615 0.804 head 0.68 0.061 0.651 0.68 0.665 0.843 shin 0.442 0.079 0.481 0.442 0.461 0.722 thigh 0.619 0.058 0.641 0.619 0.63 0.816 upperarm 0.471 0.078 0.501 0.471 0.486 0.734 waist Weighted Avg. 0.599 0.067 0.596 0.599 0.597 0.797 === Confusion Matrix === a b c d e f g <-- classified as 270 30 17 5 14 7 37 | a = chest 35 248 31 9 22 7 24 | b = forearm 14 57 230 14 19 23 21 | c = head 8 10 5 257 52 24 22 | d = shin 23 22 23 69 167 41 33 | e = thigh 8 14 28 25 29 234 40 | f = upperarm 41 34 36 16 44 29 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1578 59.6372 % Incorrectly Classified Instances 1068 40.3628 % Kappa statistic 0.5291 Mean absolute error 0.1191 Root mean squared error 0.3215 Relative absolute error 48.62 % Root relative squared error 91.8804 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.668 0.063 0.64 0.668 0.654 0.83 chest 0.612 0.062 0.62 0.612 0.616 0.777 forearm 0.643 0.063 0.628 0.643 0.635 0.819 head 0.667 0.057 0.66 0.667 0.663 0.845 shin 0.487 0.083 0.493 0.487 0.49 0.739 thigh 0.595 0.063 0.611 0.595 0.603 0.792 upperarm 0.503 0.078 0.516 0.503 0.509 0.739 waist Weighted Avg. 0.596 0.067 0.595 0.596 0.596 0.792 === Confusion Matrix === a b c d e f g <-- classified as 254 40 25 5 12 7 37 | a = chest 40 230 33 11 19 11 32 | b = forearm 14 40 243 11 17 23 30 | c = head 4 9 8 252 59 29 17 | d = shin 16 17 21 58 184 48 34 | e = thigh 17 10 30 24 44 225 28 | f = upperarm 52 25 27 21 38 25 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1588 60.0378 % Incorrectly Classified Instances 1057 39.9622 % Kappa statistic 0.5338 Mean absolute error 0.1164 Root mean squared error 0.3181 Relative absolute error 47.5383 % Root relative squared error 90.9068 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.059 0.665 0.7 0.682 0.839 chest 0.601 0.065 0.604 0.601 0.603 0.788 forearm 0.622 0.064 0.617 0.622 0.619 0.801 head 0.73 0.056 0.683 0.73 0.706 0.872 shin 0.467 0.092 0.458 0.467 0.463 0.718 thigh 0.601 0.055 0.645 0.601 0.622 0.805 upperarm 0.481 0.074 0.52 0.481 0.5 0.725 waist Weighted Avg. 0.6 0.067 0.599 0.6 0.599 0.793 === Confusion Matrix === a b c d e f g <-- classified as 266 33 14 6 15 8 38 | a = chest 36 226 45 9 22 8 30 | b = forearm 28 35 235 7 21 25 27 | c = head 1 12 7 276 59 15 8 | d = shin 18 22 21 61 176 45 34 | e = thigh 10 15 25 28 42 227 31 | f = upperarm 41 31 34 17 49 24 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1572 59.4329 % Incorrectly Classified Instances 1073 40.5671 % Kappa statistic 0.5267 Mean absolute error 0.1185 Root mean squared error 0.3219 Relative absolute error 48.3956 % Root relative squared error 91.9943 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.059 0.644 0.639 0.641 0.811 chest 0.65 0.071 0.605 0.65 0.627 0.812 forearm 0.566 0.067 0.585 0.566 0.575 0.78 head 0.704 0.051 0.698 0.704 0.701 0.845 shin 0.479 0.08 0.5 0.479 0.489 0.735 thigh 0.608 0.062 0.62 0.608 0.614 0.795 upperarm 0.515 0.084 0.505 0.515 0.51 0.739 waist Weighted Avg. 0.594 0.068 0.594 0.594 0.594 0.788 === Confusion Matrix === a b c d e f g <-- classified as 242 39 24 5 15 8 46 | a = chest 28 245 39 7 14 16 28 | b = forearm 29 37 214 11 25 32 30 | c = head 4 11 15 266 55 15 12 | d = shin 22 23 16 55 181 40 41 | e = thigh 12 15 24 22 42 230 33 | f = upperarm 39 35 34 15 30 30 194 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1591 60.1512 % Incorrectly Classified Instances 1054 39.8488 % Kappa statistic 0.5351 Mean absolute error 0.1168 Root mean squared error 0.3185 Relative absolute error 47.6955 % Root relative squared error 91.0065 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.059 0.662 0.689 0.675 0.842 chest 0.61 0.058 0.637 0.61 0.623 0.789 forearm 0.635 0.067 0.614 0.635 0.624 0.8 head 0.729 0.057 0.681 0.729 0.704 0.867 shin 0.505 0.084 0.501 0.505 0.503 0.744 thigh 0.622 0.063 0.622 0.622 0.622 0.81 upperarm 0.421 0.078 0.473 0.421 0.445 0.699 waist Weighted Avg. 0.602 0.066 0.599 0.602 0.6 0.793 === Confusion Matrix === a b c d e f g <-- classified as 261 33 14 9 19 7 36 | a = chest 39 230 44 11 16 8 29 | b = forearm 29 26 240 12 18 27 26 | c = head 2 12 10 275 39 23 16 | d = shin 14 16 25 56 191 40 36 | e = thigh 7 11 25 24 42 235 34 | f = upperarm 42 33 33 17 56 38 159 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1592 60.1663 % Incorrectly Classified Instances 1054 39.8337 % Kappa statistic 0.5353 Mean absolute error 0.1171 Root mean squared error 0.3188 Relative absolute error 47.8294 % Root relative squared error 91.105 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.06 0.651 0.674 0.662 0.835 chest 0.612 0.067 0.604 0.612 0.608 0.793 forearm 0.63 0.066 0.613 0.63 0.621 0.811 head 0.664 0.049 0.693 0.664 0.678 0.85 shin 0.563 0.097 0.491 0.563 0.525 0.766 thigh 0.603 0.053 0.655 0.603 0.628 0.79 upperarm 0.466 0.072 0.518 0.466 0.49 0.731 waist Weighted Avg. 0.602 0.066 0.604 0.602 0.602 0.797 === Confusion Matrix === a b c d e f g <-- classified as 256 42 15 7 16 8 36 | a = chest 32 230 43 14 15 10 32 | b = forearm 23 38 238 12 24 21 22 | c = head 4 15 15 251 60 18 15 | d = shin 19 15 15 42 213 37 37 | e = thigh 6 18 33 18 53 228 22 | f = upperarm 53 23 29 18 53 26 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1580 59.7128 % Incorrectly Classified Instances 1066 40.2872 % Kappa statistic 0.53 Mean absolute error 0.1183 Root mean squared error 0.3189 Relative absolute error 48.305 % Root relative squared error 91.1432 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.062 0.656 0.703 0.679 0.842 chest 0.604 0.063 0.615 0.604 0.609 0.787 forearm 0.619 0.062 0.626 0.619 0.622 0.809 head 0.704 0.061 0.657 0.704 0.679 0.848 shin 0.452 0.078 0.49 0.452 0.47 0.709 thigh 0.603 0.067 0.602 0.603 0.602 0.805 upperarm 0.495 0.078 0.515 0.495 0.505 0.746 waist Weighted Avg. 0.597 0.067 0.594 0.597 0.595 0.792 === Confusion Matrix === a b c d e f g <-- classified as 267 26 24 4 20 7 32 | a = chest 40 227 44 13 16 9 27 | b = forearm 22 48 234 9 13 26 26 | c = head 4 13 8 266 42 27 18 | d = shin 20 14 17 63 171 52 41 | e = thigh 12 12 22 27 45 228 32 | f = upperarm 42 29 25 23 42 30 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1588 60.0151 % Incorrectly Classified Instances 1058 39.9849 % Kappa statistic 0.5335 Mean absolute error 0.1173 Root mean squared error 0.3187 Relative absolute error 47.9154 % Root relative squared error 91.062 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.065 0.632 0.663 0.647 0.817 chest 0.65 0.071 0.605 0.65 0.627 0.808 forearm 0.608 0.067 0.604 0.608 0.606 0.795 head 0.672 0.054 0.674 0.672 0.673 0.845 shin 0.525 0.078 0.527 0.525 0.526 0.754 thigh 0.627 0.055 0.655 0.627 0.641 0.809 upperarm 0.455 0.077 0.497 0.455 0.475 0.714 waist Weighted Avg. 0.6 0.067 0.599 0.6 0.599 0.792 === Confusion Matrix === a b c d e f g <-- classified as 252 39 20 7 13 8 41 | a = chest 36 245 39 12 19 9 17 | b = forearm 26 44 230 10 23 24 21 | c = head 5 12 10 254 51 25 21 | d = shin 18 24 21 52 198 31 33 | e = thigh 6 12 30 21 31 237 41 | f = upperarm 56 29 31 21 41 28 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1592 60.1663 % Incorrectly Classified Instances 1054 39.8337 % Kappa statistic 0.5353 Mean absolute error 0.117 Root mean squared error 0.3189 Relative absolute error 47.7933 % Root relative squared error 91.1448 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.059 0.655 0.67 0.662 0.824 chest 0.613 0.063 0.616 0.613 0.614 0.791 forearm 0.582 0.064 0.603 0.582 0.592 0.796 head 0.717 0.054 0.688 0.717 0.702 0.849 shin 0.468 0.085 0.478 0.468 0.473 0.711 thigh 0.669 0.06 0.652 0.669 0.661 0.827 upperarm 0.492 0.079 0.508 0.492 0.5 0.741 waist Weighted Avg. 0.602 0.066 0.6 0.602 0.601 0.791 === Confusion Matrix === a b c d e f g <-- classified as 254 34 27 9 16 8 31 | a = chest 39 231 38 10 18 12 29 | b = forearm 23 41 220 9 19 32 34 | c = head 7 9 8 271 51 12 20 | d = shin 20 16 22 55 177 49 39 | e = thigh 7 8 19 22 42 253 27 | f = upperarm 38 36 31 18 47 22 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1565 59.1459 % Incorrectly Classified Instances 1081 40.8541 % Kappa statistic 0.5234 Mean absolute error 0.1197 Root mean squared error 0.3224 Relative absolute error 48.8779 % Root relative squared error 92.1384 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.064 0.651 0.718 0.683 0.848 chest 0.602 0.064 0.61 0.602 0.606 0.799 forearm 0.622 0.066 0.612 0.622 0.617 0.812 head 0.646 0.055 0.661 0.646 0.653 0.835 shin 0.513 0.087 0.496 0.513 0.505 0.751 thigh 0.611 0.062 0.623 0.611 0.617 0.783 upperarm 0.429 0.079 0.475 0.429 0.451 0.713 waist Weighted Avg. 0.591 0.068 0.59 0.591 0.59 0.792 === Confusion Matrix === a b c d e f g <-- classified as 272 31 12 4 19 11 30 | a = chest 34 227 46 12 20 7 31 | b = forearm 28 39 235 5 16 26 29 | c = head 7 11 7 244 62 23 24 | d = shin 12 12 22 64 194 46 28 | e = thigh 13 12 31 22 32 231 37 | f = upperarm 52 40 31 18 48 27 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1548 58.5034 % Incorrectly Classified Instances 1098 41.4966 % Kappa statistic 0.5159 Mean absolute error 0.1222 Root mean squared error 0.3259 Relative absolute error 49.8876 % Root relative squared error 93.1454 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.063 0.623 0.623 0.623 0.797 chest 0.61 0.074 0.579 0.61 0.594 0.793 forearm 0.598 0.072 0.579 0.598 0.589 0.79 head 0.667 0.058 0.658 0.667 0.662 0.829 shin 0.463 0.079 0.494 0.463 0.478 0.721 thigh 0.63 0.054 0.661 0.63 0.645 0.809 upperarm 0.505 0.085 0.499 0.505 0.502 0.744 waist Weighted Avg. 0.585 0.069 0.585 0.585 0.585 0.783 === Confusion Matrix === a b c d e f g <-- classified as 236 37 18 6 28 8 46 | a = chest 42 230 54 10 6 7 28 | b = forearm 23 46 226 13 19 21 30 | c = head 8 19 11 252 57 19 12 | d = shin 24 25 23 55 175 35 41 | e = thigh 11 11 30 22 31 238 35 | f = upperarm 35 29 28 25 38 32 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1549 58.5412 % Incorrectly Classified Instances 1097 41.4588 % Kappa statistic 0.5163 Mean absolute error 0.1214 Root mean squared error 0.3268 Relative absolute error 49.5809 % Root relative squared error 93.4035 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.055 0.66 0.641 0.651 0.822 chest 0.621 0.072 0.589 0.621 0.605 0.794 forearm 0.601 0.076 0.568 0.601 0.584 0.795 head 0.669 0.056 0.666 0.669 0.668 0.838 shin 0.516 0.09 0.489 0.516 0.502 0.744 thigh 0.601 0.06 0.627 0.601 0.614 0.784 upperarm 0.45 0.075 0.5 0.45 0.474 0.697 waist Weighted Avg. 0.585 0.069 0.586 0.585 0.585 0.782 === Confusion Matrix === a b c d e f g <-- classified as 243 34 20 7 18 12 45 | a = chest 28 234 44 11 18 12 30 | b = forearm 26 51 227 11 17 18 28 | c = head 5 13 13 253 55 26 13 | d = shin 13 20 25 52 195 38 35 | e = thigh 13 14 37 29 39 227 19 | f = upperarm 40 31 34 17 57 29 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1593 60.2268 % Incorrectly Classified Instances 1052 39.7732 % Kappa statistic 0.536 Mean absolute error 0.1169 Root mean squared error 0.3194 Relative absolute error 47.7289 % Root relative squared error 91.2893 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.056 0.665 0.67 0.668 0.83 chest 0.622 0.07 0.597 0.622 0.609 0.797 forearm 0.571 0.064 0.598 0.571 0.585 0.778 head 0.675 0.058 0.661 0.675 0.668 0.844 shin 0.5 0.084 0.497 0.5 0.499 0.728 thigh 0.648 0.052 0.675 0.648 0.661 0.814 upperarm 0.529 0.08 0.525 0.529 0.527 0.744 waist Weighted Avg. 0.602 0.066 0.603 0.602 0.602 0.791 === Confusion Matrix === a b c d e f g <-- classified as 254 34 23 9 18 7 34 | a = chest 33 234 42 11 13 8 35 | b = forearm 24 47 216 11 17 29 34 | c = head 6 9 10 255 68 13 17 | d = shin 14 26 22 60 189 33 34 | e = thigh 10 12 21 20 43 245 27 | f = upperarm 41 30 27 20 32 28 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1562 59.0548 % Incorrectly Classified Instances 1083 40.9452 % Kappa statistic 0.5223 Mean absolute error 0.1195 Root mean squared error 0.3219 Relative absolute error 48.7794 % Root relative squared error 91.9974 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.055 0.672 0.675 0.674 0.828 chest 0.609 0.063 0.614 0.609 0.611 0.795 forearm 0.582 0.066 0.595 0.582 0.588 0.784 head 0.672 0.057 0.663 0.672 0.668 0.837 shin 0.505 0.094 0.473 0.505 0.488 0.732 thigh 0.622 0.06 0.632 0.622 0.627 0.813 upperarm 0.468 0.082 0.489 0.468 0.478 0.726 waist Weighted Avg. 0.591 0.068 0.591 0.591 0.591 0.788 === Confusion Matrix === a b c d e f g <-- classified as 256 27 25 4 25 6 36 | a = chest 37 229 33 10 19 12 36 | b = forearm 13 35 220 16 28 34 32 | c = head 6 11 10 254 49 20 28 | d = shin 15 19 19 59 191 43 32 | e = thigh 12 11 28 27 44 235 21 | f = upperarm 42 41 35 13 48 22 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1586 59.9622 % Incorrectly Classified Instances 1059 40.0378 % Kappa statistic 0.5329 Mean absolute error 0.117 Root mean squared error 0.3197 Relative absolute error 47.7589 % Root relative squared error 91.3712 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.062 0.627 0.618 0.623 0.817 chest 0.625 0.071 0.592 0.625 0.608 0.802 forearm 0.641 0.068 0.612 0.641 0.626 0.819 head 0.676 0.049 0.695 0.676 0.685 0.845 shin 0.503 0.073 0.534 0.503 0.518 0.744 thigh 0.614 0.053 0.659 0.614 0.636 0.805 upperarm 0.52 0.09 0.489 0.52 0.504 0.736 waist Weighted Avg. 0.6 0.067 0.601 0.6 0.6 0.796 === Confusion Matrix === a b c d e f g <-- classified as 235 36 26 11 11 10 51 | a = chest 36 235 42 9 20 7 27 | b = forearm 22 43 243 4 18 21 28 | c = head 2 17 14 255 49 19 21 | d = shin 21 21 20 45 190 39 42 | e = thigh 13 11 26 25 35 232 36 | f = upperarm 46 34 26 18 33 24 196 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1556 58.8057 % Incorrectly Classified Instances 1090 41.1943 % Kappa statistic 0.5194 Mean absolute error 0.1207 Root mean squared error 0.323 Relative absolute error 49.2843 % Root relative squared error 92.3086 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.06 0.651 0.67 0.661 0.84 chest 0.602 0.063 0.615 0.602 0.609 0.789 forearm 0.624 0.079 0.569 0.624 0.595 0.8 head 0.677 0.055 0.674 0.677 0.675 0.848 shin 0.452 0.079 0.487 0.452 0.469 0.719 thigh 0.603 0.064 0.611 0.603 0.607 0.784 upperarm 0.487 0.081 0.5 0.487 0.493 0.73 waist Weighted Avg. 0.588 0.069 0.587 0.588 0.587 0.787 === Confusion Matrix === a b c d e f g <-- classified as 254 38 21 4 20 6 36 | a = chest 37 227 51 8 18 10 26 | b = forearm 23 40 236 9 19 19 32 | c = head 8 7 15 256 48 26 18 | d = shin 14 19 29 59 171 51 35 | e = thigh 9 13 34 25 32 228 37 | f = upperarm 45 25 29 19 43 33 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1611 60.8844 % Incorrectly Classified Instances 1035 39.1156 % Kappa statistic 0.5436 Mean absolute error 0.1162 Root mean squared error 0.3172 Relative absolute error 47.4592 % Root relative squared error 90.6396 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.065 0.64 0.689 0.663 0.823 chest 0.613 0.056 0.647 0.613 0.629 0.802 forearm 0.653 0.069 0.613 0.653 0.633 0.809 head 0.688 0.052 0.686 0.688 0.687 0.855 shin 0.511 0.09 0.487 0.511 0.499 0.732 thigh 0.614 0.049 0.678 0.614 0.644 0.806 upperarm 0.495 0.077 0.518 0.495 0.506 0.725 waist Weighted Avg. 0.609 0.065 0.61 0.609 0.609 0.793 === Confusion Matrix === a b c d e f g <-- classified as 261 26 26 4 22 7 33 | a = chest 35 231 43 14 20 6 28 | b = forearm 29 31 247 8 18 16 29 | c = head 7 9 13 260 67 13 9 | d = shin 16 19 20 59 193 36 35 | e = thigh 14 12 21 17 42 232 40 | f = upperarm 46 29 33 17 34 32 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1614 60.9977 % Incorrectly Classified Instances 1032 39.0023 % Kappa statistic 0.545 Mean absolute error 0.1149 Root mean squared error 0.3159 Relative absolute error 46.9265 % Root relative squared error 90.2875 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.055 0.675 0.681 0.678 0.838 chest 0.615 0.067 0.604 0.615 0.61 0.803 forearm 0.611 0.067 0.605 0.611 0.608 0.801 head 0.677 0.054 0.677 0.677 0.677 0.835 shin 0.489 0.082 0.499 0.489 0.494 0.737 thigh 0.638 0.054 0.664 0.638 0.65 0.82 upperarm 0.558 0.077 0.547 0.558 0.552 0.766 waist Weighted Avg. 0.61 0.065 0.61 0.61 0.61 0.8 === Confusion Matrix === a b c d e f g <-- classified as 258 37 20 6 18 10 30 | a = chest 26 232 47 10 20 11 31 | b = forearm 21 45 231 13 17 24 27 | c = head 4 15 10 256 55 18 20 | d = shin 9 15 29 57 185 38 45 | e = thigh 17 11 23 21 43 241 22 | f = upperarm 47 29 22 15 33 21 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1572 59.4104 % Incorrectly Classified Instances 1074 40.5896 % Kappa statistic 0.5265 Mean absolute error 0.1195 Root mean squared error 0.321 Relative absolute error 48.8019 % Root relative squared error 91.7316 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.056 0.667 0.67 0.668 0.824 chest 0.621 0.069 0.598 0.621 0.609 0.799 forearm 0.598 0.067 0.596 0.598 0.597 0.789 head 0.677 0.052 0.684 0.677 0.681 0.864 shin 0.495 0.08 0.507 0.495 0.501 0.75 thigh 0.638 0.067 0.615 0.638 0.626 0.809 upperarm 0.46 0.082 0.483 0.46 0.472 0.709 waist Weighted Avg. 0.594 0.068 0.593 0.594 0.593 0.792 === Confusion Matrix === a b c d e f g <-- classified as 254 25 16 6 17 14 47 | a = chest 31 234 53 4 16 11 28 | b = forearm 23 48 226 7 13 34 27 | c = head 7 12 8 256 59 23 13 | d = shin 17 17 23 61 187 31 42 | e = thigh 8 16 25 21 38 241 29 | f = upperarm 41 39 28 19 39 38 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1593 60.2041 % Incorrectly Classified Instances 1053 39.7959 % Kappa statistic 0.5357 Mean absolute error 0.1184 Root mean squared error 0.3212 Relative absolute error 48.3273 % Root relative squared error 91.7867 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.65 0.05 0.686 0.65 0.668 0.817 chest 0.652 0.074 0.592 0.652 0.62 0.796 forearm 0.638 0.073 0.594 0.638 0.615 0.8 head 0.664 0.047 0.701 0.664 0.682 0.843 shin 0.521 0.084 0.509 0.521 0.515 0.717 thigh 0.622 0.058 0.642 0.622 0.632 0.801 upperarm 0.468 0.078 0.499 0.468 0.483 0.724 waist Weighted Avg. 0.602 0.066 0.603 0.602 0.602 0.786 === Confusion Matrix === a b c d e f g <-- classified as 247 42 21 5 18 13 34 | a = chest 29 245 42 12 15 9 24 | b = forearm 15 49 241 11 22 17 23 | c = head 3 15 12 251 61 26 10 | d = shin 16 21 23 36 197 38 47 | e = thigh 9 10 24 26 34 235 40 | f = upperarm 41 32 43 17 40 28 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1575 59.5238 % Incorrectly Classified Instances 1071 40.4762 % Kappa statistic 0.5278 Mean absolute error 0.1188 Root mean squared error 0.3208 Relative absolute error 48.5256 % Root relative squared error 91.6872 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.064 0.64 0.674 0.656 0.829 chest 0.652 0.066 0.62 0.652 0.636 0.806 forearm 0.63 0.068 0.607 0.63 0.618 0.803 head 0.672 0.056 0.667 0.672 0.669 0.842 shin 0.458 0.076 0.501 0.458 0.479 0.734 thigh 0.579 0.056 0.631 0.579 0.604 0.782 upperarm 0.503 0.086 0.492 0.503 0.497 0.742 waist Weighted Avg. 0.595 0.067 0.594 0.595 0.594 0.791 === Confusion Matrix === a b c d e f g <-- classified as 256 36 28 7 11 5 37 | a = chest 33 245 42 8 15 9 24 | b = forearm 26 45 238 7 13 24 25 | c = head 8 14 19 254 42 19 22 | d = shin 17 13 15 69 173 39 52 | e = thigh 11 15 25 24 48 219 36 | f = upperarm 49 27 25 12 43 32 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1611 60.8844 % Incorrectly Classified Instances 1035 39.1156 % Kappa statistic 0.5437 Mean absolute error 0.1155 Root mean squared error 0.3172 Relative absolute error 47.1446 % Root relative squared error 90.6583 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.057 0.665 0.674 0.669 0.827 chest 0.638 0.067 0.612 0.638 0.625 0.808 forearm 0.64 0.071 0.602 0.64 0.621 0.802 head 0.685 0.043 0.725 0.685 0.705 0.85 shin 0.466 0.084 0.481 0.466 0.473 0.707 thigh 0.622 0.06 0.633 0.622 0.628 0.799 upperarm 0.537 0.075 0.544 0.537 0.541 0.75 waist Weighted Avg. 0.609 0.065 0.609 0.609 0.609 0.792 === Confusion Matrix === a b c d e f g <-- classified as 256 31 20 5 27 6 35 | a = chest 37 240 33 10 18 15 23 | b = forearm 20 36 242 5 12 28 35 | c = head 6 14 12 259 53 20 14 | d = shin 18 24 32 47 176 42 39 | e = thigh 15 13 37 17 37 235 24 | f = upperarm 33 34 26 14 43 25 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1591 60.1512 % Incorrectly Classified Instances 1054 39.8488 % Kappa statistic 0.5351 Mean absolute error 0.1171 Root mean squared error 0.3184 Relative absolute error 47.8286 % Root relative squared error 90.991 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.071 0.616 0.679 0.646 0.829 chest 0.644 0.064 0.625 0.644 0.634 0.812 forearm 0.615 0.049 0.675 0.615 0.644 0.807 head 0.69 0.054 0.68 0.69 0.685 0.845 shin 0.48 0.084 0.487 0.48 0.483 0.737 thigh 0.595 0.061 0.618 0.595 0.606 0.793 upperarm 0.507 0.081 0.511 0.507 0.509 0.749 waist Weighted Avg. 0.602 0.066 0.602 0.602 0.601 0.796 === Confusion Matrix === a b c d e f g <-- classified as 258 39 21 7 14 8 33 | a = chest 43 242 28 12 20 7 24 | b = forearm 20 37 233 9 19 33 28 | c = head 7 12 13 261 48 19 18 | d = shin 26 18 17 51 181 44 40 | e = thigh 17 10 14 24 48 225 40 | f = upperarm 48 29 19 20 42 28 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1587 60 % Incorrectly Classified Instances 1058 40 % Kappa statistic 0.5333 Mean absolute error 0.1181 Root mean squared error 0.32 Relative absolute error 48.2177 % Root relative squared error 91.45 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.059 0.657 0.678 0.668 0.82 chest 0.657 0.065 0.625 0.657 0.641 0.812 forearm 0.638 0.062 0.633 0.638 0.635 0.814 head 0.656 0.056 0.66 0.656 0.658 0.835 shin 0.492 0.088 0.482 0.492 0.487 0.729 thigh 0.616 0.061 0.626 0.616 0.621 0.795 upperarm 0.463 0.075 0.509 0.463 0.485 0.727 waist Weighted Avg. 0.6 0.067 0.599 0.6 0.599 0.79 === Confusion Matrix === a b c d e f g <-- classified as 257 34 14 5 21 13 35 | a = chest 30 247 42 7 19 7 24 | b = forearm 22 44 241 8 15 21 27 | c = head 9 11 11 248 54 31 14 | d = shin 21 15 18 58 186 41 39 | e = thigh 8 15 23 28 41 233 30 | f = upperarm 44 29 32 22 50 26 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1598 60.4159 % Incorrectly Classified Instances 1047 39.5841 % Kappa statistic 0.5382 Mean absolute error 0.1166 Root mean squared error 0.3178 Relative absolute error 47.6255 % Root relative squared error 90.8188 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.668 0.055 0.671 0.668 0.669 0.833 chest 0.668 0.063 0.636 0.668 0.652 0.811 forearm 0.643 0.069 0.609 0.643 0.625 0.807 head 0.663 0.055 0.668 0.663 0.666 0.845 shin 0.463 0.088 0.468 0.463 0.465 0.702 thigh 0.638 0.062 0.633 0.638 0.635 0.806 upperarm 0.487 0.071 0.535 0.487 0.51 0.737 waist Weighted Avg. 0.604 0.066 0.603 0.604 0.603 0.792 === Confusion Matrix === a b c d e f g <-- classified as 253 38 13 7 18 11 39 | a = chest 28 252 47 10 13 8 19 | b = forearm 21 47 243 11 18 21 17 | c = head 4 13 9 250 57 26 18 | d = shin 11 16 29 61 175 47 39 | e = thigh 10 11 22 21 45 241 28 | f = upperarm 50 19 36 14 48 27 184 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1575 59.5238 % Incorrectly Classified Instances 1071 40.4762 % Kappa statistic 0.5278 Mean absolute error 0.1184 Root mean squared error 0.3216 Relative absolute error 48.3546 % Root relative squared error 91.9152 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.067 0.634 0.689 0.661 0.83 chest 0.614 0.063 0.618 0.614 0.616 0.792 forearm 0.624 0.056 0.652 0.624 0.638 0.824 head 0.624 0.05 0.674 0.624 0.648 0.823 shin 0.529 0.09 0.495 0.529 0.512 0.755 thigh 0.635 0.068 0.608 0.635 0.621 0.817 upperarm 0.45 0.078 0.489 0.45 0.468 0.714 waist Weighted Avg. 0.595 0.067 0.596 0.595 0.595 0.794 === Confusion Matrix === a b c d e f g <-- classified as 262 34 12 6 15 11 40 | a = chest 37 231 45 4 18 13 28 | b = forearm 28 43 236 9 16 25 21 | c = head 9 9 11 236 65 24 24 | d = shin 23 17 14 49 200 44 31 | e = thigh 7 9 20 27 41 240 34 | f = upperarm 47 31 24 19 49 38 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1625 61.4135 % Incorrectly Classified Instances 1021 38.5865 % Kappa statistic 0.5498 Mean absolute error 0.114 Root mean squared error 0.3149 Relative absolute error 46.5312 % Root relative squared error 89.9815 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.059 0.652 0.655 0.654 0.818 chest 0.633 0.066 0.615 0.633 0.624 0.796 forearm 0.649 0.07 0.609 0.649 0.628 0.808 head 0.696 0.052 0.69 0.696 0.693 0.863 shin 0.477 0.075 0.514 0.477 0.495 0.714 thigh 0.656 0.059 0.651 0.656 0.653 0.818 upperarm 0.532 0.071 0.557 0.532 0.544 0.753 waist Weighted Avg. 0.614 0.064 0.613 0.614 0.613 0.796 === Confusion Matrix === a b c d e f g <-- classified as 249 37 19 7 22 13 33 | a = chest 35 238 50 11 9 11 22 | b = forearm 21 39 246 11 17 20 25 | c = head 4 13 10 263 56 20 12 | d = shin 21 21 22 59 180 35 39 | e = thigh 9 14 28 20 30 248 29 | f = upperarm 43 25 29 10 36 34 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1574 59.486 % Incorrectly Classified Instances 1072 40.514 % Kappa statistic 0.5273 Mean absolute error 0.1196 Root mean squared error 0.3229 Relative absolute error 48.831 % Root relative squared error 92.2874 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.063 0.65 0.699 0.673 0.837 chest 0.615 0.067 0.603 0.615 0.609 0.792 forearm 0.59 0.065 0.603 0.59 0.596 0.787 head 0.698 0.047 0.712 0.698 0.705 0.86 shin 0.468 0.085 0.478 0.468 0.473 0.723 thigh 0.611 0.067 0.605 0.611 0.608 0.793 upperarm 0.481 0.078 0.506 0.481 0.493 0.714 waist Weighted Avg. 0.595 0.068 0.594 0.595 0.594 0.786 === Confusion Matrix === a b c d e f g <-- classified as 265 34 14 4 20 8 34 | a = chest 30 232 44 14 15 13 29 | b = forearm 24 39 223 9 16 37 30 | c = head 5 14 11 264 52 20 12 | d = shin 19 17 26 47 177 44 48 | e = thigh 14 17 25 17 49 231 25 | f = upperarm 51 32 27 16 41 29 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1639 61.9426 % Incorrectly Classified Instances 1007 38.0574 % Kappa statistic 0.556 Mean absolute error 0.1127 Root mean squared error 0.3107 Relative absolute error 46.008 % Root relative squared error 88.7852 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.058 0.662 0.683 0.673 0.836 chest 0.714 0.069 0.633 0.714 0.671 0.848 forearm 0.622 0.071 0.595 0.622 0.608 0.804 head 0.709 0.043 0.732 0.709 0.72 0.869 shin 0.537 0.078 0.533 0.537 0.535 0.755 thigh 0.611 0.052 0.66 0.611 0.635 0.793 upperarm 0.46 0.072 0.515 0.46 0.486 0.715 waist Weighted Avg. 0.619 0.063 0.619 0.619 0.618 0.803 === Confusion Matrix === a b c d e f g <-- classified as 259 40 21 2 20 3 34 | a = chest 27 269 33 7 5 10 26 | b = forearm 14 49 235 6 22 26 26 | c = head 8 8 17 268 51 16 10 | d = shin 23 19 19 47 203 36 31 | e = thigh 15 13 28 16 38 231 37 | f = upperarm 45 27 42 20 42 28 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1595 60.2797 % Incorrectly Classified Instances 1051 39.7203 % Kappa statistic 0.5366 Mean absolute error 0.1167 Root mean squared error 0.3175 Relative absolute error 47.6651 % Root relative squared error 90.7283 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.064 0.647 0.697 0.671 0.834 chest 0.687 0.058 0.664 0.687 0.675 0.833 forearm 0.624 0.064 0.619 0.624 0.622 0.795 head 0.675 0.058 0.661 0.675 0.668 0.848 shin 0.466 0.079 0.494 0.466 0.48 0.731 thigh 0.595 0.059 0.628 0.595 0.611 0.795 upperarm 0.476 0.082 0.49 0.476 0.483 0.729 waist Weighted Avg. 0.603 0.066 0.601 0.603 0.601 0.795 === Confusion Matrix === a b c d e f g <-- classified as 264 32 20 8 13 6 36 | a = chest 25 259 27 14 14 13 25 | b = forearm 23 28 236 12 13 28 38 | c = head 5 14 8 255 55 26 15 | d = shin 24 21 31 57 176 32 37 | e = thigh 13 10 28 24 42 225 36 | f = upperarm 54 26 31 16 43 28 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1625 61.4135 % Incorrectly Classified Instances 1021 38.5865 % Kappa statistic 0.5498 Mean absolute error 0.114 Root mean squared error 0.3142 Relative absolute error 46.5458 % Root relative squared error 89.7913 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.06 0.663 0.699 0.68 0.845 chest 0.626 0.065 0.615 0.626 0.62 0.796 forearm 0.638 0.067 0.612 0.638 0.624 0.804 head 0.698 0.046 0.715 0.698 0.707 0.842 shin 0.5 0.082 0.503 0.5 0.501 0.737 thigh 0.622 0.056 0.651 0.622 0.636 0.808 upperarm 0.516 0.074 0.539 0.516 0.527 0.742 waist Weighted Avg. 0.614 0.064 0.614 0.614 0.614 0.796 === Confusion Matrix === a b c d e f g <-- classified as 265 31 21 4 15 4 39 | a = chest 35 236 45 7 21 8 25 | b = forearm 22 38 241 8 23 27 19 | c = head 5 13 9 264 53 19 15 | d = shin 20 18 19 55 189 37 40 | e = thigh 18 16 24 19 37 235 29 | f = upperarm 35 32 35 12 38 31 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1548 58.5034 % Incorrectly Classified Instances 1098 41.4966 % Kappa statistic 0.5159 Mean absolute error 0.1209 Root mean squared error 0.324 Relative absolute error 49.3696 % Root relative squared error 92.5943 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.066 0.623 0.654 0.638 0.815 chest 0.605 0.064 0.61 0.605 0.607 0.796 forearm 0.574 0.071 0.573 0.574 0.573 0.786 head 0.659 0.059 0.65 0.659 0.654 0.83 shin 0.474 0.089 0.47 0.474 0.472 0.745 thigh 0.601 0.052 0.66 0.601 0.629 0.798 upperarm 0.529 0.082 0.517 0.529 0.523 0.745 waist Weighted Avg. 0.585 0.069 0.586 0.585 0.585 0.788 === Confusion Matrix === a b c d e f g <-- classified as 248 27 28 5 23 12 36 | a = chest 36 228 52 12 13 7 29 | b = forearm 29 48 217 13 23 12 36 | c = head 4 12 12 249 60 25 16 | d = shin 17 25 16 66 179 34 41 | e = thigh 20 5 30 24 43 227 29 | f = upperarm 44 29 24 14 40 27 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1577 59.6219 % Incorrectly Classified Instances 1068 40.3781 % Kappa statistic 0.5289 Mean absolute error 0.1189 Root mean squared error 0.3214 Relative absolute error 48.5312 % Root relative squared error 91.8498 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.06 0.639 0.639 0.639 0.821 chest 0.652 0.067 0.619 0.652 0.635 0.804 forearm 0.582 0.068 0.587 0.582 0.584 0.784 head 0.698 0.043 0.729 0.698 0.714 0.849 shin 0.511 0.092 0.481 0.511 0.496 0.758 thigh 0.606 0.06 0.626 0.606 0.616 0.798 upperarm 0.487 0.08 0.503 0.487 0.495 0.715 waist Weighted Avg. 0.596 0.067 0.598 0.596 0.597 0.79 === Confusion Matrix === a b c d e f g <-- classified as 242 39 23 2 22 9 42 | a = chest 30 245 38 12 15 13 23 | b = forearm 23 40 220 5 28 31 31 | c = head 5 11 7 264 59 19 13 | d = shin 24 20 21 50 193 36 34 | e = thigh 9 10 26 18 47 229 39 | f = upperarm 46 31 40 11 37 29 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1554 58.7524 % Incorrectly Classified Instances 1091 41.2476 % Kappa statistic 0.5188 Mean absolute error 0.1207 Root mean squared error 0.325 Relative absolute error 49.2959 % Root relative squared error 92.8723 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.647 0.062 0.636 0.647 0.641 0.808 chest 0.62 0.07 0.596 0.62 0.608 0.789 forearm 0.638 0.071 0.6 0.638 0.618 0.804 head 0.661 0.058 0.656 0.661 0.659 0.827 shin 0.452 0.079 0.487 0.452 0.469 0.722 thigh 0.622 0.06 0.635 0.622 0.628 0.821 upperarm 0.472 0.082 0.49 0.472 0.481 0.71 waist Weighted Avg. 0.588 0.069 0.586 0.588 0.586 0.783 === Confusion Matrix === a b c d e f g <-- classified as 246 33 26 7 15 11 42 | a = chest 41 233 38 8 15 13 28 | b = forearm 17 41 241 14 16 27 22 | c = head 6 14 17 250 54 18 19 | d = shin 19 20 20 67 171 40 41 | e = thigh 15 13 24 21 37 235 33 | f = upperarm 43 37 36 14 43 26 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1538 58.1474 % Incorrectly Classified Instances 1107 41.8526 % Kappa statistic 0.5117 Mean absolute error 0.1224 Root mean squared error 0.3262 Relative absolute error 49.99 % Root relative squared error 93.2105 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.059 0.656 0.671 0.663 0.82 chest 0.593 0.068 0.592 0.593 0.592 0.784 forearm 0.59 0.072 0.576 0.59 0.583 0.789 head 0.692 0.06 0.659 0.692 0.675 0.841 shin 0.418 0.084 0.454 0.418 0.435 0.715 thigh 0.593 0.057 0.635 0.593 0.613 0.804 upperarm 0.513 0.089 0.491 0.513 0.502 0.742 waist Weighted Avg. 0.581 0.07 0.58 0.581 0.581 0.785 === Confusion Matrix === a b c d e f g <-- classified as 255 31 23 9 18 7 37 | a = chest 33 223 53 8 26 9 24 | b = forearm 19 48 223 9 21 26 32 | c = head 5 9 9 261 54 19 20 | d = shin 19 18 24 64 158 42 53 | e = thigh 11 17 21 25 45 224 35 | f = upperarm 47 31 34 20 26 26 194 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1576 59.5616 % Incorrectly Classified Instances 1070 40.4384 % Kappa statistic 0.5282 Mean absolute error 0.1189 Root mean squared error 0.3217 Relative absolute error 48.56 % Root relative squared error 91.926 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.062 0.655 0.702 0.678 0.839 chest 0.614 0.066 0.608 0.614 0.611 0.787 forearm 0.57 0.071 0.574 0.57 0.572 0.781 head 0.667 0.06 0.648 0.667 0.657 0.831 shin 0.513 0.07 0.551 0.513 0.532 0.752 thigh 0.611 0.061 0.626 0.611 0.618 0.79 upperarm 0.492 0.083 0.497 0.492 0.495 0.733 waist Weighted Avg. 0.596 0.067 0.594 0.596 0.595 0.788 === Confusion Matrix === a b c d e f g <-- classified as 266 26 21 7 18 13 28 | a = chest 35 231 41 10 13 12 34 | b = forearm 27 45 216 11 28 23 29 | c = head 9 16 12 252 43 24 22 | d = shin 8 19 23 63 194 29 42 | e = thigh 15 10 37 25 27 231 33 | f = upperarm 46 33 26 21 29 37 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1567 59.2215 % Incorrectly Classified Instances 1079 40.7785 % Kappa statistic 0.5243 Mean absolute error 0.1187 Root mean squared error 0.3221 Relative absolute error 48.4753 % Root relative squared error 92.0525 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.058 0.657 0.661 0.659 0.834 chest 0.628 0.067 0.607 0.628 0.617 0.801 forearm 0.616 0.063 0.621 0.616 0.619 0.802 head 0.638 0.05 0.681 0.638 0.658 0.83 shin 0.466 0.086 0.473 0.466 0.469 0.724 thigh 0.638 0.067 0.615 0.638 0.626 0.799 upperarm 0.5 0.085 0.495 0.5 0.497 0.743 waist Weighted Avg. 0.592 0.068 0.593 0.592 0.592 0.791 === Confusion Matrix === a b c d e f g <-- classified as 251 30 15 6 25 8 45 | a = chest 39 236 37 11 17 8 28 | b = forearm 16 47 233 9 14 30 29 | c = head 4 16 16 241 52 31 18 | d = shin 17 22 21 52 176 50 40 | e = thigh 7 4 25 20 48 241 33 | f = upperarm 48 34 28 15 40 24 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1566 59.1837 % Incorrectly Classified Instances 1080 40.8163 % Kappa statistic 0.5238 Mean absolute error 0.1191 Root mean squared error 0.3224 Relative absolute error 48.6477 % Root relative squared error 92.1263 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.066 0.616 0.634 0.625 0.804 chest 0.654 0.058 0.651 0.654 0.653 0.811 forearm 0.627 0.068 0.605 0.627 0.616 0.804 head 0.64 0.06 0.642 0.64 0.641 0.827 shin 0.468 0.097 0.446 0.468 0.457 0.731 thigh 0.635 0.056 0.652 0.635 0.643 0.816 upperarm 0.484 0.071 0.534 0.484 0.508 0.737 waist Weighted Avg. 0.592 0.068 0.592 0.592 0.592 0.79 === Confusion Matrix === a b c d e f g <-- classified as 241 44 24 4 21 13 33 | a = chest 39 246 33 10 16 11 21 | b = forearm 32 28 237 7 27 19 28 | c = head 9 11 13 242 72 20 11 | d = shin 19 19 26 65 177 38 34 | e = thigh 10 8 24 25 38 240 33 | f = upperarm 41 22 35 24 46 27 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1627 61.489 % Incorrectly Classified Instances 1019 38.511 % Kappa statistic 0.5507 Mean absolute error 0.1148 Root mean squared error 0.3174 Relative absolute error 46.891 % Root relative squared error 90.6946 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.053 0.687 0.697 0.692 0.841 chest 0.582 0.052 0.652 0.582 0.615 0.78 forearm 0.646 0.073 0.595 0.646 0.619 0.799 head 0.685 0.046 0.713 0.685 0.699 0.835 shin 0.487 0.086 0.487 0.487 0.487 0.727 thigh 0.651 0.059 0.649 0.651 0.65 0.816 upperarm 0.556 0.081 0.533 0.556 0.544 0.759 waist Weighted Avg. 0.615 0.064 0.617 0.615 0.615 0.794 === Confusion Matrix === a b c d e f g <-- classified as 265 28 23 3 13 11 37 | a = chest 34 219 60 7 14 9 33 | b = forearm 9 32 244 4 28 32 29 | c = head 9 8 13 259 54 18 17 | d = shin 24 14 22 59 184 37 38 | e = thigh 10 7 23 21 41 246 30 | f = upperarm 35 28 25 10 44 26 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1549 58.5412 % Incorrectly Classified Instances 1097 41.4588 % Kappa statistic 0.5163 Mean absolute error 0.1214 Root mean squared error 0.3253 Relative absolute error 49.5814 % Root relative squared error 92.9735 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.061 0.641 0.653 0.647 0.803 chest 0.609 0.059 0.629 0.609 0.619 0.789 forearm 0.614 0.068 0.599 0.614 0.607 0.811 head 0.667 0.056 0.665 0.667 0.666 0.838 shin 0.495 0.091 0.476 0.495 0.485 0.744 thigh 0.601 0.061 0.62 0.601 0.61 0.8 upperarm 0.46 0.086 0.47 0.46 0.465 0.721 waist Weighted Avg. 0.585 0.069 0.586 0.585 0.586 0.786 === Confusion Matrix === a b c d e f g <-- classified as 248 30 25 8 16 6 47 | a = chest 36 229 31 12 25 10 33 | b = forearm 16 41 232 5 26 27 31 | c = head 7 15 10 252 57 18 19 | d = shin 16 14 22 61 187 43 35 | e = thigh 11 11 25 27 46 227 31 | f = upperarm 53 24 42 14 36 35 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1592 60.1663 % Incorrectly Classified Instances 1054 39.8337 % Kappa statistic 0.5353 Mean absolute error 0.1171 Root mean squared error 0.3192 Relative absolute error 47.8124 % Root relative squared error 91.2162 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.06 0.66 0.691 0.675 0.838 chest 0.637 0.067 0.611 0.637 0.623 0.802 forearm 0.579 0.062 0.61 0.579 0.594 0.783 head 0.683 0.049 0.697 0.683 0.69 0.851 shin 0.524 0.086 0.504 0.524 0.514 0.75 thigh 0.611 0.064 0.614 0.611 0.613 0.79 upperarm 0.487 0.077 0.514 0.487 0.5 0.723 waist Weighted Avg. 0.602 0.066 0.601 0.602 0.601 0.791 === Confusion Matrix === a b c d e f g <-- classified as 262 36 10 3 21 9 38 | a = chest 35 240 40 12 18 8 24 | b = forearm 23 50 219 13 25 16 32 | c = head 3 11 9 258 51 29 17 | d = shin 15 19 20 54 198 39 33 | e = thigh 13 17 27 19 41 231 30 | f = upperarm 46 20 34 11 39 44 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1612 60.9221 % Incorrectly Classified Instances 1034 39.0779 % Kappa statistic 0.5441 Mean absolute error 0.1147 Root mean squared error 0.3154 Relative absolute error 46.836 % Root relative squared error 90.1345 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.06 0.649 0.665 0.657 0.83 chest 0.626 0.065 0.615 0.626 0.62 0.796 forearm 0.661 0.062 0.641 0.661 0.651 0.821 head 0.717 0.052 0.697 0.717 0.707 0.865 shin 0.487 0.087 0.482 0.487 0.484 0.728 thigh 0.616 0.054 0.654 0.616 0.635 0.801 upperarm 0.492 0.075 0.521 0.492 0.506 0.741 waist Weighted Avg. 0.609 0.065 0.608 0.609 0.609 0.797 === Confusion Matrix === a b c d e f g <-- classified as 252 28 19 4 22 10 44 | a = chest 37 236 39 9 16 12 28 | b = forearm 17 38 250 7 23 19 24 | c = head 7 9 11 271 53 18 9 | d = shin 16 27 18 54 184 40 39 | e = thigh 9 16 27 18 48 233 27 | f = upperarm 50 30 26 26 36 24 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1566 59.206 % Incorrectly Classified Instances 1079 40.794 % Kappa statistic 0.5241 Mean absolute error 0.1193 Root mean squared error 0.3215 Relative absolute error 48.7163 % Root relative squared error 91.8793 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.065 0.648 0.718 0.681 0.845 chest 0.645 0.061 0.638 0.645 0.641 0.802 forearm 0.611 0.067 0.602 0.611 0.606 0.79 head 0.677 0.06 0.653 0.677 0.665 0.839 shin 0.488 0.084 0.491 0.488 0.489 0.745 thigh 0.545 0.061 0.597 0.545 0.57 0.782 upperarm 0.46 0.077 0.5 0.46 0.479 0.712 waist Weighted Avg. 0.592 0.068 0.59 0.592 0.59 0.788 === Confusion Matrix === a b c d e f g <-- classified as 272 39 14 5 11 4 34 | a = chest 36 243 37 5 19 16 21 | b = forearm 25 33 231 11 23 27 28 | c = head 5 10 9 256 50 25 23 | d = shin 18 18 23 61 184 32 41 | e = thigh 13 15 36 35 46 206 27 | f = upperarm 51 23 34 19 42 35 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1565 59.1682 % Incorrectly Classified Instances 1080 40.8318 % Kappa statistic 0.5236 Mean absolute error 0.1185 Root mean squared error 0.3215 Relative absolute error 48.3901 % Root relative squared error 91.8902 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.067 0.64 0.707 0.672 0.83 chest 0.605 0.063 0.613 0.605 0.609 0.789 forearm 0.563 0.065 0.592 0.563 0.577 0.785 head 0.661 0.049 0.693 0.661 0.677 0.86 shin 0.481 0.082 0.493 0.481 0.487 0.753 thigh 0.661 0.067 0.622 0.661 0.641 0.836 upperarm 0.462 0.083 0.481 0.462 0.471 0.706 waist Weighted Avg. 0.592 0.068 0.59 0.592 0.591 0.794 === Confusion Matrix === a b c d e f g <-- classified as 268 23 22 2 11 11 42 | a = chest 30 228 49 13 21 11 25 | b = forearm 27 47 213 13 19 30 29 | c = head 7 12 9 250 59 29 12 | d = shin 20 15 18 52 182 45 46 | e = thigh 12 13 18 15 36 250 34 | f = upperarm 55 34 31 16 41 26 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1580 59.7353 % Incorrectly Classified Instances 1065 40.2647 % Kappa statistic 0.5302 Mean absolute error 0.1187 Root mean squared error 0.3213 Relative absolute error 48.4652 % Root relative squared error 91.8232 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.057 0.654 0.649 0.652 0.82 chest 0.626 0.07 0.599 0.626 0.612 0.797 forearm 0.585 0.078 0.555 0.585 0.57 0.784 head 0.703 0.046 0.718 0.703 0.71 0.85 shin 0.516 0.079 0.523 0.516 0.519 0.76 thigh 0.608 0.065 0.61 0.608 0.609 0.804 upperarm 0.495 0.075 0.522 0.495 0.508 0.729 waist Weighted Avg. 0.597 0.067 0.597 0.597 0.597 0.792 === Confusion Matrix === a b c d e f g <-- classified as 246 31 31 9 19 14 29 | a = chest 35 236 47 11 14 14 20 | b = forearm 22 50 221 11 14 28 32 | c = head 3 8 7 265 52 25 17 | d = shin 24 23 25 37 195 36 38 | e = thigh 8 8 35 20 42 230 35 | f = upperarm 38 38 32 16 37 30 187 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1590 60.0907 % Incorrectly Classified Instances 1056 39.9093 % Kappa statistic 0.5344 Mean absolute error 0.1186 Root mean squared error 0.3191 Relative absolute error 48.431 % Root relative squared error 91.1836 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.059 0.656 0.673 0.664 0.827 chest 0.626 0.074 0.583 0.626 0.604 0.792 forearm 0.636 0.064 0.623 0.636 0.629 0.803 head 0.69 0.051 0.694 0.69 0.692 0.851 shin 0.463 0.079 0.493 0.463 0.477 0.713 thigh 0.638 0.065 0.62 0.638 0.628 0.807 upperarm 0.48 0.072 0.525 0.48 0.501 0.732 waist Weighted Avg. 0.601 0.067 0.599 0.601 0.6 0.789 === Confusion Matrix === a b c d e f g <-- classified as 255 41 17 6 24 8 28 | a = chest 42 236 39 5 11 15 29 | b = forearm 20 45 241 3 25 21 24 | c = head 7 12 10 261 47 27 14 | d = shin 17 29 23 51 175 39 44 | e = thigh 12 11 25 28 36 241 25 | f = upperarm 36 31 32 22 37 38 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1604 60.6198 % Incorrectly Classified Instances 1042 39.3802 % Kappa statistic 0.5406 Mean absolute error 0.1164 Root mean squared error 0.3166 Relative absolute error 47.525 % Root relative squared error 90.4803 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.058 0.665 0.691 0.678 0.838 chest 0.655 0.066 0.624 0.655 0.639 0.821 forearm 0.606 0.064 0.612 0.606 0.609 0.797 head 0.667 0.045 0.712 0.667 0.689 0.847 shin 0.489 0.083 0.496 0.489 0.493 0.737 thigh 0.624 0.06 0.634 0.624 0.629 0.8 upperarm 0.511 0.084 0.504 0.511 0.507 0.755 waist Weighted Avg. 0.606 0.066 0.607 0.606 0.606 0.799 === Confusion Matrix === a b c d e f g <-- classified as 262 40 12 2 18 5 40 | a = chest 30 247 30 9 22 10 29 | b = forearm 20 41 229 15 20 23 30 | c = head 10 7 14 252 57 18 20 | d = shin 15 29 16 41 185 50 42 | e = thigh 11 5 48 16 33 236 29 | f = upperarm 46 27 25 19 38 30 193 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1581 59.7506 % Incorrectly Classified Instances 1065 40.2494 % Kappa statistic 0.5304 Mean absolute error 0.1187 Root mean squared error 0.324 Relative absolute error 48.4653 % Root relative squared error 92.5886 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.056 0.665 0.665 0.665 0.819 chest 0.623 0.059 0.639 0.623 0.631 0.794 forearm 0.593 0.075 0.567 0.593 0.58 0.783 head 0.696 0.054 0.683 0.696 0.689 0.826 shin 0.468 0.08 0.494 0.468 0.481 0.74 thigh 0.646 0.066 0.621 0.646 0.633 0.807 upperarm 0.492 0.08 0.505 0.492 0.499 0.738 waist Weighted Avg. 0.598 0.067 0.596 0.598 0.597 0.787 === Confusion Matrix === a b c d e f g <-- classified as 252 29 25 7 18 9 39 | a = chest 29 235 48 9 15 11 30 | b = forearm 26 44 224 13 27 27 17 | c = head 4 15 8 263 49 27 12 | d = shin 16 15 22 60 177 37 51 | e = thigh 8 9 31 18 35 244 33 | f = upperarm 44 21 37 15 37 38 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1577 59.5994 % Incorrectly Classified Instances 1069 40.4006 % Kappa statistic 0.5287 Mean absolute error 0.1193 Root mean squared error 0.3208 Relative absolute error 48.7235 % Root relative squared error 91.6723 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.061 0.634 0.629 0.631 0.805 chest 0.623 0.062 0.627 0.623 0.625 0.798 forearm 0.603 0.071 0.588 0.603 0.595 0.783 head 0.677 0.045 0.713 0.677 0.695 0.858 shin 0.493 0.09 0.476 0.493 0.484 0.717 thigh 0.635 0.065 0.619 0.635 0.627 0.799 upperarm 0.511 0.077 0.524 0.511 0.517 0.734 waist Weighted Avg. 0.596 0.067 0.597 0.596 0.596 0.785 === Confusion Matrix === a b c d e f g <-- classified as 239 36 25 4 23 10 43 | a = chest 36 235 43 12 19 5 27 | b = forearm 24 41 228 5 25 32 23 | c = head 3 14 12 256 59 21 13 | d = shin 19 21 16 44 186 50 41 | e = thigh 14 13 22 21 40 240 28 | f = upperarm 42 15 42 17 39 30 193 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1613 60.9599 % Incorrectly Classified Instances 1033 39.0401 % Kappa statistic 0.5445 Mean absolute error 0.1138 Root mean squared error 0.3144 Relative absolute error 46.4881 % Root relative squared error 89.8538 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.668 0.061 0.648 0.668 0.658 0.823 chest 0.615 0.063 0.617 0.615 0.616 0.806 forearm 0.624 0.062 0.626 0.624 0.625 0.8 head 0.706 0.056 0.675 0.706 0.69 0.849 shin 0.495 0.077 0.518 0.495 0.506 0.742 thigh 0.63 0.058 0.645 0.63 0.637 0.828 upperarm 0.529 0.078 0.531 0.529 0.53 0.754 waist Weighted Avg. 0.61 0.065 0.609 0.61 0.609 0.8 === Confusion Matrix === a b c d e f g <-- classified as 254 29 25 4 12 10 46 | a = chest 41 232 45 13 15 9 22 | b = forearm 24 36 236 15 16 27 24 | c = head 6 17 7 266 43 19 19 | d = shin 17 22 17 58 187 39 38 | e = thigh 7 14 22 24 45 238 28 | f = upperarm 43 26 25 14 43 27 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1608 60.771 % Incorrectly Classified Instances 1038 39.229 % Kappa statistic 0.5423 Mean absolute error 0.1155 Root mean squared error 0.3165 Relative absolute error 47.1423 % Root relative squared error 90.4502 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.061 0.644 0.658 0.651 0.81 chest 0.596 0.056 0.636 0.596 0.615 0.792 forearm 0.646 0.065 0.624 0.646 0.635 0.819 head 0.704 0.055 0.682 0.704 0.693 0.863 shin 0.54 0.087 0.507 0.54 0.523 0.766 thigh 0.587 0.06 0.622 0.587 0.604 0.799 upperarm 0.524 0.074 0.541 0.524 0.532 0.745 waist Weighted Avg. 0.608 0.065 0.608 0.608 0.608 0.799 === Confusion Matrix === a b c d e f g <-- classified as 250 25 30 6 20 12 37 | a = chest 36 224 35 10 28 11 32 | b = forearm 15 41 244 12 16 21 29 | c = head 6 12 13 266 45 22 14 | d = shin 17 14 15 48 204 47 33 | e = thigh 16 10 26 31 50 222 23 | f = upperarm 48 26 28 17 39 22 198 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1638 61.9048 % Incorrectly Classified Instances 1008 38.0952 % Kappa statistic 0.5556 Mean absolute error 0.1132 Root mean squared error 0.3121 Relative absolute error 46.2258 % Root relative squared error 89.1951 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.046 0.719 0.7 0.709 0.86 chest 0.66 0.074 0.595 0.66 0.625 0.803 forearm 0.622 0.062 0.625 0.622 0.623 0.797 head 0.706 0.045 0.722 0.706 0.714 0.866 shin 0.511 0.082 0.508 0.511 0.509 0.738 thigh 0.635 0.053 0.665 0.635 0.65 0.805 upperarm 0.5 0.081 0.508 0.5 0.504 0.743 waist Weighted Avg. 0.619 0.063 0.62 0.619 0.619 0.802 === Confusion Matrix === a b c d e f g <-- classified as 266 33 16 1 22 10 32 | a = chest 19 248 40 14 14 11 30 | b = forearm 9 43 235 17 22 23 29 | c = head 7 7 10 267 55 13 19 | d = shin 13 26 24 41 193 38 43 | e = thigh 7 18 19 26 38 240 30 | f = upperarm 49 42 32 4 36 26 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1576 59.5841 % Incorrectly Classified Instances 1069 40.4159 % Kappa statistic 0.5285 Mean absolute error 0.1194 Root mean squared error 0.3236 Relative absolute error 48.7353 % Root relative squared error 92.4845 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.056 0.666 0.673 0.669 0.822 chest 0.596 0.066 0.601 0.596 0.598 0.784 forearm 0.643 0.071 0.6 0.643 0.621 0.794 head 0.675 0.052 0.685 0.675 0.68 0.842 shin 0.455 0.081 0.483 0.455 0.469 0.703 thigh 0.624 0.062 0.628 0.624 0.626 0.801 upperarm 0.505 0.083 0.503 0.505 0.504 0.73 waist Weighted Avg. 0.596 0.067 0.595 0.596 0.595 0.782 === Confusion Matrix === a b c d e f g <-- classified as 255 25 19 6 19 9 46 | a = chest 36 224 52 9 17 8 30 | b = forearm 21 44 243 5 14 23 28 | c = head 4 15 9 255 67 16 12 | d = shin 17 21 26 59 172 43 40 | e = thigh 12 15 24 22 36 236 33 | f = upperarm 38 29 32 16 31 41 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1584 59.8866 % Incorrectly Classified Instances 1061 40.1134 % Kappa statistic 0.532 Mean absolute error 0.1182 Root mean squared error 0.3214 Relative absolute error 48.2646 % Root relative squared error 91.8403 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.058 0.648 0.641 0.645 0.799 chest 0.604 0.072 0.581 0.604 0.592 0.779 forearm 0.638 0.067 0.615 0.638 0.626 0.812 head 0.693 0.054 0.681 0.693 0.687 0.837 shin 0.5 0.081 0.508 0.5 0.504 0.734 thigh 0.619 0.055 0.652 0.619 0.635 0.804 upperarm 0.497 0.081 0.507 0.497 0.502 0.726 waist Weighted Avg. 0.599 0.067 0.599 0.599 0.599 0.785 === Confusion Matrix === a b c d e f g <-- classified as 243 39 18 9 18 10 42 | a = chest 37 227 42 12 12 12 34 | b = forearm 24 47 241 5 21 19 21 | c = head 8 8 11 262 52 26 11 | d = shin 22 18 14 51 189 39 45 | e = thigh 9 12 28 22 43 234 30 | f = upperarm 32 40 38 24 37 19 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1547 58.4877 % Incorrectly Classified Instances 1098 41.5123 % Kappa statistic 0.5157 Mean absolute error 0.1217 Root mean squared error 0.3259 Relative absolute error 49.692 % Root relative squared error 93.123 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.059 0.659 0.683 0.671 0.828 chest 0.612 0.062 0.62 0.612 0.616 0.791 forearm 0.585 0.067 0.591 0.585 0.588 0.782 head 0.661 0.054 0.672 0.661 0.667 0.827 shin 0.474 0.087 0.475 0.474 0.474 0.745 thigh 0.585 0.067 0.592 0.585 0.589 0.781 upperarm 0.495 0.087 0.486 0.495 0.49 0.729 waist Weighted Avg. 0.585 0.069 0.585 0.585 0.585 0.783 === Confusion Matrix === a b c d e f g <-- classified as 259 27 19 4 22 6 42 | a = chest 38 230 49 7 18 10 24 | b = forearm 22 37 221 13 21 32 32 | c = head 4 13 13 250 48 30 20 | d = shin 14 18 16 66 179 43 42 | e = thigh 7 13 30 25 44 221 38 | f = upperarm 49 33 26 7 45 31 187 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1595 60.2797 % Incorrectly Classified Instances 1051 39.7203 % Kappa statistic 0.5366 Mean absolute error 0.1167 Root mean squared error 0.3179 Relative absolute error 47.6387 % Root relative squared error 90.8468 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.064 0.65 0.71 0.678 0.834 chest 0.605 0.061 0.623 0.605 0.614 0.788 forearm 0.599 0.074 0.575 0.599 0.587 0.784 head 0.701 0.049 0.707 0.701 0.704 0.862 shin 0.491 0.079 0.507 0.491 0.499 0.734 thigh 0.627 0.062 0.627 0.627 0.627 0.809 upperarm 0.487 0.075 0.521 0.487 0.503 0.722 waist Weighted Avg. 0.603 0.066 0.601 0.603 0.602 0.791 === Confusion Matrix === a b c d e f g <-- classified as 269 27 23 2 16 10 32 | a = chest 40 228 51 9 12 8 29 | b = forearm 25 48 227 7 21 20 31 | c = head 6 10 13 265 51 23 10 | d = shin 25 16 20 50 185 45 36 | e = thigh 13 10 27 22 38 237 31 | f = upperarm 36 27 34 20 42 35 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1525 57.6342 % Incorrectly Classified Instances 1121 42.3658 % Kappa statistic 0.5057 Mean absolute error 0.1238 Root mean squared error 0.329 Relative absolute error 50.5529 % Root relative squared error 94.0076 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.065 0.608 0.602 0.605 0.802 chest 0.623 0.071 0.595 0.623 0.609 0.793 forearm 0.614 0.074 0.58 0.614 0.596 0.789 head 0.693 0.053 0.686 0.693 0.689 0.85 shin 0.447 0.083 0.473 0.447 0.46 0.714 thigh 0.579 0.055 0.637 0.579 0.607 0.788 upperarm 0.476 0.094 0.458 0.476 0.467 0.719 waist Weighted Avg. 0.576 0.071 0.577 0.576 0.576 0.779 === Confusion Matrix === a b c d e f g <-- classified as 228 45 28 4 20 12 42 | a = chest 36 235 43 12 15 5 31 | b = forearm 22 43 232 11 22 23 25 | c = head 3 12 6 262 56 15 24 | d = shin 18 19 25 49 169 42 56 | e = thigh 9 17 22 29 47 219 35 | f = upperarm 59 24 44 15 28 28 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1576 59.5616 % Incorrectly Classified Instances 1070 40.4384 % Kappa statistic 0.5282 Mean absolute error 0.1173 Root mean squared error 0.3194 Relative absolute error 47.8947 % Root relative squared error 91.2721 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.055 0.668 0.657 0.662 0.823 chest 0.607 0.078 0.565 0.607 0.586 0.783 forearm 0.587 0.07 0.584 0.587 0.586 0.782 head 0.757 0.056 0.694 0.757 0.724 0.878 shin 0.479 0.082 0.495 0.479 0.487 0.741 thigh 0.608 0.059 0.632 0.608 0.62 0.796 upperarm 0.474 0.074 0.517 0.474 0.494 0.75 waist Weighted Avg. 0.596 0.067 0.594 0.596 0.594 0.793 === Confusion Matrix === a b c d e f g <-- classified as 249 46 19 5 16 12 32 | a = chest 31 229 51 9 17 11 29 | b = forearm 16 53 222 8 22 25 32 | c = head 2 13 10 286 42 13 12 | d = shin 18 16 24 63 181 39 37 | e = thigh 11 14 24 27 47 230 25 | f = upperarm 46 34 30 14 41 34 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1578 59.6372 % Incorrectly Classified Instances 1068 40.3628 % Kappa statistic 0.5291 Mean absolute error 0.1187 Root mean squared error 0.3218 Relative absolute error 48.4721 % Root relative squared error 91.9667 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.059 0.651 0.66 0.655 0.823 chest 0.607 0.069 0.595 0.607 0.601 0.796 forearm 0.614 0.056 0.646 0.614 0.63 0.806 head 0.648 0.052 0.677 0.648 0.662 0.836 shin 0.545 0.093 0.494 0.545 0.518 0.755 thigh 0.611 0.062 0.621 0.611 0.616 0.786 upperarm 0.489 0.08 0.504 0.489 0.497 0.723 waist Weighted Avg. 0.596 0.067 0.598 0.596 0.597 0.789 === Confusion Matrix === a b c d e f g <-- classified as 250 37 21 6 18 11 36 | a = chest 34 229 36 12 21 14 31 | b = forearm 19 43 232 8 21 27 28 | c = head 3 12 11 245 67 20 20 | d = shin 24 21 12 42 206 33 40 | e = thigh 14 11 22 23 50 231 27 | f = upperarm 40 32 25 26 34 36 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1610 60.8466 % Incorrectly Classified Instances 1036 39.1534 % Kappa statistic 0.5432 Mean absolute error 0.1156 Root mean squared error 0.3158 Relative absolute error 47.2158 % Root relative squared error 90.2414 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.059 0.664 0.694 0.679 0.833 chest 0.639 0.059 0.641 0.639 0.64 0.822 forearm 0.606 0.067 0.601 0.606 0.603 0.792 head 0.706 0.052 0.692 0.706 0.699 0.846 shin 0.495 0.077 0.518 0.495 0.506 0.751 thigh 0.63 0.055 0.656 0.63 0.642 0.812 upperarm 0.489 0.087 0.483 0.489 0.486 0.733 waist Weighted Avg. 0.608 0.065 0.608 0.608 0.608 0.798 === Confusion Matrix === a b c d e f g <-- classified as 263 24 16 9 23 6 38 | a = chest 36 241 35 7 16 13 29 | b = forearm 18 40 229 17 17 24 33 | c = head 8 9 16 267 42 20 16 | d = shin 18 13 25 52 187 37 46 | e = thigh 12 12 23 20 37 238 36 | f = upperarm 41 37 37 14 39 25 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1565 59.1459 % Incorrectly Classified Instances 1081 40.8541 % Kappa statistic 0.5234 Mean absolute error 0.1194 Root mean squared error 0.3232 Relative absolute error 48.7725 % Root relative squared error 92.3657 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.632 0.059 0.642 0.632 0.637 0.819 chest 0.622 0.067 0.606 0.622 0.614 0.791 forearm 0.619 0.068 0.603 0.619 0.611 0.793 head 0.664 0.055 0.669 0.664 0.667 0.842 shin 0.479 0.092 0.464 0.479 0.471 0.717 thigh 0.661 0.063 0.636 0.661 0.649 0.811 upperarm 0.463 0.073 0.515 0.463 0.487 0.713 waist Weighted Avg. 0.591 0.068 0.591 0.591 0.591 0.784 === Confusion Matrix === a b c d e f g <-- classified as 240 40 27 7 19 9 38 | a = chest 31 234 39 8 19 16 29 | b = forearm 23 33 234 15 24 21 28 | c = head 4 14 8 251 67 19 15 | d = shin 20 15 22 62 181 41 37 | e = thigh 14 14 26 14 42 250 18 | f = upperarm 42 36 32 18 38 37 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1603 60.582 % Incorrectly Classified Instances 1043 39.418 % Kappa statistic 0.5401 Mean absolute error 0.1158 Root mean squared error 0.3174 Relative absolute error 47.2996 % Root relative squared error 90.6966 % Total Number of Instances 2646 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.058 0.676 0.718 0.696 0.852 chest 0.606 0.071 0.585 0.606 0.595 0.79 forearm 0.635 0.075 0.584 0.635 0.608 0.81 head 0.659 0.048 0.697 0.659 0.678 0.845 shin 0.479 0.085 0.484 0.479 0.481 0.73 thigh 0.664 0.049 0.695 0.664 0.679 0.82 upperarm 0.479 0.074 0.519 0.479 0.498 0.719 waist Weighted Avg. 0.606 0.066 0.606 0.606 0.605 0.795 === Confusion Matrix === a b c d e f g <-- classified as 273 38 18 7 9 3 32 | a = chest 32 228 46 13 22 9 26 | b = forearm 24 39 240 4 25 18 28 | c = head 8 11 17 249 63 14 16 | d = shin 20 18 28 54 181 40 37 | e = thigh 11 13 28 17 29 251 29 | f = upperarm 36 43 34 13 45 26 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1561 59.017 % Incorrectly Classified Instances 1084 40.983 % Kappa statistic 0.5219 Mean absolute error 0.1203 Root mean squared error 0.3251 Relative absolute error 49.1048 % Root relative squared error 92.9099 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.071 0.629 0.713 0.668 0.836 chest 0.598 0.065 0.605 0.598 0.602 0.774 forearm 0.614 0.067 0.604 0.614 0.609 0.799 head 0.632 0.052 0.668 0.632 0.649 0.824 shin 0.479 0.089 0.474 0.479 0.476 0.715 thigh 0.64 0.06 0.642 0.64 0.641 0.802 upperarm 0.454 0.075 0.501 0.454 0.476 0.703 waist Weighted Avg. 0.59 0.068 0.589 0.59 0.589 0.779 === Confusion Matrix === a b c d e f g <-- classified as 271 28 18 4 12 14 33 | a = chest 37 225 45 11 20 14 24 | b = forearm 23 48 232 7 19 23 26 | c = head 13 6 6 239 74 20 20 | d = shin 18 19 27 53 181 41 39 | e = thigh 12 13 24 20 39 242 28 | f = upperarm 57 33 32 24 37 23 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1594 60.2647 % Incorrectly Classified Instances 1051 39.7353 % Kappa statistic 0.5364 Mean absolute error 0.1178 Root mean squared error 0.3193 Relative absolute error 48.1004 % Root relative squared error 91.2577 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.057 0.668 0.676 0.672 0.832 chest 0.67 0.063 0.64 0.67 0.655 0.818 forearm 0.542 0.066 0.577 0.542 0.559 0.76 head 0.676 0.057 0.662 0.676 0.669 0.835 shin 0.46 0.079 0.494 0.46 0.477 0.713 thigh 0.683 0.059 0.658 0.683 0.67 0.843 upperarm 0.511 0.083 0.505 0.511 0.508 0.74 waist Weighted Avg. 0.603 0.066 0.601 0.603 0.601 0.791 === Confusion Matrix === a b c d e f g <-- classified as 257 35 17 5 21 10 35 | a = chest 22 252 33 11 12 14 32 | b = forearm 24 50 205 9 25 26 39 | c = head 13 6 16 255 50 19 18 | d = shin 18 11 25 61 174 42 47 | e = thigh 9 10 22 21 40 258 18 | f = upperarm 42 30 37 23 30 23 193 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1580 59.7353 % Incorrectly Classified Instances 1065 40.2647 % Kappa statistic 0.5303 Mean absolute error 0.119 Root mean squared error 0.322 Relative absolute error 48.5914 % Root relative squared error 92.0157 % Total Number of Instances 2645 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.065 0.607 0.599 0.603 0.788 chest 0.644 0.073 0.595 0.644 0.618 0.811 forearm 0.627 0.073 0.59 0.627 0.608 0.797 head 0.675 0.043 0.724 0.675 0.699 0.839 shin 0.532 0.081 0.522 0.532 0.527 0.749 thigh 0.611 0.055 0.649 0.611 0.629 0.794 upperarm 0.495 0.08 0.507 0.495 0.501 0.734 waist Weighted Avg. 0.597 0.067 0.599 0.597 0.598 0.787 === Confusion Matrix === a b c d e f g <-- classified as 227 41 22 4 25 14 46 | a = chest 44 242 40 6 13 4 27 | b = forearm 15 43 237 10 17 24 32 | c = head 7 13 12 255 58 20 13 | d = shin 20 13 28 49 201 32 35 | e = thigh 15 12 43 19 29 231 29 | f = upperarm 46 43 20 9 42 31 187 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 11 RUN: 0 FOLD: 0 Correctly Classified Instances 1354 52.117 % Incorrectly Classified Instances 1244 47.883 % Kappa statistic 0.4414 Mean absolute error 0.1409 Root mean squared error 0.3521 Relative absolute error 57.5248 % Root relative squared error 100.6279 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.474 0.106 0.427 0.474 0.45 0.697 chest 0.425 0.086 0.45 0.425 0.437 0.687 forearm 0.62 0.07 0.594 0.62 0.607 0.8 head 0.569 0.061 0.608 0.569 0.588 0.777 shin 0.539 0.085 0.514 0.539 0.526 0.739 thigh 0.566 0.063 0.6 0.566 0.583 0.778 upperarm 0.454 0.087 0.467 0.454 0.46 0.708 waist Weighted Avg. 0.521 0.08 0.523 0.521 0.522 0.741 === Confusion Matrix === a b c d e f g <-- classified as 176 44 23 27 26 28 47 | a = chest 53 157 65 23 25 7 39 | b = forearm 28 54 230 7 16 4 32 | c = head 23 20 8 211 52 34 23 | d = shin 28 19 21 33 201 42 29 | e = thigh 46 19 4 26 43 210 23 | f = upperarm 58 36 36 20 28 25 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1337 51.4627 % Incorrectly Classified Instances 1261 48.5373 % Kappa statistic 0.4337 Mean absolute error 0.1425 Root mean squared error 0.352 Relative absolute error 58.1852 % Root relative squared error 100.6054 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.504 0.107 0.44 0.504 0.47 0.719 chest 0.377 0.094 0.398 0.377 0.387 0.669 forearm 0.623 0.076 0.576 0.623 0.598 0.794 head 0.612 0.066 0.605 0.612 0.609 0.798 shin 0.445 0.076 0.494 0.445 0.468 0.713 thigh 0.601 0.062 0.618 0.601 0.609 0.804 upperarm 0.441 0.084 0.467 0.441 0.454 0.705 waist Weighted Avg. 0.515 0.081 0.514 0.515 0.514 0.743 === Confusion Matrix === a b c d e f g <-- classified as 187 47 26 22 18 25 46 | a = chest 74 139 81 11 23 7 34 | b = forearm 31 64 231 5 13 3 24 | c = head 21 23 7 227 51 27 15 | d = shin 26 31 20 44 166 55 31 | e = thigh 30 10 3 35 33 223 37 | f = upperarm 56 35 33 31 32 21 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1320 50.8083 % Incorrectly Classified Instances 1278 49.1917 % Kappa statistic 0.4261 Mean absolute error 0.1443 Root mean squared error 0.3558 Relative absolute error 58.9293 % Root relative squared error 101.6811 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.425 0.106 0.401 0.425 0.413 0.688 chest 0.458 0.093 0.449 0.458 0.454 0.703 forearm 0.574 0.063 0.602 0.574 0.588 0.784 head 0.581 0.066 0.595 0.581 0.588 0.784 shin 0.484 0.078 0.508 0.484 0.496 0.735 thigh 0.605 0.065 0.607 0.605 0.606 0.797 upperarm 0.43 0.102 0.412 0.43 0.421 0.684 waist Weighted Avg. 0.508 0.082 0.511 0.508 0.509 0.739 === Confusion Matrix === a b c d e f g <-- classified as 158 63 20 24 18 29 60 | a = chest 50 169 53 16 22 15 44 | b = forearm 32 56 213 6 20 4 40 | c = head 28 20 7 216 47 27 27 | d = shin 33 20 14 36 180 56 33 | e = thigh 44 11 3 25 39 224 24 | f = upperarm 49 37 44 40 28 14 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1349 51.9246 % Incorrectly Classified Instances 1249 48.0754 % Kappa statistic 0.4391 Mean absolute error 0.142 Root mean squared error 0.3524 Relative absolute error 57.9774 % Root relative squared error 100.6928 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.481 0.102 0.442 0.481 0.461 0.705 chest 0.477 0.091 0.466 0.477 0.471 0.718 forearm 0.59 0.065 0.603 0.59 0.597 0.779 head 0.616 0.065 0.612 0.616 0.614 0.804 shin 0.427 0.092 0.438 0.427 0.433 0.697 thigh 0.611 0.072 0.585 0.611 0.598 0.795 upperarm 0.433 0.075 0.489 0.433 0.459 0.694 waist Weighted Avg. 0.519 0.08 0.519 0.519 0.519 0.742 === Confusion Matrix === a b c d e f g <-- classified as 179 46 19 19 23 41 45 | a = chest 59 176 58 15 27 9 25 | b = forearm 32 57 219 10 24 5 24 | c = head 25 19 4 229 44 28 23 | d = shin 32 24 25 51 159 53 28 | e = thigh 33 13 10 20 45 226 23 | f = upperarm 45 43 28 30 41 24 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1353 52.0785 % Incorrectly Classified Instances 1245 47.9215 % Kappa statistic 0.4409 Mean absolute error 0.1411 Root mean squared error 0.3513 Relative absolute error 57.6247 % Root relative squared error 100.3929 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.452 0.091 0.454 0.452 0.453 0.709 chest 0.431 0.081 0.468 0.431 0.449 0.714 forearm 0.633 0.071 0.598 0.633 0.615 0.8 head 0.54 0.068 0.571 0.54 0.555 0.774 shin 0.516 0.082 0.513 0.516 0.515 0.734 thigh 0.605 0.074 0.576 0.605 0.59 0.798 upperarm 0.468 0.093 0.458 0.468 0.463 0.714 waist Weighted Avg. 0.521 0.08 0.52 0.521 0.52 0.749 === Confusion Matrix === a b c d e f g <-- classified as 168 46 23 16 20 52 47 | a = chest 61 159 64 15 23 8 39 | b = forearm 18 54 235 9 14 5 36 | c = head 23 19 6 201 51 34 38 | d = shin 28 20 20 48 192 37 27 | e = thigh 29 12 6 32 48 224 19 | f = upperarm 43 30 39 31 26 29 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1317 50.6928 % Incorrectly Classified Instances 1281 49.3072 % Kappa statistic 0.4248 Mean absolute error 0.1433 Root mean squared error 0.3544 Relative absolute error 58.5087 % Root relative squared error 101.2745 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.441 0.099 0.426 0.441 0.433 0.693 chest 0.436 0.102 0.414 0.436 0.425 0.697 forearm 0.578 0.069 0.584 0.578 0.581 0.79 head 0.585 0.066 0.596 0.585 0.59 0.785 shin 0.461 0.09 0.462 0.461 0.462 0.718 thigh 0.568 0.069 0.577 0.568 0.572 0.772 upperarm 0.48 0.08 0.5 0.48 0.49 0.713 waist Weighted Avg. 0.507 0.082 0.509 0.507 0.508 0.738 === Confusion Matrix === a b c d e f g <-- classified as 164 57 26 31 22 33 39 | a = chest 72 161 55 15 27 12 27 | b = forearm 18 74 215 3 24 6 32 | c = head 22 15 5 217 53 35 24 | d = shin 30 34 18 46 172 44 29 | e = thigh 39 10 11 29 44 210 27 | f = upperarm 40 38 38 23 30 24 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1349 51.9246 % Incorrectly Classified Instances 1249 48.0754 % Kappa statistic 0.4391 Mean absolute error 0.1413 Root mean squared error 0.3515 Relative absolute error 57.6923 % Root relative squared error 100.4518 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.478 0.088 0.476 0.478 0.477 0.714 chest 0.455 0.099 0.432 0.455 0.443 0.689 forearm 0.596 0.067 0.596 0.596 0.596 0.78 head 0.609 0.069 0.596 0.609 0.603 0.81 shin 0.458 0.082 0.483 0.458 0.47 0.728 thigh 0.601 0.065 0.606 0.601 0.604 0.796 upperarm 0.437 0.09 0.446 0.437 0.441 0.696 waist Weighted Avg. 0.519 0.08 0.519 0.519 0.519 0.745 === Confusion Matrix === a b c d e f g <-- classified as 178 50 27 16 13 42 46 | a = chest 50 168 58 24 31 7 31 | b = forearm 24 62 221 6 21 6 31 | c = head 19 20 7 226 43 22 34 | d = shin 22 25 22 43 171 51 39 | e = thigh 34 15 5 27 47 223 20 | f = upperarm 47 49 31 37 28 17 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1316 50.6739 % Incorrectly Classified Instances 1281 49.3261 % Kappa statistic 0.4245 Mean absolute error 0.1434 Root mean squared error 0.3552 Relative absolute error 58.5389 % Root relative squared error 101.5196 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.096 0.438 0.45 0.444 0.697 chest 0.412 0.094 0.42 0.412 0.416 0.704 forearm 0.601 0.074 0.575 0.601 0.588 0.789 head 0.544 0.076 0.544 0.544 0.544 0.774 shin 0.509 0.08 0.516 0.509 0.513 0.743 thigh 0.582 0.063 0.605 0.582 0.593 0.796 upperarm 0.447 0.092 0.449 0.447 0.448 0.712 waist Weighted Avg. 0.507 0.082 0.507 0.507 0.507 0.745 === Confusion Matrix === a b c d e f g <-- classified as 167 57 27 16 18 33 53 | a = chest 65 152 71 21 18 9 33 | b = forearm 25 56 223 5 18 10 34 | c = head 29 18 4 202 59 28 31 | d = shin 17 27 26 46 190 39 28 | e = thigh 25 11 1 51 42 216 25 | f = upperarm 53 41 36 30 23 22 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1367 52.6377 % Incorrectly Classified Instances 1230 47.3623 % Kappa statistic 0.4474 Mean absolute error 0.1396 Root mean squared error 0.3502 Relative absolute error 57.0231 % Root relative squared error 100.0737 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.1 0.435 0.464 0.449 0.706 chest 0.496 0.096 0.462 0.496 0.478 0.726 forearm 0.601 0.066 0.603 0.601 0.602 0.817 head 0.593 0.066 0.601 0.593 0.597 0.777 shin 0.525 0.081 0.52 0.525 0.523 0.729 thigh 0.558 0.06 0.609 0.558 0.582 0.786 upperarm 0.447 0.084 0.47 0.447 0.459 0.693 waist Weighted Avg. 0.526 0.079 0.529 0.526 0.527 0.748 === Confusion Matrix === a b c d e f g <-- classified as 172 54 19 18 29 29 50 | a = chest 54 183 59 17 15 8 33 | b = forearm 25 64 223 6 14 8 31 | c = head 23 17 7 220 49 29 26 | d = shin 20 27 19 35 196 49 27 | e = thigh 31 14 10 40 49 207 20 | f = upperarm 70 37 33 30 25 10 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1406 54.1394 % Incorrectly Classified Instances 1191 45.8606 % Kappa statistic 0.465 Mean absolute error 0.1372 Root mean squared error 0.3443 Relative absolute error 56.0207 % Root relative squared error 98.3782 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.48 0.101 0.443 0.48 0.461 0.708 chest 0.501 0.09 0.479 0.501 0.49 0.726 forearm 0.677 0.071 0.614 0.677 0.644 0.817 head 0.596 0.066 0.602 0.596 0.599 0.79 shin 0.496 0.081 0.505 0.496 0.501 0.719 thigh 0.59 0.058 0.629 0.59 0.609 0.788 upperarm 0.45 0.068 0.524 0.45 0.484 0.709 waist Weighted Avg. 0.541 0.076 0.542 0.541 0.541 0.751 === Confusion Matrix === a b c d e f g <-- classified as 178 56 26 20 28 29 34 | a = chest 50 185 63 11 23 5 32 | b = forearm 25 50 251 7 15 5 18 | c = head 21 23 4 221 46 31 25 | d = shin 30 26 16 55 185 36 25 | e = thigh 36 21 5 29 43 219 18 | f = upperarm 62 25 44 24 26 23 167 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1364 52.5019 % Incorrectly Classified Instances 1234 47.4981 % Kappa statistic 0.4459 Mean absolute error 0.1404 Root mean squared error 0.3487 Relative absolute error 57.3189 % Root relative squared error 99.6381 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.435 0.099 0.424 0.435 0.43 0.687 chest 0.515 0.102 0.455 0.515 0.483 0.732 forearm 0.588 0.063 0.607 0.588 0.597 0.783 head 0.605 0.079 0.563 0.605 0.583 0.794 shin 0.523 0.079 0.527 0.523 0.525 0.747 thigh 0.584 0.057 0.63 0.584 0.606 0.798 upperarm 0.426 0.075 0.485 0.426 0.453 0.707 waist Weighted Avg. 0.525 0.079 0.527 0.525 0.525 0.75 === Confusion Matrix === a b c d e f g <-- classified as 162 75 15 28 22 34 36 | a = chest 53 190 54 17 13 8 34 | b = forearm 31 57 218 6 19 3 37 | c = head 22 21 3 225 42 31 28 | d = shin 25 25 20 51 195 34 23 | e = thigh 33 14 5 42 50 216 10 | f = upperarm 56 36 44 31 29 17 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1327 51.0778 % Incorrectly Classified Instances 1271 48.9222 % Kappa statistic 0.4292 Mean absolute error 0.1429 Root mean squared error 0.3539 Relative absolute error 58.3348 % Root relative squared error 101.1489 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.1 0.457 0.505 0.48 0.737 chest 0.388 0.085 0.429 0.388 0.407 0.675 forearm 0.612 0.072 0.585 0.612 0.598 0.815 head 0.573 0.063 0.602 0.573 0.587 0.775 shin 0.499 0.096 0.465 0.499 0.481 0.744 thigh 0.557 0.071 0.564 0.557 0.561 0.764 upperarm 0.442 0.082 0.473 0.442 0.457 0.7 waist Weighted Avg. 0.511 0.082 0.511 0.511 0.51 0.744 === Confusion Matrix === a b c d e f g <-- classified as 188 46 23 16 18 34 47 | a = chest 58 143 62 22 29 19 36 | b = forearm 27 67 227 3 15 4 28 | c = head 29 16 10 213 56 25 23 | d = shin 25 10 30 43 186 50 29 | e = thigh 38 12 5 29 60 206 20 | f = upperarm 46 39 31 28 36 27 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1354 52.117 % Incorrectly Classified Instances 1244 47.883 % Kappa statistic 0.4414 Mean absolute error 0.14 Root mean squared error 0.3503 Relative absolute error 57.1761 % Root relative squared error 100.1118 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.508 0.097 0.468 0.508 0.487 0.718 chest 0.431 0.088 0.448 0.431 0.439 0.7 forearm 0.628 0.07 0.601 0.628 0.614 0.798 head 0.581 0.065 0.598 0.581 0.589 0.783 shin 0.458 0.086 0.472 0.458 0.465 0.703 thigh 0.624 0.071 0.594 0.624 0.609 0.793 upperarm 0.418 0.083 0.457 0.418 0.437 0.711 waist Weighted Avg. 0.521 0.08 0.52 0.521 0.52 0.744 === Confusion Matrix === a b c d e f g <-- classified as 189 45 19 16 24 38 41 | a = chest 63 159 64 21 18 7 37 | b = forearm 18 57 233 8 22 7 26 | c = head 23 16 3 216 53 33 28 | d = shin 21 28 28 38 171 56 31 | e = thigh 38 8 1 29 42 231 21 | f = upperarm 52 42 40 33 32 17 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1311 50.4619 % Incorrectly Classified Instances 1287 49.5381 % Kappa statistic 0.4221 Mean absolute error 0.1447 Root mean squared error 0.356 Relative absolute error 59.0657 % Root relative squared error 101.7326 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.425 0.107 0.399 0.425 0.411 0.686 chest 0.509 0.098 0.462 0.509 0.485 0.732 forearm 0.534 0.078 0.534 0.534 0.534 0.765 head 0.523 0.066 0.569 0.523 0.545 0.765 shin 0.496 0.081 0.505 0.496 0.501 0.732 thigh 0.588 0.059 0.623 0.588 0.605 0.779 upperarm 0.458 0.088 0.463 0.458 0.461 0.709 waist Weighted Avg. 0.505 0.083 0.508 0.505 0.506 0.738 === Confusion Matrix === a b c d e f g <-- classified as 158 63 28 25 17 30 51 | a = chest 52 188 53 12 21 12 31 | b = forearm 34 64 198 6 25 7 37 | c = head 34 21 9 194 54 26 33 | d = shin 29 22 30 42 185 39 26 | e = thigh 37 14 6 39 38 218 19 | f = upperarm 52 35 47 23 26 18 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1282 49.3457 % Incorrectly Classified Instances 1316 50.6543 % Kappa statistic 0.409 Mean absolute error 0.1467 Root mean squared error 0.3604 Relative absolute error 59.9042 % Root relative squared error 102.9972 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.439 0.099 0.426 0.439 0.432 0.696 chest 0.461 0.094 0.447 0.461 0.454 0.712 forearm 0.585 0.075 0.567 0.585 0.576 0.785 head 0.534 0.071 0.556 0.534 0.545 0.776 shin 0.391 0.085 0.435 0.391 0.412 0.696 thigh 0.615 0.071 0.591 0.615 0.602 0.796 upperarm 0.43 0.096 0.428 0.43 0.429 0.692 waist Weighted Avg. 0.493 0.084 0.493 0.493 0.493 0.736 === Confusion Matrix === a b c d e f g <-- classified as 163 56 28 24 23 25 52 | a = chest 51 170 60 14 26 9 39 | b = forearm 29 55 217 6 22 3 39 | c = head 30 20 7 198 48 36 32 | d = shin 29 37 16 55 146 61 29 | e = thigh 38 5 7 29 41 228 23 | f = upperarm 43 37 48 30 30 24 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1310 50.4234 % Incorrectly Classified Instances 1288 49.5766 % Kappa statistic 0.4216 Mean absolute error 0.1443 Root mean squared error 0.3579 Relative absolute error 58.9306 % Root relative squared error 102.2729 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.115 0.392 0.445 0.417 0.698 chest 0.431 0.097 0.424 0.431 0.427 0.7 forearm 0.585 0.063 0.608 0.585 0.596 0.786 head 0.631 0.077 0.576 0.631 0.602 0.792 shin 0.464 0.087 0.473 0.464 0.468 0.708 thigh 0.536 0.056 0.616 0.536 0.573 0.773 upperarm 0.438 0.084 0.466 0.438 0.452 0.709 waist Weighted Avg. 0.504 0.083 0.508 0.504 0.505 0.738 === Confusion Matrix === a b c d e f g <-- classified as 165 66 21 36 22 25 36 | a = chest 66 159 56 14 32 12 30 | b = forearm 29 53 217 4 24 7 37 | c = head 24 17 5 234 46 19 26 | d = shin 38 25 21 48 173 39 29 | e = thigh 43 10 6 33 51 199 29 | f = upperarm 56 45 31 37 18 22 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1342 51.6551 % Incorrectly Classified Instances 1256 48.3449 % Kappa statistic 0.436 Mean absolute error 0.142 Root mean squared error 0.3529 Relative absolute error 57.9919 % Root relative squared error 100.8499 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.1 0.431 0.453 0.442 0.697 chest 0.431 0.093 0.434 0.431 0.433 0.7 forearm 0.606 0.071 0.586 0.606 0.596 0.792 head 0.574 0.062 0.607 0.574 0.59 0.781 shin 0.48 0.085 0.486 0.48 0.483 0.719 thigh 0.644 0.07 0.607 0.644 0.625 0.815 upperarm 0.427 0.084 0.461 0.427 0.444 0.694 waist Weighted Avg. 0.517 0.081 0.516 0.517 0.516 0.743 === Confusion Matrix === a b c d e f g <-- classified as 168 53 15 13 18 46 58 | a = chest 53 159 70 16 37 11 23 | b = forearm 25 57 225 5 18 5 36 | c = head 31 16 6 213 46 29 30 | d = shin 20 25 22 54 179 49 24 | e = thigh 27 15 8 24 43 239 15 | f = upperarm 66 41 38 26 27 15 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1345 51.7905 % Incorrectly Classified Instances 1252 48.2095 % Kappa statistic 0.4376 Mean absolute error 0.1422 Root mean squared error 0.3523 Relative absolute error 58.0668 % Root relative squared error 100.6654 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.098 0.438 0.461 0.449 0.694 chest 0.482 0.097 0.452 0.482 0.467 0.725 forearm 0.588 0.072 0.577 0.588 0.582 0.796 head 0.555 0.071 0.566 0.555 0.561 0.769 shin 0.5 0.079 0.515 0.5 0.508 0.74 thigh 0.558 0.058 0.614 0.558 0.585 0.773 upperarm 0.481 0.087 0.48 0.481 0.481 0.728 waist Weighted Avg. 0.518 0.08 0.52 0.518 0.519 0.747 === Confusion Matrix === a b c d e f g <-- classified as 171 54 31 19 18 36 42 | a = chest 54 178 57 18 22 10 30 | b = forearm 24 66 218 11 19 3 30 | c = head 29 17 7 206 56 27 29 | d = shin 22 25 21 46 186 38 34 | e = thigh 42 15 4 35 39 207 29 | f = upperarm 48 39 40 29 21 16 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1332 51.2899 % Incorrectly Classified Instances 1265 48.7101 % Kappa statistic 0.4317 Mean absolute error 0.1427 Root mean squared error 0.353 Relative absolute error 58.2817 % Root relative squared error 100.8897 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.469 0.107 0.422 0.469 0.444 0.698 chest 0.496 0.101 0.449 0.496 0.471 0.722 forearm 0.566 0.069 0.577 0.566 0.571 0.785 head 0.588 0.064 0.606 0.588 0.596 0.796 shin 0.462 0.08 0.491 0.462 0.476 0.71 thigh 0.555 0.067 0.58 0.555 0.567 0.779 upperarm 0.454 0.08 0.486 0.454 0.469 0.723 waist Weighted Avg. 0.513 0.081 0.516 0.513 0.514 0.745 === Confusion Matrix === a b c d e f g <-- classified as 174 49 34 20 27 32 35 | a = chest 40 183 57 15 25 7 42 | b = forearm 29 67 210 7 21 3 34 | c = head 19 22 8 218 41 39 24 | d = shin 34 35 17 46 172 48 20 | e = thigh 56 17 2 24 42 206 24 | f = upperarm 60 35 36 30 22 20 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1346 51.829 % Incorrectly Classified Instances 1251 48.171 % Kappa statistic 0.438 Mean absolute error 0.1407 Root mean squared error 0.3506 Relative absolute error 57.4598 % Root relative squared error 100.1965 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.435 0.089 0.449 0.435 0.442 0.685 chest 0.488 0.108 0.429 0.488 0.456 0.719 forearm 0.626 0.062 0.628 0.626 0.627 0.806 head 0.55 0.069 0.57 0.55 0.56 0.784 shin 0.513 0.08 0.519 0.513 0.516 0.73 thigh 0.557 0.079 0.541 0.557 0.549 0.768 upperarm 0.458 0.075 0.503 0.458 0.48 0.716 waist Weighted Avg. 0.518 0.08 0.52 0.518 0.519 0.744 === Confusion Matrix === a b c d e f g <-- classified as 162 78 19 17 25 37 34 | a = chest 50 180 55 12 21 12 39 | b = forearm 14 61 233 8 24 10 22 | c = head 33 25 8 204 43 38 20 | d = shin 21 28 21 42 191 46 23 | e = thigh 36 14 6 37 41 206 30 | f = upperarm 45 34 29 38 23 32 170 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1288 49.5766 % Incorrectly Classified Instances 1310 50.4234 % Kappa statistic 0.4117 Mean absolute error 0.1471 Root mean squared error 0.3584 Relative absolute error 60.0479 % Root relative squared error 102.416 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.431 0.111 0.392 0.431 0.411 0.694 chest 0.458 0.112 0.404 0.458 0.429 0.697 forearm 0.577 0.068 0.586 0.577 0.582 0.793 head 0.57 0.065 0.596 0.57 0.582 0.785 shin 0.483 0.088 0.479 0.483 0.481 0.73 thigh 0.55 0.066 0.583 0.55 0.566 0.774 upperarm 0.402 0.079 0.458 0.402 0.428 0.689 waist Weighted Avg. 0.496 0.084 0.5 0.496 0.497 0.737 === Confusion Matrix === a b c d e f g <-- classified as 160 65 16 26 32 32 40 | a = chest 64 169 53 16 16 14 37 | b = forearm 26 68 214 7 20 3 33 | c = head 28 22 7 212 44 37 22 | d = shin 34 36 22 37 180 42 22 | e = thigh 41 15 10 32 47 204 22 | f = upperarm 55 43 43 26 37 18 149 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1326 51.0393 % Incorrectly Classified Instances 1272 48.9607 % Kappa statistic 0.4288 Mean absolute error 0.1437 Root mean squared error 0.3546 Relative absolute error 58.6875 % Root relative squared error 101.3258 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.472 0.111 0.414 0.472 0.441 0.707 chest 0.45 0.086 0.465 0.45 0.457 0.718 forearm 0.588 0.071 0.58 0.588 0.584 0.794 head 0.583 0.076 0.562 0.583 0.573 0.77 shin 0.464 0.077 0.501 0.464 0.482 0.72 thigh 0.595 0.068 0.593 0.595 0.594 0.798 upperarm 0.422 0.082 0.462 0.422 0.441 0.693 waist Weighted Avg. 0.51 0.082 0.511 0.51 0.51 0.743 === Confusion Matrix === a b c d e f g <-- classified as 175 46 24 19 22 39 46 | a = chest 65 166 69 11 14 9 35 | b = forearm 27 60 218 7 18 7 34 | c = head 26 17 5 217 50 26 31 | d = shin 28 21 23 59 173 47 22 | e = thigh 37 9 4 39 46 220 15 | f = upperarm 65 38 33 34 22 23 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1304 50.1925 % Incorrectly Classified Instances 1294 49.8075 % Kappa statistic 0.4189 Mean absolute error 0.1454 Root mean squared error 0.3572 Relative absolute error 59.3778 % Root relative squared error 102.0828 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.415 0.099 0.411 0.415 0.413 0.677 chest 0.496 0.087 0.485 0.496 0.491 0.724 forearm 0.574 0.068 0.585 0.574 0.58 0.799 head 0.53 0.074 0.544 0.53 0.537 0.755 shin 0.466 0.094 0.454 0.466 0.46 0.711 thigh 0.576 0.069 0.582 0.576 0.579 0.792 upperarm 0.457 0.09 0.458 0.457 0.458 0.698 waist Weighted Avg. 0.502 0.083 0.503 0.502 0.502 0.737 === Confusion Matrix === a b c d e f g <-- classified as 154 49 34 27 21 31 55 | a = chest 59 183 48 18 18 14 29 | b = forearm 24 63 213 9 19 6 37 | c = head 22 15 9 197 67 33 29 | d = shin 26 23 21 54 174 45 30 | e = thigh 39 15 4 27 51 213 21 | f = upperarm 51 29 35 30 33 24 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1320 50.8083 % Incorrectly Classified Instances 1278 49.1917 % Kappa statistic 0.4261 Mean absolute error 0.1445 Root mean squared error 0.3553 Relative absolute error 59.0118 % Root relative squared error 101.5401 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.457 0.098 0.438 0.457 0.447 0.711 chest 0.455 0.106 0.415 0.455 0.434 0.699 forearm 0.555 0.068 0.577 0.555 0.566 0.775 head 0.625 0.064 0.619 0.625 0.622 0.805 shin 0.477 0.083 0.49 0.477 0.484 0.717 thigh 0.573 0.067 0.586 0.573 0.579 0.778 upperarm 0.414 0.087 0.443 0.414 0.428 0.682 waist Weighted Avg. 0.508 0.082 0.51 0.508 0.509 0.738 === Confusion Matrix === a b c d e f g <-- classified as 170 57 28 16 23 27 51 | a = chest 58 168 59 10 28 11 35 | b = forearm 24 81 206 5 17 6 32 | c = head 24 19 4 232 40 30 22 | d = shin 27 25 22 45 178 47 29 | e = thigh 32 10 9 34 48 212 25 | f = upperarm 53 45 29 33 29 29 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1395 53.6952 % Incorrectly Classified Instances 1203 46.3048 % Kappa statistic 0.4598 Mean absolute error 0.1369 Root mean squared error 0.3467 Relative absolute error 55.9192 % Root relative squared error 99.0752 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.092 0.468 0.484 0.476 0.711 chest 0.472 0.094 0.453 0.472 0.462 0.709 forearm 0.585 0.057 0.629 0.585 0.606 0.792 head 0.628 0.059 0.638 0.628 0.633 0.805 shin 0.466 0.08 0.494 0.466 0.48 0.7 thigh 0.611 0.072 0.584 0.611 0.597 0.806 upperarm 0.513 0.085 0.503 0.513 0.508 0.736 waist Weighted Avg. 0.537 0.077 0.538 0.537 0.537 0.751 === Confusion Matrix === a b c d e f g <-- classified as 180 60 20 18 19 30 45 | a = chest 45 174 53 19 25 14 39 | b = forearm 30 59 217 8 16 8 33 | c = head 22 17 5 233 49 24 21 | d = shin 28 26 19 33 174 61 32 | e = thigh 32 14 5 30 44 226 19 | f = upperarm 48 34 26 24 25 24 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1327 51.0778 % Incorrectly Classified Instances 1271 48.9222 % Kappa statistic 0.4292 Mean absolute error 0.1432 Root mean squared error 0.3532 Relative absolute error 58.4707 % Root relative squared error 100.9383 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.093 0.462 0.476 0.469 0.706 chest 0.444 0.095 0.437 0.444 0.441 0.713 forearm 0.555 0.066 0.584 0.555 0.569 0.784 head 0.534 0.067 0.569 0.534 0.551 0.77 shin 0.497 0.093 0.472 0.497 0.484 0.728 thigh 0.582 0.066 0.595 0.582 0.589 0.786 upperarm 0.487 0.091 0.471 0.487 0.479 0.723 waist Weighted Avg. 0.511 0.082 0.513 0.511 0.512 0.744 === Confusion Matrix === a b c d e f g <-- classified as 177 59 20 23 19 26 48 | a = chest 55 164 64 26 25 9 26 | b = forearm 21 73 206 2 21 4 44 | c = head 26 21 8 198 56 41 21 | d = shin 28 20 19 45 185 42 33 | e = thigh 34 9 6 34 41 216 31 | f = upperarm 42 29 30 20 45 25 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1358 52.271 % Incorrectly Classified Instances 1240 47.729 % Kappa statistic 0.4432 Mean absolute error 0.1403 Root mean squared error 0.3498 Relative absolute error 57.2804 % Root relative squared error 99.9734 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.103 0.44 0.484 0.461 0.713 chest 0.48 0.092 0.463 0.48 0.471 0.727 forearm 0.573 0.069 0.582 0.573 0.577 0.774 head 0.59 0.07 0.586 0.59 0.588 0.781 shin 0.511 0.085 0.5 0.511 0.505 0.742 thigh 0.588 0.055 0.641 0.588 0.613 0.793 upperarm 0.434 0.084 0.464 0.434 0.448 0.687 waist Weighted Avg. 0.523 0.08 0.525 0.523 0.524 0.745 === Confusion Matrix === a b c d e f g <-- classified as 180 61 24 22 17 30 38 | a = chest 55 177 56 16 21 9 35 | b = forearm 34 61 213 6 23 3 32 | c = head 24 16 7 219 54 23 28 | d = shin 26 23 20 47 190 37 29 | e = thigh 35 9 11 35 39 218 24 | f = upperarm 55 35 35 29 36 20 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1278 49.2106 % Incorrectly Classified Instances 1319 50.7894 % Kappa statistic 0.4075 Mean absolute error 0.1482 Root mean squared error 0.3609 Relative absolute error 60.5016 % Root relative squared error 103.1372 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.438 0.107 0.405 0.438 0.421 0.691 chest 0.409 0.094 0.418 0.409 0.414 0.695 forearm 0.596 0.072 0.58 0.596 0.588 0.792 head 0.544 0.08 0.532 0.544 0.538 0.766 shin 0.503 0.087 0.492 0.503 0.497 0.735 thigh 0.523 0.062 0.584 0.523 0.552 0.774 upperarm 0.431 0.09 0.443 0.431 0.437 0.683 waist Weighted Avg. 0.492 0.085 0.494 0.492 0.492 0.734 === Confusion Matrix === a b c d e f g <-- classified as 163 51 31 23 17 34 53 | a = chest 59 151 62 16 29 17 35 | b = forearm 31 54 221 6 24 6 29 | c = head 25 22 4 202 55 27 36 | d = shin 24 26 22 46 187 37 30 | e = thigh 47 24 2 43 43 194 18 | f = upperarm 53 33 39 44 25 17 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1278 49.2106 % Incorrectly Classified Instances 1319 50.7894 % Kappa statistic 0.4075 Mean absolute error 0.1482 Root mean squared error 0.3609 Relative absolute error 60.4955 % Root relative squared error 103.1273 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.447 0.11 0.404 0.447 0.425 0.689 chest 0.439 0.099 0.424 0.439 0.431 0.696 forearm 0.569 0.072 0.569 0.569 0.569 0.78 head 0.585 0.086 0.532 0.585 0.557 0.77 shin 0.491 0.076 0.518 0.491 0.504 0.74 thigh 0.536 0.065 0.58 0.536 0.557 0.762 upperarm 0.377 0.085 0.426 0.377 0.4 0.671 waist Weighted Avg. 0.492 0.085 0.493 0.492 0.492 0.73 === Confusion Matrix === a b c d e f g <-- classified as 166 55 26 20 21 35 48 | a = chest 55 162 61 23 19 11 38 | b = forearm 35 61 211 9 18 5 32 | c = head 31 21 7 217 43 25 27 | d = shin 16 29 19 58 183 40 28 | e = thigh 34 20 4 47 51 199 16 | f = upperarm 74 34 43 34 18 28 140 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1357 52.2526 % Incorrectly Classified Instances 1240 47.7474 % Kappa statistic 0.443 Mean absolute error 0.1414 Root mean squared error 0.3508 Relative absolute error 57.7383 % Root relative squared error 100.2442 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.431 0.09 0.444 0.431 0.438 0.679 chest 0.493 0.102 0.444 0.493 0.467 0.734 forearm 0.59 0.071 0.581 0.59 0.586 0.783 head 0.585 0.064 0.603 0.585 0.594 0.779 shin 0.552 0.084 0.526 0.552 0.539 0.762 thigh 0.553 0.062 0.599 0.553 0.575 0.759 upperarm 0.453 0.084 0.472 0.453 0.462 0.705 waist Weighted Avg. 0.523 0.08 0.524 0.523 0.523 0.743 === Confusion Matrix === a b c d e f g <-- classified as 160 61 23 26 21 33 47 | a = chest 48 182 59 22 16 10 32 | b = forearm 29 56 219 7 22 4 34 | c = head 21 22 8 217 45 25 33 | d = shin 15 25 19 40 206 44 24 | e = thigh 48 16 10 28 46 205 18 | f = upperarm 39 48 39 20 36 21 168 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1314 50.5774 % Incorrectly Classified Instances 1284 49.4226 % Kappa statistic 0.4234 Mean absolute error 0.1441 Root mean squared error 0.3556 Relative absolute error 58.8345 % Root relative squared error 101.6185 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.097 0.433 0.445 0.439 0.698 chest 0.428 0.1 0.415 0.428 0.421 0.696 forearm 0.562 0.06 0.611 0.562 0.585 0.779 head 0.546 0.065 0.583 0.546 0.564 0.773 shin 0.473 0.094 0.456 0.473 0.464 0.719 thigh 0.604 0.07 0.589 0.604 0.597 0.788 upperarm 0.482 0.09 0.471 0.482 0.477 0.733 waist Weighted Avg. 0.506 0.082 0.509 0.506 0.507 0.741 === Confusion Matrix === a b c d e f g <-- classified as 165 66 15 22 28 28 47 | a = chest 50 158 69 20 25 9 38 | b = forearm 26 63 209 10 21 7 36 | c = head 24 18 6 203 62 33 26 | d = shin 29 23 14 42 176 58 30 | e = thigh 42 17 1 26 37 224 24 | f = upperarm 45 36 28 25 37 21 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1336 51.4242 % Incorrectly Classified Instances 1262 48.5758 % Kappa statistic 0.4333 Mean absolute error 0.1416 Root mean squared error 0.3519 Relative absolute error 57.8264 % Root relative squared error 100.5499 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.472 0.091 0.464 0.472 0.468 0.715 chest 0.417 0.097 0.415 0.417 0.416 0.676 forearm 0.582 0.071 0.576 0.582 0.579 0.787 head 0.602 0.07 0.589 0.602 0.596 0.807 shin 0.495 0.084 0.496 0.495 0.495 0.734 thigh 0.588 0.065 0.601 0.588 0.594 0.788 upperarm 0.444 0.088 0.457 0.444 0.45 0.722 waist Weighted Avg. 0.514 0.081 0.514 0.514 0.514 0.747 === Confusion Matrix === a b c d e f g <-- classified as 175 57 25 19 16 32 47 | a = chest 49 154 70 21 20 14 41 | b = forearm 26 49 216 1 32 5 42 | c = head 21 18 7 224 48 34 20 | d = shin 22 36 17 45 184 42 26 | e = thigh 34 12 5 35 47 218 20 | f = upperarm 50 45 35 35 24 18 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1330 51.1932 % Incorrectly Classified Instances 1268 48.8068 % Kappa statistic 0.4306 Mean absolute error 0.1431 Root mean squared error 0.3533 Relative absolute error 58.4152 % Root relative squared error 100.95 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.46 0.097 0.443 0.46 0.451 0.711 chest 0.491 0.092 0.469 0.491 0.479 0.72 forearm 0.628 0.073 0.588 0.628 0.608 0.802 head 0.558 0.07 0.572 0.558 0.565 0.787 shin 0.458 0.085 0.474 0.458 0.466 0.721 thigh 0.565 0.068 0.581 0.565 0.573 0.784 upperarm 0.425 0.085 0.455 0.425 0.439 0.705 waist Weighted Avg. 0.512 0.081 0.512 0.512 0.511 0.747 === Confusion Matrix === a b c d e f g <-- classified as 171 46 25 19 25 39 47 | a = chest 51 181 74 13 20 8 22 | b = forearm 23 57 233 6 14 1 37 | c = head 27 25 5 207 47 34 26 | d = shin 30 20 15 56 171 46 35 | e = thigh 40 11 7 28 53 209 22 | f = upperarm 44 46 37 33 31 23 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1330 51.1932 % Incorrectly Classified Instances 1268 48.8068 % Kappa statistic 0.4306 Mean absolute error 0.1435 Root mean squared error 0.3552 Relative absolute error 58.6075 % Root relative squared error 101.511 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.119 0.405 0.484 0.441 0.711 chest 0.428 0.092 0.435 0.428 0.432 0.706 forearm 0.547 0.07 0.567 0.547 0.557 0.77 head 0.561 0.062 0.601 0.561 0.58 0.762 shin 0.507 0.089 0.488 0.507 0.497 0.748 thigh 0.608 0.069 0.594 0.608 0.601 0.788 upperarm 0.449 0.069 0.52 0.449 0.482 0.7 waist Weighted Avg. 0.512 0.081 0.516 0.512 0.513 0.741 === Confusion Matrix === a b c d e f g <-- classified as 180 52 22 16 30 39 33 | a = chest 67 158 69 16 26 10 23 | b = forearm 42 58 203 11 21 6 30 | c = head 39 12 6 208 45 35 26 | d = shin 25 23 19 53 189 38 26 | e = thigh 39 16 2 21 51 225 16 | f = upperarm 52 44 37 21 25 26 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1340 51.5781 % Incorrectly Classified Instances 1258 48.4219 % Kappa statistic 0.4351 Mean absolute error 0.1429 Root mean squared error 0.3535 Relative absolute error 58.346 % Root relative squared error 101.0144 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.46 0.09 0.461 0.46 0.46 0.69 chest 0.444 0.108 0.405 0.444 0.424 0.692 forearm 0.596 0.065 0.604 0.596 0.6 0.782 head 0.561 0.059 0.612 0.561 0.585 0.787 shin 0.485 0.094 0.463 0.485 0.474 0.711 thigh 0.611 0.068 0.599 0.611 0.605 0.801 upperarm 0.454 0.08 0.486 0.454 0.469 0.708 waist Weighted Avg. 0.516 0.081 0.518 0.516 0.517 0.739 === Confusion Matrix === a b c d e f g <-- classified as 171 51 24 23 21 34 48 | a = chest 59 164 56 17 30 9 34 | b = forearm 19 76 221 6 21 5 23 | c = head 18 25 7 208 51 35 27 | d = shin 22 42 19 30 181 50 29 | e = thigh 23 10 10 29 54 226 18 | f = upperarm 59 37 29 27 33 18 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1317 50.6928 % Incorrectly Classified Instances 1281 49.3072 % Kappa statistic 0.4248 Mean absolute error 0.1444 Root mean squared error 0.3554 Relative absolute error 58.9645 % Root relative squared error 101.5586 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.444 0.103 0.419 0.444 0.431 0.689 chest 0.461 0.105 0.422 0.461 0.44 0.7 forearm 0.534 0.071 0.555 0.534 0.544 0.757 head 0.596 0.065 0.605 0.596 0.601 0.798 shin 0.469 0.08 0.494 0.469 0.481 0.73 thigh 0.595 0.061 0.618 0.595 0.606 0.802 upperarm 0.452 0.09 0.455 0.452 0.453 0.691 waist Weighted Avg. 0.507 0.082 0.51 0.507 0.508 0.738 === Confusion Matrix === a b c d e f g <-- classified as 165 56 26 23 23 33 46 | a = chest 57 170 65 19 19 13 26 | b = forearm 24 74 198 9 22 4 40 | c = head 30 20 4 221 43 20 33 | d = shin 31 18 22 49 175 46 32 | e = thigh 29 19 4 25 49 220 24 | f = upperarm 58 46 38 19 23 20 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1296 49.8845 % Incorrectly Classified Instances 1302 50.1155 % Kappa statistic 0.4153 Mean absolute error 0.1462 Root mean squared error 0.3582 Relative absolute error 59.7137 % Root relative squared error 102.3592 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.43 0.097 0.427 0.43 0.428 0.686 chest 0.434 0.106 0.404 0.434 0.418 0.692 forearm 0.588 0.076 0.563 0.588 0.575 0.787 head 0.553 0.071 0.563 0.553 0.558 0.752 shin 0.469 0.089 0.47 0.469 0.47 0.714 thigh 0.571 0.066 0.591 0.571 0.581 0.788 upperarm 0.447 0.08 0.481 0.447 0.464 0.727 waist Weighted Avg. 0.499 0.084 0.5 0.499 0.499 0.735 === Confusion Matrix === a b c d e f g <-- classified as 160 60 28 20 27 38 39 | a = chest 54 160 67 18 27 9 34 | b = forearm 23 71 218 8 15 2 34 | c = head 15 29 5 205 61 35 21 | d = shin 24 31 16 47 175 49 31 | e = thigh 42 18 7 33 39 212 20 | f = upperarm 57 27 46 33 28 14 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1329 51.1744 % Incorrectly Classified Instances 1268 48.8256 % Kappa statistic 0.4304 Mean absolute error 0.1436 Root mean squared error 0.3534 Relative absolute error 58.6316 % Root relative squared error 100.9906 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.469 0.101 0.437 0.469 0.453 0.704 chest 0.439 0.09 0.446 0.439 0.443 0.694 forearm 0.617 0.075 0.577 0.617 0.596 0.794 head 0.536 0.071 0.557 0.536 0.547 0.764 shin 0.493 0.088 0.484 0.493 0.489 0.737 thigh 0.601 0.064 0.611 0.601 0.606 0.795 upperarm 0.426 0.08 0.469 0.426 0.446 0.706 waist Weighted Avg. 0.512 0.081 0.512 0.512 0.511 0.742 === Confusion Matrix === a b c d e f g <-- classified as 174 54 29 23 27 32 32 | a = chest 57 162 69 14 20 13 34 | b = forearm 27 57 229 7 16 4 31 | c = head 30 19 9 199 55 35 24 | d = shin 15 22 31 51 184 37 33 | e = thigh 28 12 3 32 48 223 25 | f = upperarm 67 37 27 31 30 21 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1316 50.6739 % Incorrectly Classified Instances 1281 49.3261 % Kappa statistic 0.4245 Mean absolute error 0.1443 Root mean squared error 0.3546 Relative absolute error 58.9207 % Root relative squared error 101.3258 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.48 0.104 0.435 0.48 0.456 0.703 chest 0.447 0.092 0.446 0.447 0.447 0.708 forearm 0.577 0.071 0.577 0.577 0.577 0.783 head 0.593 0.071 0.582 0.593 0.587 0.787 shin 0.472 0.083 0.489 0.472 0.48 0.716 thigh 0.561 0.073 0.562 0.561 0.561 0.778 upperarm 0.418 0.083 0.457 0.418 0.437 0.694 waist Weighted Avg. 0.507 0.082 0.507 0.507 0.507 0.739 === Confusion Matrix === a b c d e f g <-- classified as 178 57 24 15 19 33 45 | a = chest 51 165 63 21 33 8 28 | b = forearm 30 68 214 6 14 7 32 | c = head 28 12 6 220 41 43 21 | d = shin 26 20 16 49 176 48 38 | e = thigh 43 16 5 34 45 208 20 | f = upperarm 53 32 43 33 32 23 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1329 51.1744 % Incorrectly Classified Instances 1268 48.8256 % Kappa statistic 0.4304 Mean absolute error 0.144 Root mean squared error 0.3552 Relative absolute error 58.7964 % Root relative squared error 101.5022 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.107 0.42 0.466 0.442 0.693 chest 0.436 0.092 0.439 0.436 0.437 0.706 forearm 0.59 0.076 0.563 0.59 0.576 0.78 head 0.567 0.062 0.605 0.567 0.585 0.779 shin 0.489 0.086 0.487 0.489 0.488 0.731 thigh 0.585 0.062 0.613 0.585 0.599 0.787 upperarm 0.447 0.084 0.472 0.447 0.459 0.695 waist Weighted Avg. 0.512 0.081 0.514 0.512 0.512 0.739 === Confusion Matrix === a b c d e f g <-- classified as 173 59 21 23 32 25 38 | a = chest 52 161 66 17 21 11 41 | b = forearm 28 60 219 9 18 6 31 | c = head 31 16 11 211 45 25 33 | d = shin 26 28 23 42 182 47 24 | e = thigh 48 11 9 19 48 217 19 | f = upperarm 54 32 40 28 28 23 166 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1345 51.7706 % Incorrectly Classified Instances 1253 48.2294 % Kappa statistic 0.4373 Mean absolute error 0.1433 Root mean squared error 0.3517 Relative absolute error 58.5217 % Root relative squared error 100.5068 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.458 0.089 0.461 0.458 0.459 0.698 chest 0.491 0.094 0.463 0.491 0.476 0.731 forearm 0.612 0.073 0.584 0.612 0.597 0.796 head 0.582 0.069 0.585 0.582 0.584 0.785 shin 0.493 0.086 0.491 0.493 0.492 0.73 thigh 0.55 0.059 0.609 0.55 0.578 0.786 upperarm 0.438 0.093 0.441 0.438 0.439 0.694 waist Weighted Avg. 0.518 0.08 0.519 0.518 0.518 0.746 === Confusion Matrix === a b c d e f g <-- classified as 170 57 21 32 15 26 50 | a = chest 44 181 64 9 23 10 38 | b = forearm 27 55 227 4 14 8 36 | c = head 20 19 6 216 49 27 34 | d = shin 26 25 20 49 184 46 23 | e = thigh 35 10 8 28 60 204 26 | f = upperarm 47 44 43 31 30 14 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1338 51.5012 % Incorrectly Classified Instances 1260 48.4988 % Kappa statistic 0.4342 Mean absolute error 0.1419 Root mean squared error 0.3514 Relative absolute error 57.9408 % Root relative squared error 100.4223 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.462 0.097 0.443 0.462 0.453 0.716 chest 0.434 0.077 0.483 0.434 0.457 0.707 forearm 0.606 0.064 0.611 0.606 0.609 0.797 head 0.534 0.07 0.559 0.534 0.546 0.771 shin 0.517 0.093 0.481 0.517 0.499 0.727 thigh 0.604 0.067 0.601 0.604 0.602 0.8 upperarm 0.447 0.097 0.433 0.447 0.44 0.702 waist Weighted Avg. 0.515 0.081 0.516 0.515 0.515 0.745 === Confusion Matrix === a b c d e f g <-- classified as 172 33 25 30 22 41 49 | a = chest 61 160 57 20 21 3 47 | b = forearm 28 49 225 4 19 7 39 | c = head 17 21 2 198 68 33 32 | d = shin 21 23 26 42 193 40 28 | e = thigh 33 13 8 29 42 224 22 | f = upperarm 56 32 25 31 36 25 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1357 52.2325 % Incorrectly Classified Instances 1241 47.7675 % Kappa statistic 0.4427 Mean absolute error 0.1408 Root mean squared error 0.3499 Relative absolute error 57.4747 % Root relative squared error 99.9985 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.47 0.092 0.461 0.47 0.465 0.709 chest 0.474 0.094 0.456 0.474 0.465 0.718 forearm 0.561 0.069 0.576 0.561 0.568 0.774 head 0.585 0.07 0.583 0.585 0.584 0.79 shin 0.483 0.084 0.492 0.483 0.487 0.74 thigh 0.612 0.068 0.601 0.612 0.606 0.799 upperarm 0.472 0.082 0.49 0.472 0.481 0.711 waist Weighted Avg. 0.522 0.08 0.523 0.522 0.522 0.749 === Confusion Matrix === a b c d e f g <-- classified as 175 52 14 29 22 28 52 | a = chest 61 175 67 15 16 12 23 | b = forearm 17 69 208 8 25 6 38 | c = head 28 15 11 217 46 31 23 | d = shin 23 18 28 49 180 51 24 | e = thigh 34 8 5 34 41 227 22 | f = upperarm 42 47 28 20 36 23 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1275 49.0762 % Incorrectly Classified Instances 1323 50.9238 % Kappa statistic 0.4059 Mean absolute error 0.1483 Root mean squared error 0.3605 Relative absolute error 60.5509 % Root relative squared error 103.03 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.452 0.095 0.443 0.452 0.447 0.705 chest 0.45 0.11 0.403 0.45 0.425 0.705 forearm 0.566 0.081 0.537 0.566 0.551 0.787 head 0.598 0.066 0.602 0.598 0.6 0.788 shin 0.445 0.089 0.455 0.445 0.45 0.717 thigh 0.518 0.067 0.563 0.518 0.539 0.753 upperarm 0.407 0.085 0.443 0.407 0.424 0.683 waist Weighted Avg. 0.491 0.085 0.492 0.491 0.491 0.734 === Confusion Matrix === a b c d e f g <-- classified as 168 59 30 24 24 37 30 | a = chest 44 166 69 11 26 17 36 | b = forearm 27 64 210 4 17 6 43 | c = head 21 15 5 222 49 32 27 | d = shin 34 37 28 37 166 38 33 | e = thigh 40 18 9 38 53 192 21 | f = upperarm 45 53 40 33 30 19 151 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1344 51.7321 % Incorrectly Classified Instances 1254 48.2679 % Kappa statistic 0.4369 Mean absolute error 0.141 Root mean squared error 0.3522 Relative absolute error 57.5644 % Root relative squared error 100.6449 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.446 0.1 0.428 0.446 0.437 0.693 chest 0.447 0.089 0.453 0.447 0.45 0.722 forearm 0.612 0.075 0.575 0.612 0.593 0.79 head 0.612 0.062 0.62 0.612 0.616 0.793 shin 0.464 0.083 0.483 0.464 0.473 0.725 thigh 0.604 0.079 0.56 0.604 0.581 0.793 upperarm 0.437 0.074 0.495 0.437 0.464 0.705 waist Weighted Avg. 0.517 0.08 0.516 0.517 0.516 0.746 === Confusion Matrix === a b c d e f g <-- classified as 166 48 25 19 25 44 45 | a = chest 55 165 66 13 32 10 28 | b = forearm 30 59 227 5 21 5 24 | c = head 19 21 11 227 40 32 21 | d = shin 31 24 21 43 173 57 24 | e = thigh 33 11 5 32 43 224 23 | f = upperarm 54 36 40 27 24 28 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1351 52.0015 % Incorrectly Classified Instances 1247 47.9985 % Kappa statistic 0.44 Mean absolute error 0.1408 Root mean squared error 0.3506 Relative absolute error 57.4819 % Root relative squared error 100.1978 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.107 0.427 0.476 0.45 0.708 chest 0.461 0.096 0.443 0.461 0.452 0.714 forearm 0.534 0.058 0.604 0.534 0.567 0.766 head 0.569 0.056 0.628 0.569 0.597 0.784 shin 0.544 0.089 0.507 0.544 0.525 0.754 thigh 0.606 0.07 0.591 0.606 0.598 0.81 upperarm 0.45 0.084 0.472 0.45 0.461 0.706 waist Weighted Avg. 0.52 0.08 0.524 0.52 0.521 0.749 === Confusion Matrix === a b c d e f g <-- classified as 177 44 21 16 21 43 50 | a = chest 62 170 56 18 29 8 26 | b = forearm 29 78 198 8 21 5 32 | c = head 25 23 7 211 50 23 32 | d = shin 30 19 13 40 203 41 27 | e = thigh 40 10 5 22 49 225 20 | f = upperarm 52 40 28 21 27 36 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1333 51.3087 % Incorrectly Classified Instances 1265 48.6913 % Kappa statistic 0.4319 Mean absolute error 0.1422 Root mean squared error 0.3531 Relative absolute error 58.0557 % Root relative squared error 100.9065 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.482 0.1 0.446 0.482 0.464 0.717 chest 0.453 0.087 0.461 0.453 0.457 0.718 forearm 0.567 0.071 0.572 0.567 0.57 0.786 head 0.575 0.067 0.59 0.575 0.582 0.778 shin 0.508 0.097 0.468 0.508 0.487 0.735 thigh 0.551 0.061 0.602 0.551 0.575 0.791 upperarm 0.454 0.086 0.469 0.454 0.462 0.704 waist Weighted Avg. 0.513 0.081 0.515 0.513 0.514 0.747 === Confusion Matrix === a b c d e f g <-- classified as 179 49 17 23 22 39 42 | a = chest 56 167 61 15 26 6 38 | b = forearm 35 62 211 8 21 7 28 | c = head 19 17 8 214 65 22 27 | d = shin 20 25 27 36 189 40 35 | e = thigh 45 14 4 37 45 204 21 | f = upperarm 47 28 41 30 36 21 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1312 50.5198 % Incorrectly Classified Instances 1285 49.4802 % Kappa statistic 0.4227 Mean absolute error 0.1448 Root mean squared error 0.3563 Relative absolute error 59.1406 % Root relative squared error 101.8303 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.105 0.416 0.45 0.433 0.698 chest 0.447 0.096 0.434 0.447 0.441 0.704 forearm 0.58 0.066 0.596 0.58 0.587 0.794 head 0.599 0.082 0.551 0.599 0.574 0.78 shin 0.468 0.078 0.501 0.468 0.484 0.724 thigh 0.597 0.066 0.599 0.597 0.598 0.789 upperarm 0.395 0.084 0.44 0.395 0.416 0.675 waist Weighted Avg. 0.505 0.082 0.505 0.505 0.505 0.738 === Confusion Matrix === a b c d e f g <-- classified as 167 65 27 23 24 24 41 | a = chest 55 165 55 22 23 11 38 | b = forearm 31 59 215 3 25 7 31 | c = head 27 13 6 223 40 32 31 | d = shin 27 24 19 49 174 52 27 | e = thigh 39 11 5 39 36 221 19 | f = upperarm 55 43 34 46 25 22 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1338 51.521 % Incorrectly Classified Instances 1259 48.479 % Kappa statistic 0.4344 Mean absolute error 0.142 Root mean squared error 0.3537 Relative absolute error 57.9965 % Root relative squared error 101.0917 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.104 0.424 0.461 0.442 0.698 chest 0.48 0.098 0.447 0.48 0.463 0.728 forearm 0.623 0.081 0.562 0.623 0.591 0.806 head 0.532 0.063 0.584 0.532 0.557 0.755 shin 0.484 0.081 0.5 0.484 0.492 0.717 thigh 0.595 0.054 0.645 0.595 0.619 0.806 upperarm 0.433 0.084 0.464 0.433 0.448 0.694 waist Weighted Avg. 0.515 0.081 0.518 0.515 0.516 0.743 === Confusion Matrix === a b c d e f g <-- classified as 171 57 23 22 21 24 53 | a = chest 58 177 72 16 20 2 24 | b = forearm 23 69 231 3 15 3 27 | c = head 18 33 8 198 48 34 33 | d = shin 32 18 22 46 180 43 31 | e = thigh 37 11 7 28 49 220 18 | f = upperarm 64 31 48 26 27 15 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1306 50.2888 % Incorrectly Classified Instances 1291 49.7112 % Kappa statistic 0.42 Mean absolute error 0.1458 Root mean squared error 0.3585 Relative absolute error 59.5417 % Root relative squared error 102.4404 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.111 0.411 0.466 0.437 0.696 chest 0.417 0.088 0.44 0.417 0.428 0.697 forearm 0.566 0.075 0.559 0.566 0.562 0.766 head 0.596 0.073 0.577 0.596 0.586 0.785 shin 0.488 0.078 0.513 0.488 0.5 0.747 thigh 0.576 0.062 0.607 0.576 0.591 0.784 upperarm 0.411 0.093 0.424 0.411 0.417 0.674 waist Weighted Avg. 0.503 0.083 0.504 0.503 0.503 0.736 === Confusion Matrix === a b c d e f g <-- classified as 173 56 22 22 23 29 46 | a = chest 63 154 69 22 20 8 33 | b = forearm 29 57 210 9 21 9 36 | c = head 31 9 7 221 47 24 32 | d = shin 24 23 21 40 182 44 39 | e = thigh 42 15 6 37 35 213 22 | f = upperarm 59 36 41 32 27 24 153 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1326 51.0393 % Incorrectly Classified Instances 1272 48.9607 % Kappa statistic 0.4288 Mean absolute error 0.1436 Root mean squared error 0.356 Relative absolute error 58.6366 % Root relative squared error 101.7494 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.481 0.102 0.441 0.481 0.46 0.702 chest 0.425 0.096 0.424 0.425 0.425 0.686 forearm 0.633 0.064 0.622 0.633 0.628 0.815 head 0.523 0.065 0.574 0.523 0.547 0.749 shin 0.477 0.093 0.464 0.477 0.47 0.723 thigh 0.598 0.07 0.586 0.598 0.592 0.797 upperarm 0.434 0.082 0.469 0.434 0.451 0.698 waist Weighted Avg. 0.51 0.082 0.511 0.51 0.51 0.739 === Confusion Matrix === a b c d e f g <-- classified as 179 45 25 22 23 34 44 | a = chest 62 157 64 10 23 13 40 | b = forearm 20 63 235 5 17 3 28 | c = head 30 17 3 194 60 36 31 | d = shin 29 30 16 46 178 55 19 | e = thigh 40 13 2 34 40 222 20 | f = upperarm 46 45 33 27 43 16 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1397 53.7721 % Incorrectly Classified Instances 1201 46.2279 % Kappa statistic 0.4607 Mean absolute error 0.1366 Root mean squared error 0.3444 Relative absolute error 55.7587 % Root relative squared error 98.4202 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.476 0.095 0.456 0.476 0.466 0.706 chest 0.461 0.092 0.453 0.461 0.457 0.702 forearm 0.58 0.059 0.62 0.58 0.599 0.794 head 0.631 0.064 0.621 0.631 0.626 0.819 shin 0.531 0.073 0.548 0.531 0.54 0.76 thigh 0.625 0.066 0.611 0.625 0.618 0.794 upperarm 0.461 0.089 0.462 0.461 0.462 0.705 waist Weighted Avg. 0.538 0.077 0.539 0.538 0.538 0.754 === Confusion Matrix === a b c d e f g <-- classified as 177 55 14 18 25 36 47 | a = chest 54 170 59 17 14 13 42 | b = forearm 32 54 215 6 22 5 37 | c = head 19 25 6 234 37 28 22 | d = shin 22 21 16 44 198 48 24 | e = thigh 31 9 5 27 40 232 27 | f = upperarm 53 41 32 31 25 18 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1296 49.8845 % Incorrectly Classified Instances 1302 50.1155 % Kappa statistic 0.4153 Mean absolute error 0.1458 Root mean squared error 0.3583 Relative absolute error 59.5465 % Root relative squared error 102.3948 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.446 0.107 0.41 0.446 0.427 0.698 chest 0.499 0.095 0.466 0.499 0.482 0.75 forearm 0.601 0.067 0.598 0.601 0.599 0.8 head 0.515 0.076 0.531 0.515 0.523 0.758 shin 0.477 0.087 0.48 0.477 0.478 0.735 thigh 0.546 0.064 0.587 0.546 0.566 0.773 upperarm 0.409 0.089 0.434 0.409 0.421 0.681 waist Weighted Avg. 0.499 0.084 0.501 0.499 0.499 0.742 === Confusion Matrix === a b c d e f g <-- classified as 166 64 20 28 19 31 44 | a = chest 55 184 58 16 24 7 25 | b = forearm 35 52 223 6 12 9 34 | c = head 26 24 7 191 63 25 35 | d = shin 27 22 18 51 178 48 29 | e = thigh 42 8 3 39 45 202 31 | f = upperarm 54 41 44 29 30 22 152 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1345 51.7706 % Incorrectly Classified Instances 1253 48.2294 % Kappa statistic 0.4373 Mean absolute error 0.1421 Root mean squared error 0.352 Relative absolute error 58.0362 % Root relative squared error 100.6049 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.478 0.099 0.447 0.478 0.462 0.706 chest 0.477 0.09 0.467 0.477 0.472 0.718 forearm 0.625 0.062 0.627 0.625 0.626 0.806 head 0.561 0.067 0.581 0.561 0.571 0.777 shin 0.48 0.089 0.476 0.48 0.478 0.721 thigh 0.53 0.069 0.56 0.53 0.544 0.774 upperarm 0.473 0.087 0.477 0.473 0.475 0.71 waist Weighted Avg. 0.518 0.08 0.519 0.518 0.518 0.745 === Confusion Matrix === a b c d e f g <-- classified as 178 54 20 19 18 35 48 | a = chest 49 176 53 23 32 9 27 | b = forearm 22 64 232 5 13 4 31 | c = head 25 15 5 208 52 30 36 | d = shin 24 24 21 40 179 60 25 | e = thigh 41 13 11 33 50 196 26 | f = upperarm 59 31 28 30 32 16 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1362 52.4249 % Incorrectly Classified Instances 1236 47.5751 % Kappa statistic 0.445 Mean absolute error 0.1403 Root mean squared error 0.3478 Relative absolute error 57.2963 % Root relative squared error 99.3791 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.46 0.095 0.448 0.46 0.454 0.71 chest 0.455 0.093 0.447 0.455 0.451 0.711 forearm 0.62 0.067 0.607 0.62 0.613 0.804 head 0.58 0.068 0.586 0.58 0.583 0.792 shin 0.493 0.08 0.508 0.493 0.501 0.737 thigh 0.6 0.066 0.602 0.6 0.601 0.782 upperarm 0.462 0.086 0.474 0.462 0.468 0.714 waist Weighted Avg. 0.524 0.079 0.524 0.524 0.524 0.75 === Confusion Matrix === a b c d e f g <-- classified as 171 60 25 18 24 33 41 | a = chest 60 168 52 25 23 11 30 | b = forearm 20 59 230 7 20 5 30 | c = head 22 20 5 215 36 35 38 | d = shin 29 27 24 40 184 38 31 | e = thigh 34 12 7 27 47 222 21 | f = upperarm 46 30 36 35 28 25 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1332 51.2702 % Incorrectly Classified Instances 1266 48.7298 % Kappa statistic 0.4315 Mean absolute error 0.1433 Root mean squared error 0.3537 Relative absolute error 58.5259 % Root relative squared error 101.0698 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.099 0.427 0.445 0.436 0.694 chest 0.474 0.095 0.453 0.474 0.464 0.713 forearm 0.575 0.072 0.572 0.575 0.574 0.777 head 0.531 0.064 0.579 0.531 0.554 0.758 shin 0.539 0.093 0.493 0.539 0.515 0.741 thigh 0.57 0.062 0.605 0.57 0.587 0.78 upperarm 0.454 0.084 0.476 0.454 0.465 0.698 waist Weighted Avg. 0.513 0.081 0.515 0.513 0.513 0.737 === Confusion Matrix === a b c d e f g <-- classified as 165 67 23 14 29 28 45 | a = chest 50 175 65 18 20 12 29 | b = forearm 45 48 214 10 22 4 29 | c = head 16 22 3 197 59 37 37 | d = shin 25 23 23 40 201 40 21 | e = thigh 36 13 7 35 43 211 25 | f = upperarm 49 38 39 26 34 17 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1361 52.3865 % Incorrectly Classified Instances 1237 47.6135 % Kappa statistic 0.4445 Mean absolute error 0.1411 Root mean squared error 0.3493 Relative absolute error 57.6028 % Root relative squared error 99.8289 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.102 0.431 0.464 0.447 0.706 chest 0.474 0.089 0.469 0.474 0.472 0.715 forearm 0.609 0.073 0.581 0.609 0.595 0.802 head 0.606 0.061 0.623 0.606 0.615 0.8 shin 0.499 0.088 0.487 0.499 0.493 0.733 thigh 0.598 0.064 0.61 0.598 0.604 0.798 upperarm 0.417 0.079 0.47 0.417 0.442 0.686 waist Weighted Avg. 0.524 0.079 0.524 0.524 0.524 0.748 === Confusion Matrix === a b c d e f g <-- classified as 172 46 29 22 28 32 42 | a = chest 67 175 60 12 19 7 29 | b = forearm 26 54 226 4 20 1 40 | c = head 19 20 5 225 50 31 21 | d = shin 27 17 25 41 186 46 31 | e = thigh 36 21 6 29 45 222 12 | f = upperarm 52 40 38 28 34 25 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1280 49.2876 % Incorrectly Classified Instances 1317 50.7124 % Kappa statistic 0.4084 Mean absolute error 0.1478 Root mean squared error 0.3597 Relative absolute error 60.3519 % Root relative squared error 102.8035 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.399 0.115 0.366 0.399 0.382 0.665 chest 0.472 0.095 0.451 0.472 0.461 0.713 forearm 0.58 0.072 0.573 0.58 0.576 0.793 head 0.589 0.066 0.598 0.589 0.593 0.808 shin 0.435 0.085 0.462 0.435 0.448 0.697 thigh 0.563 0.074 0.559 0.563 0.561 0.769 upperarm 0.412 0.084 0.449 0.412 0.43 0.684 waist Weighted Avg. 0.493 0.085 0.494 0.493 0.493 0.733 === Confusion Matrix === a b c d e f g <-- classified as 148 65 22 22 21 42 51 | a = chest 51 174 69 14 21 6 34 | b = forearm 30 69 215 9 19 8 21 | c = head 20 16 5 219 53 33 26 | d = shin 30 24 20 50 162 55 31 | e = thigh 45 14 6 28 44 209 25 | f = upperarm 80 24 38 24 31 21 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1343 51.7135 % Incorrectly Classified Instances 1254 48.2865 % Kappa statistic 0.4367 Mean absolute error 0.1418 Root mean squared error 0.3519 Relative absolute error 57.8835 % Root relative squared error 100.5548 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.437 0.108 0.402 0.437 0.419 0.69 chest 0.442 0.092 0.444 0.442 0.443 0.687 forearm 0.553 0.07 0.569 0.553 0.561 0.772 head 0.589 0.074 0.572 0.589 0.58 0.778 shin 0.513 0.075 0.535 0.513 0.524 0.753 thigh 0.617 0.069 0.599 0.617 0.608 0.799 upperarm 0.469 0.077 0.504 0.469 0.486 0.706 waist Weighted Avg. 0.517 0.08 0.518 0.517 0.517 0.741 === Confusion Matrix === a b c d e f g <-- classified as 162 60 27 28 18 33 43 | a = chest 59 163 59 17 19 13 39 | b = forearm 36 63 205 8 21 8 30 | c = head 26 17 11 219 46 33 20 | d = shin 28 17 20 51 191 42 23 | e = thigh 42 9 6 30 39 229 16 | f = upperarm 50 38 32 30 23 24 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1370 52.7532 % Incorrectly Classified Instances 1227 47.2468 % Kappa statistic 0.4488 Mean absolute error 0.1388 Root mean squared error 0.3485 Relative absolute error 56.6816 % Root relative squared error 99.5927 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.48 0.098 0.449 0.48 0.464 0.704 chest 0.472 0.091 0.462 0.472 0.466 0.726 forearm 0.582 0.054 0.641 0.582 0.61 0.793 head 0.578 0.071 0.576 0.578 0.577 0.785 shin 0.503 0.08 0.511 0.503 0.507 0.72 thigh 0.59 0.071 0.579 0.59 0.585 0.784 upperarm 0.488 0.085 0.489 0.488 0.489 0.72 waist Weighted Avg. 0.528 0.079 0.53 0.528 0.528 0.747 === Confusion Matrix === a b c d e f g <-- classified as 178 52 21 23 17 32 48 | a = chest 58 174 49 16 29 14 29 | b = forearm 23 67 216 7 16 14 28 | c = head 24 16 5 215 40 38 34 | d = shin 29 26 14 47 187 43 26 | e = thigh 28 13 4 38 45 219 24 | f = upperarm 56 29 28 27 32 18 181 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1358 52.271 % Incorrectly Classified Instances 1240 47.729 % Kappa statistic 0.4432 Mean absolute error 0.1401 Root mean squared error 0.3499 Relative absolute error 57.2139 % Root relative squared error 99.9966 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.102 0.433 0.466 0.449 0.703 chest 0.469 0.089 0.466 0.469 0.468 0.718 forearm 0.613 0.07 0.595 0.613 0.604 0.793 head 0.633 0.074 0.588 0.633 0.61 0.795 shin 0.453 0.078 0.494 0.453 0.473 0.725 thigh 0.557 0.066 0.582 0.557 0.569 0.779 upperarm 0.468 0.078 0.5 0.468 0.483 0.716 waist Weighted Avg. 0.523 0.08 0.523 0.523 0.522 0.747 === Confusion Matrix === a b c d e f g <-- classified as 173 48 28 28 18 35 41 | a = chest 54 173 57 17 24 15 29 | b = forearm 26 61 228 4 16 7 30 | c = head 23 19 5 235 42 27 20 | d = shin 32 26 22 51 169 47 26 | e = thigh 37 12 8 35 44 206 28 | f = upperarm 55 32 35 30 29 17 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1325 51.0008 % Incorrectly Classified Instances 1273 48.9992 % Kappa statistic 0.4283 Mean absolute error 0.1437 Root mean squared error 0.3543 Relative absolute error 58.6694 % Root relative squared error 101.2579 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.48 0.093 0.464 0.48 0.472 0.725 chest 0.453 0.095 0.441 0.453 0.447 0.704 forearm 0.582 0.07 0.581 0.582 0.581 0.789 head 0.544 0.079 0.534 0.544 0.539 0.761 shin 0.488 0.081 0.503 0.488 0.495 0.739 thigh 0.571 0.065 0.596 0.571 0.583 0.781 upperarm 0.452 0.089 0.458 0.452 0.455 0.695 waist Weighted Avg. 0.51 0.082 0.511 0.51 0.51 0.742 === Confusion Matrix === a b c d e f g <-- classified as 178 49 26 16 21 33 48 | a = chest 49 167 62 20 23 15 33 | b = forearm 20 71 216 8 20 6 30 | c = head 22 26 5 202 54 24 38 | d = shin 23 13 19 59 182 55 22 | e = thigh 47 8 7 32 37 212 28 | f = upperarm 45 45 37 41 25 11 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1291 49.6921 % Incorrectly Classified Instances 1307 50.3079 % Kappa statistic 0.4131 Mean absolute error 0.1467 Root mean squared error 0.3591 Relative absolute error 59.8827 % Root relative squared error 102.6151 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.454 0.099 0.434 0.454 0.444 0.703 chest 0.482 0.098 0.448 0.482 0.465 0.707 forearm 0.563 0.071 0.569 0.563 0.566 0.787 head 0.553 0.074 0.556 0.553 0.554 0.76 shin 0.429 0.084 0.46 0.429 0.444 0.689 thigh 0.58 0.073 0.57 0.58 0.575 0.779 upperarm 0.418 0.088 0.442 0.418 0.429 0.684 waist Weighted Avg. 0.497 0.084 0.497 0.497 0.497 0.73 === Confusion Matrix === a b c d e f g <-- classified as 169 62 23 25 18 38 37 | a = chest 56 178 58 15 14 9 39 | b = forearm 26 63 209 6 30 7 30 | c = head 18 20 7 205 51 30 40 | d = shin 24 31 21 52 160 58 27 | e = thigh 34 12 7 32 48 215 23 | f = upperarm 62 31 42 34 27 20 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1381 53.1563 % Incorrectly Classified Instances 1217 46.8437 % Kappa statistic 0.4535 Mean absolute error 0.1382 Root mean squared error 0.345 Relative absolute error 56.4198 % Root relative squared error 98.5783 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.1 0.455 0.5 0.476 0.71 chest 0.458 0.094 0.446 0.458 0.452 0.719 forearm 0.577 0.06 0.617 0.577 0.596 0.784 head 0.593 0.058 0.63 0.593 0.611 0.79 shin 0.536 0.076 0.541 0.536 0.538 0.763 thigh 0.601 0.065 0.606 0.601 0.604 0.794 upperarm 0.456 0.093 0.449 0.456 0.452 0.698 waist Weighted Avg. 0.532 0.078 0.535 0.532 0.533 0.751 === Confusion Matrix === a b c d e f g <-- classified as 186 45 16 21 20 39 45 | a = chest 61 169 60 12 22 12 33 | b = forearm 35 72 214 2 14 6 28 | c = head 28 11 5 220 46 26 35 | d = shin 18 25 18 36 200 39 37 | e = thigh 30 14 7 21 47 223 29 | f = upperarm 51 43 27 37 21 23 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1347 51.8476 % Incorrectly Classified Instances 1251 48.1524 % Kappa statistic 0.4382 Mean absolute error 0.1413 Root mean squared error 0.3499 Relative absolute error 57.6878 % Root relative squared error 99.9882 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.457 0.096 0.443 0.457 0.45 0.701 chest 0.436 0.092 0.44 0.436 0.438 0.707 forearm 0.62 0.072 0.59 0.62 0.604 0.809 head 0.601 0.066 0.601 0.601 0.601 0.795 shin 0.475 0.082 0.492 0.475 0.483 0.721 thigh 0.593 0.065 0.604 0.593 0.599 0.792 upperarm 0.447 0.088 0.457 0.447 0.452 0.706 waist Weighted Avg. 0.518 0.08 0.518 0.518 0.518 0.747 === Confusion Matrix === a b c d e f g <-- classified as 170 56 23 24 19 33 47 | a = chest 47 161 73 24 18 6 40 | b = forearm 31 44 230 6 19 4 37 | c = head 26 14 1 223 48 36 23 | d = shin 29 41 19 41 177 44 22 | e = thigh 27 15 5 26 50 220 28 | f = upperarm 54 35 39 27 29 21 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1290 49.6536 % Incorrectly Classified Instances 1308 50.3464 % Kappa statistic 0.4126 Mean absolute error 0.1483 Root mean squared error 0.3593 Relative absolute error 60.5587 % Root relative squared error 102.6838 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.452 0.11 0.407 0.452 0.428 0.689 chest 0.463 0.095 0.448 0.463 0.455 0.711 forearm 0.569 0.07 0.575 0.569 0.572 0.79 head 0.596 0.07 0.586 0.596 0.591 0.789 shin 0.453 0.09 0.458 0.453 0.456 0.711 thigh 0.528 0.066 0.571 0.528 0.549 0.755 upperarm 0.415 0.087 0.444 0.415 0.429 0.682 waist Weighted Avg. 0.497 0.084 0.498 0.497 0.497 0.732 === Confusion Matrix === a b c d e f g <-- classified as 168 56 21 15 24 28 60 | a = chest 47 171 70 18 26 9 28 | b = forearm 24 61 211 9 26 5 35 | c = head 34 15 7 221 40 31 23 | d = shin 33 22 20 52 169 51 26 | e = thigh 50 15 6 32 51 196 21 | f = upperarm 57 42 32 30 33 23 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1337 51.4627 % Incorrectly Classified Instances 1261 48.5373 % Kappa statistic 0.4337 Mean absolute error 0.1427 Root mean squared error 0.3524 Relative absolute error 58.2872 % Root relative squared error 100.7078 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.47 0.102 0.436 0.47 0.453 0.709 chest 0.442 0.083 0.468 0.442 0.455 0.698 forearm 0.585 0.079 0.552 0.585 0.568 0.796 head 0.582 0.07 0.581 0.582 0.581 0.78 shin 0.472 0.089 0.472 0.472 0.472 0.723 thigh 0.612 0.059 0.632 0.612 0.622 0.814 upperarm 0.439 0.085 0.463 0.439 0.451 0.706 waist Weighted Avg. 0.515 0.081 0.515 0.515 0.515 0.747 === Confusion Matrix === a b c d e f g <-- classified as 175 44 34 13 27 31 48 | a = chest 54 163 63 15 30 8 36 | b = forearm 24 65 217 11 18 2 34 | c = head 24 23 5 216 50 31 22 | d = shin 27 19 26 57 176 40 28 | e = thigh 39 10 7 33 34 227 21 | f = upperarm 58 24 41 27 38 20 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1331 51.2514 % Incorrectly Classified Instances 1266 48.7486 % Kappa statistic 0.4313 Mean absolute error 0.1429 Root mean squared error 0.3525 Relative absolute error 58.3443 % Root relative squared error 100.7459 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.456 0.101 0.429 0.456 0.442 0.7 chest 0.439 0.101 0.42 0.439 0.429 0.703 forearm 0.623 0.069 0.6 0.623 0.611 0.816 head 0.581 0.071 0.576 0.581 0.578 0.801 shin 0.487 0.074 0.523 0.487 0.504 0.734 thigh 0.578 0.071 0.575 0.578 0.577 0.777 upperarm 0.425 0.081 0.466 0.425 0.444 0.685 waist Weighted Avg. 0.513 0.081 0.513 0.513 0.512 0.745 === Confusion Matrix === a b c d e f g <-- classified as 169 58 19 20 15 40 50 | a = chest 57 162 60 20 24 14 32 | b = forearm 21 63 231 3 15 7 31 | c = head 25 19 9 216 50 29 24 | d = shin 31 25 19 47 181 41 28 | e = thigh 43 19 5 41 32 214 16 | f = upperarm 48 40 42 28 29 27 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1360 52.3681 % Incorrectly Classified Instances 1237 47.6319 % Kappa statistic 0.4443 Mean absolute error 0.1406 Root mean squared error 0.3489 Relative absolute error 57.4155 % Root relative squared error 99.7192 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.104 0.427 0.464 0.444 0.705 chest 0.48 0.099 0.446 0.48 0.462 0.716 forearm 0.585 0.06 0.618 0.585 0.601 0.799 head 0.578 0.058 0.627 0.578 0.601 0.787 shin 0.516 0.095 0.475 0.516 0.495 0.735 thigh 0.576 0.06 0.616 0.576 0.595 0.798 upperarm 0.468 0.08 0.493 0.468 0.48 0.712 waist Weighted Avg. 0.524 0.079 0.529 0.524 0.526 0.75 === Confusion Matrix === a b c d e f g <-- classified as 172 57 28 17 31 26 40 | a = chest 66 177 50 12 20 14 30 | b = forearm 25 68 217 4 17 3 37 | c = head 28 22 2 215 51 31 23 | d = shin 27 21 13 43 192 44 32 | e = thigh 35 16 7 27 55 213 17 | f = upperarm 50 36 34 25 38 15 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1314 50.5968 % Incorrectly Classified Instances 1283 49.4032 % Kappa statistic 0.4236 Mean absolute error 0.1443 Root mean squared error 0.3556 Relative absolute error 58.9322 % Root relative squared error 101.6128 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.41 0.092 0.426 0.41 0.418 0.684 chest 0.482 0.115 0.41 0.482 0.443 0.715 forearm 0.604 0.065 0.609 0.604 0.606 0.798 head 0.554 0.07 0.571 0.554 0.562 0.77 shin 0.495 0.085 0.492 0.495 0.493 0.73 thigh 0.549 0.066 0.578 0.549 0.563 0.771 upperarm 0.449 0.083 0.474 0.449 0.461 0.706 waist Weighted Avg. 0.506 0.082 0.509 0.506 0.507 0.739 === Confusion Matrix === a b c d e f g <-- classified as 152 78 18 15 26 35 47 | a = chest 48 178 53 17 30 11 32 | b = forearm 25 67 224 3 18 2 32 | c = head 31 17 8 206 54 34 22 | d = shin 19 31 19 46 184 43 30 | e = thigh 28 24 9 47 37 203 22 | f = upperarm 54 39 37 27 25 23 167 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1389 53.4642 % Incorrectly Classified Instances 1209 46.5358 % Kappa statistic 0.4571 Mean absolute error 0.138 Root mean squared error 0.3449 Relative absolute error 56.3314 % Root relative squared error 98.5649 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.095 0.465 0.495 0.479 0.732 chest 0.474 0.086 0.477 0.474 0.476 0.723 forearm 0.59 0.073 0.573 0.59 0.582 0.793 head 0.628 0.057 0.645 0.628 0.637 0.814 shin 0.509 0.081 0.514 0.509 0.511 0.745 thigh 0.619 0.068 0.601 0.619 0.61 0.801 upperarm 0.427 0.082 0.466 0.427 0.446 0.707 waist Weighted Avg. 0.535 0.078 0.534 0.535 0.534 0.759 === Confusion Matrix === a b c d e f g <-- classified as 184 53 27 14 16 36 42 | a = chest 56 175 57 14 24 13 30 | b = forearm 33 46 219 6 22 2 43 | c = head 16 15 3 233 50 27 27 | d = shin 22 25 26 38 190 46 26 | e = thigh 37 11 6 32 41 229 14 | f = upperarm 48 42 44 24 27 28 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1317 50.6928 % Incorrectly Classified Instances 1281 49.3072 % Kappa statistic 0.4248 Mean absolute error 0.1452 Root mean squared error 0.3555 Relative absolute error 59.2947 % Root relative squared error 101.5883 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.503 0.096 0.468 0.503 0.484 0.726 chest 0.463 0.096 0.443 0.463 0.453 0.705 forearm 0.563 0.066 0.587 0.563 0.575 0.781 head 0.512 0.072 0.543 0.512 0.527 0.745 shin 0.476 0.093 0.462 0.476 0.469 0.721 thigh 0.58 0.069 0.583 0.58 0.581 0.782 upperarm 0.452 0.084 0.475 0.452 0.463 0.691 waist Weighted Avg. 0.507 0.082 0.509 0.507 0.507 0.736 === Confusion Matrix === a b c d e f g <-- classified as 187 51 13 17 27 39 38 | a = chest 57 171 59 13 31 8 30 | b = forearm 24 75 209 9 16 9 29 | c = head 20 17 7 190 64 38 35 | d = shin 24 21 26 53 177 40 31 | e = thigh 37 14 9 35 38 215 23 | f = upperarm 51 37 33 33 30 20 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1344 51.7321 % Incorrectly Classified Instances 1254 48.2679 % Kappa statistic 0.4369 Mean absolute error 0.1418 Root mean squared error 0.3528 Relative absolute error 57.9096 % Root relative squared error 100.8142 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.457 0.109 0.412 0.457 0.433 0.688 chest 0.504 0.101 0.453 0.504 0.477 0.726 forearm 0.612 0.066 0.605 0.612 0.609 0.803 head 0.577 0.064 0.599 0.577 0.588 0.782 shin 0.473 0.08 0.497 0.473 0.485 0.718 thigh 0.574 0.062 0.605 0.574 0.589 0.785 upperarm 0.425 0.08 0.47 0.425 0.446 0.695 waist Weighted Avg. 0.517 0.08 0.52 0.517 0.518 0.743 === Confusion Matrix === a b c d e f g <-- classified as 170 52 25 19 22 37 47 | a = chest 57 186 55 10 22 7 32 | b = forearm 21 69 227 4 16 4 30 | c = head 37 21 9 214 35 29 26 | d = shin 27 25 21 51 176 48 24 | e = thigh 40 18 8 27 46 213 19 | f = upperarm 61 40 30 32 37 14 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1333 51.3087 % Incorrectly Classified Instances 1265 48.6913 % Kappa statistic 0.4319 Mean absolute error 0.1427 Root mean squared error 0.3536 Relative absolute error 58.2745 % Root relative squared error 101.0583 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.473 0.1 0.442 0.473 0.457 0.715 chest 0.482 0.1 0.443 0.482 0.462 0.718 forearm 0.562 0.071 0.571 0.562 0.566 0.778 head 0.593 0.075 0.567 0.593 0.58 0.791 shin 0.476 0.08 0.499 0.476 0.487 0.717 thigh 0.555 0.06 0.606 0.555 0.579 0.77 upperarm 0.45 0.082 0.479 0.45 0.464 0.714 waist Weighted Avg. 0.513 0.081 0.515 0.513 0.514 0.743 === Confusion Matrix === a b c d e f g <-- classified as 176 50 35 23 20 27 41 | a = chest 60 178 55 18 19 7 32 | b = forearm 27 70 209 7 15 10 34 | c = head 23 23 8 220 49 26 22 | d = shin 22 29 13 57 177 42 32 | e = thigh 33 19 10 37 45 206 21 | f = upperarm 57 33 36 26 30 22 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1359 52.3095 % Incorrectly Classified Instances 1239 47.6905 % Kappa statistic 0.4436 Mean absolute error 0.1392 Root mean squared error 0.3495 Relative absolute error 56.8417 % Root relative squared error 99.892 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.103 0.401 0.411 0.406 0.686 chest 0.496 0.088 0.482 0.496 0.489 0.736 forearm 0.633 0.07 0.603 0.633 0.618 0.81 head 0.55 0.069 0.57 0.55 0.56 0.77 shin 0.488 0.083 0.497 0.488 0.493 0.725 thigh 0.655 0.068 0.617 0.655 0.635 0.818 upperarm 0.429 0.076 0.485 0.429 0.455 0.699 waist Weighted Avg. 0.523 0.079 0.522 0.523 0.522 0.749 === Confusion Matrix === a b c d e f g <-- classified as 153 53 27 27 19 39 54 | a = chest 60 183 60 14 19 4 29 | b = forearm 30 49 235 2 22 4 29 | c = head 30 21 5 204 61 25 25 | d = shin 25 24 21 48 182 50 23 | e = thigh 29 13 4 32 41 243 9 | f = upperarm 55 37 38 31 22 29 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1294 49.8075 % Incorrectly Classified Instances 1304 50.1925 % Kappa statistic 0.4144 Mean absolute error 0.1466 Root mean squared error 0.3592 Relative absolute error 59.8751 % Root relative squared error 102.652 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.098 0.431 0.445 0.438 0.699 chest 0.499 0.097 0.46 0.499 0.479 0.73 forearm 0.588 0.067 0.592 0.588 0.59 0.805 head 0.535 0.07 0.561 0.535 0.547 0.756 shin 0.48 0.086 0.484 0.48 0.482 0.729 thigh 0.555 0.075 0.554 0.555 0.555 0.768 upperarm 0.385 0.093 0.409 0.385 0.397 0.661 waist Weighted Avg. 0.498 0.084 0.499 0.498 0.498 0.735 === Confusion Matrix === a b c d e f g <-- classified as 165 59 18 29 24 31 45 | a = chest 49 184 56 12 16 14 38 | b = forearm 26 58 218 7 19 4 39 | c = head 17 19 7 199 61 39 30 | d = shin 21 28 20 46 179 50 29 | e = thigh 44 9 9 36 41 206 26 | f = upperarm 61 43 40 26 30 28 143 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1364 52.5019 % Incorrectly Classified Instances 1234 47.4981 % Kappa statistic 0.4459 Mean absolute error 0.1411 Root mean squared error 0.3498 Relative absolute error 57.6157 % Root relative squared error 99.9684 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.472 0.107 0.424 0.472 0.446 0.701 chest 0.461 0.096 0.443 0.461 0.452 0.7 forearm 0.598 0.057 0.638 0.598 0.618 0.799 head 0.621 0.075 0.579 0.621 0.599 0.786 shin 0.472 0.082 0.492 0.472 0.482 0.72 thigh 0.606 0.063 0.616 0.606 0.611 0.781 upperarm 0.445 0.075 0.498 0.445 0.47 0.718 waist Weighted Avg. 0.525 0.079 0.527 0.525 0.525 0.743 === Confusion Matrix === a b c d e f g <-- classified as 175 53 19 20 30 27 47 | a = chest 59 170 54 23 29 9 25 | b = forearm 30 57 222 9 14 9 30 | c = head 27 22 6 231 33 32 21 | d = shin 28 31 12 57 176 48 21 | e = thigh 40 16 2 28 38 225 22 | f = upperarm 54 35 33 31 38 15 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1338 51.521 % Incorrectly Classified Instances 1259 48.479 % Kappa statistic 0.4344 Mean absolute error 0.1422 Root mean squared error 0.3521 Relative absolute error 58.0584 % Root relative squared error 100.6144 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.404 0.1 0.402 0.404 0.403 0.676 chest 0.425 0.105 0.402 0.425 0.413 0.698 forearm 0.642 0.071 0.601 0.642 0.621 0.825 head 0.578 0.056 0.632 0.578 0.604 0.778 shin 0.504 0.093 0.477 0.504 0.49 0.731 thigh 0.605 0.065 0.609 0.605 0.607 0.792 upperarm 0.447 0.076 0.496 0.447 0.47 0.71 waist Weighted Avg. 0.515 0.081 0.517 0.515 0.516 0.744 === Confusion Matrix === a b c d e f g <-- classified as 150 64 22 22 30 34 49 | a = chest 50 157 73 10 33 7 39 | b = forearm 24 65 238 1 17 5 21 | c = head 33 27 4 215 46 24 23 | d = shin 26 22 23 38 188 53 23 | e = thigh 29 13 4 29 57 224 14 | f = upperarm 61 43 32 25 23 21 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1327 51.0974 % Incorrectly Classified Instances 1270 48.9026 % Kappa statistic 0.4295 Mean absolute error 0.1428 Root mean squared error 0.3526 Relative absolute error 58.3248 % Root relative squared error 100.7717 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.429 0.096 0.427 0.429 0.428 0.694 chest 0.485 0.092 0.466 0.485 0.475 0.719 forearm 0.598 0.075 0.571 0.598 0.584 0.8 head 0.609 0.077 0.568 0.609 0.588 0.793 shin 0.448 0.088 0.461 0.448 0.454 0.709 thigh 0.605 0.055 0.647 0.605 0.626 0.81 upperarm 0.403 0.088 0.434 0.403 0.418 0.68 waist Weighted Avg. 0.511 0.082 0.511 0.511 0.51 0.743 === Confusion Matrix === a b c d e f g <-- classified as 159 58 32 25 29 24 44 | a = chest 47 179 51 16 31 9 36 | b = forearm 20 64 222 3 19 2 41 | c = head 22 13 15 226 46 24 25 | d = shin 38 19 26 63 167 35 25 | e = thigh 35 13 2 34 37 224 25 | f = upperarm 51 38 41 31 33 28 150 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1350 51.9831 % Incorrectly Classified Instances 1247 48.0169 % Kappa statistic 0.4398 Mean absolute error 0.1411 Root mean squared error 0.3517 Relative absolute error 57.5956 % Root relative squared error 100.4926 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.086 0.462 0.445 0.453 0.696 chest 0.458 0.093 0.449 0.458 0.454 0.717 forearm 0.617 0.073 0.586 0.617 0.601 0.795 head 0.609 0.07 0.592 0.609 0.6 0.802 shin 0.442 0.086 0.462 0.442 0.452 0.716 thigh 0.605 0.07 0.588 0.605 0.597 0.787 upperarm 0.462 0.081 0.487 0.462 0.474 0.712 waist Weighted Avg. 0.52 0.08 0.518 0.52 0.519 0.747 === Confusion Matrix === a b c d e f g <-- classified as 165 48 29 21 26 39 43 | a = chest 45 169 66 18 21 11 39 | b = forearm 25 58 229 9 26 7 17 | c = head 29 15 4 226 39 31 27 | d = shin 26 31 19 49 165 52 31 | e = thigh 26 15 5 34 42 224 24 | f = upperarm 41 40 39 25 38 17 172 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1385 53.3102 % Incorrectly Classified Instances 1213 46.6898 % Kappa statistic 0.4553 Mean absolute error 0.1382 Root mean squared error 0.3455 Relative absolute error 56.4332 % Root relative squared error 98.7492 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.472 0.097 0.446 0.472 0.459 0.705 chest 0.48 0.094 0.459 0.48 0.469 0.711 forearm 0.605 0.065 0.608 0.605 0.606 0.801 head 0.58 0.064 0.602 0.58 0.591 0.794 shin 0.477 0.089 0.473 0.477 0.475 0.722 thigh 0.627 0.063 0.624 0.627 0.625 0.81 upperarm 0.492 0.073 0.53 0.492 0.51 0.742 waist Weighted Avg. 0.533 0.078 0.535 0.533 0.534 0.755 === Confusion Matrix === a b c d e f g <-- classified as 175 58 22 23 28 35 30 | a = chest 54 177 52 15 27 8 36 | b = forearm 29 57 225 7 25 2 27 | c = head 18 20 7 215 53 26 32 | d = shin 25 30 15 50 178 49 26 | e = thigh 33 14 5 28 47 232 11 | f = upperarm 58 30 44 19 18 20 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1329 51.1547 % Incorrectly Classified Instances 1269 48.8453 % Kappa statistic 0.4301 Mean absolute error 0.1438 Root mean squared error 0.3553 Relative absolute error 58.703 % Root relative squared error 101.5403 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.101 0.434 0.466 0.449 0.684 chest 0.434 0.101 0.416 0.434 0.424 0.693 forearm 0.569 0.067 0.584 0.569 0.577 0.777 head 0.556 0.059 0.612 0.556 0.583 0.776 shin 0.527 0.088 0.499 0.527 0.512 0.744 thigh 0.582 0.059 0.621 0.582 0.601 0.796 upperarm 0.446 0.093 0.444 0.446 0.445 0.705 waist Weighted Avg. 0.512 0.081 0.516 0.512 0.513 0.739 === Confusion Matrix === a b c d e f g <-- classified as 173 63 19 14 28 25 49 | a = chest 67 160 52 16 22 12 40 | b = forearm 25 72 211 5 16 7 35 | c = head 24 16 10 207 54 31 30 | d = shin 27 31 20 37 196 31 30 | e = thigh 30 11 6 27 57 216 24 | f = upperarm 53 32 43 32 20 26 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1353 52.0785 % Incorrectly Classified Instances 1245 47.9215 % Kappa statistic 0.4409 Mean absolute error 0.141 Root mean squared error 0.3499 Relative absolute error 57.5756 % Root relative squared error 99.9793 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.438 0.097 0.43 0.438 0.434 0.691 chest 0.496 0.085 0.491 0.496 0.493 0.727 forearm 0.582 0.064 0.603 0.582 0.593 0.798 head 0.608 0.075 0.577 0.608 0.592 0.797 shin 0.468 0.084 0.483 0.468 0.475 0.717 thigh 0.598 0.065 0.607 0.598 0.602 0.811 upperarm 0.456 0.09 0.457 0.456 0.456 0.707 waist Weighted Avg. 0.521 0.08 0.521 0.521 0.521 0.75 === Confusion Matrix === a b c d e f g <-- classified as 163 54 27 29 20 37 42 | a = chest 53 183 58 15 20 7 33 | b = forearm 23 50 216 5 25 5 47 | c = head 16 16 8 226 57 24 25 | d = shin 28 30 14 54 174 43 29 | e = thigh 43 12 7 24 38 222 25 | f = upperarm 53 28 28 39 26 28 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1380 53.1178 % Incorrectly Classified Instances 1218 46.8822 % Kappa statistic 0.453 Mean absolute error 0.1382 Root mean squared error 0.3471 Relative absolute error 56.443 % Root relative squared error 99.182 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.487 0.089 0.478 0.487 0.482 0.725 chest 0.45 0.087 0.46 0.45 0.455 0.706 forearm 0.604 0.066 0.605 0.604 0.605 0.81 head 0.599 0.07 0.59 0.599 0.595 0.789 shin 0.516 0.081 0.516 0.516 0.516 0.734 thigh 0.62 0.066 0.612 0.62 0.616 0.794 upperarm 0.442 0.089 0.453 0.442 0.447 0.705 waist Weighted Avg. 0.531 0.078 0.531 0.531 0.531 0.752 === Confusion Matrix === a b c d e f g <-- classified as 181 49 19 21 24 32 46 | a = chest 45 166 67 18 29 11 33 | b = forearm 25 46 224 5 19 6 46 | c = head 25 19 4 223 41 29 31 | d = shin 21 21 18 44 192 50 26 | e = thigh 33 14 5 32 41 230 16 | f = upperarm 49 46 33 35 26 18 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1351 52.0015 % Incorrectly Classified Instances 1247 47.9985 % Kappa statistic 0.44 Mean absolute error 0.141 Root mean squared error 0.3502 Relative absolute error 57.5594 % Root relative squared error 100.0662 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.088 0.484 0.495 0.489 0.723 chest 0.472 0.103 0.431 0.472 0.45 0.726 forearm 0.58 0.068 0.587 0.58 0.583 0.79 head 0.596 0.072 0.58 0.596 0.588 0.787 shin 0.496 0.089 0.483 0.496 0.489 0.742 thigh 0.577 0.059 0.62 0.577 0.598 0.789 upperarm 0.426 0.081 0.466 0.426 0.445 0.69 waist Weighted Avg. 0.52 0.08 0.522 0.52 0.52 0.75 === Confusion Matrix === a b c d e f g <-- classified as 184 56 21 17 23 26 45 | a = chest 59 174 58 18 28 4 28 | b = forearm 16 70 215 5 19 11 35 | c = head 29 14 7 221 54 26 20 | d = shin 15 25 23 49 185 42 34 | e = thigh 36 17 6 38 41 214 19 | f = upperarm 41 48 36 33 33 22 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1327 51.0778 % Incorrectly Classified Instances 1271 48.9222 % Kappa statistic 0.4292 Mean absolute error 0.1438 Root mean squared error 0.3553 Relative absolute error 58.7304 % Root relative squared error 101.5346 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.449 0.097 0.437 0.449 0.443 0.691 chest 0.434 0.094 0.432 0.434 0.433 0.694 forearm 0.577 0.068 0.586 0.577 0.582 0.789 head 0.612 0.066 0.607 0.612 0.609 0.792 shin 0.523 0.084 0.509 0.523 0.516 0.748 thigh 0.531 0.072 0.55 0.531 0.54 0.759 upperarm 0.45 0.089 0.456 0.45 0.453 0.696 waist Weighted Avg. 0.511 0.082 0.511 0.511 0.511 0.739 === Confusion Matrix === a b c d e f g <-- classified as 167 54 25 21 32 31 42 | a = chest 68 160 58 13 20 11 39 | b = forearm 29 67 214 5 19 2 35 | c = head 19 14 7 227 42 28 34 | d = shin 15 25 21 40 195 53 24 | e = thigh 39 15 3 47 45 197 25 | f = upperarm 45 35 37 21 30 36 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1344 51.7321 % Incorrectly Classified Instances 1254 48.2679 % Kappa statistic 0.4369 Mean absolute error 0.1411 Root mean squared error 0.3497 Relative absolute error 57.6063 % Root relative squared error 99.9368 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.47 0.092 0.461 0.47 0.465 0.723 chest 0.45 0.098 0.432 0.45 0.441 0.712 forearm 0.58 0.061 0.613 0.58 0.596 0.79 head 0.609 0.07 0.59 0.609 0.599 0.804 shin 0.48 0.071 0.531 0.48 0.504 0.744 thigh 0.59 0.074 0.57 0.59 0.58 0.785 upperarm 0.442 0.097 0.433 0.442 0.437 0.702 waist Weighted Avg. 0.517 0.08 0.519 0.517 0.518 0.751 === Confusion Matrix === a b c d e f g <-- classified as 175 59 20 20 14 44 40 | a = chest 56 166 58 20 25 4 40 | b = forearm 29 57 215 3 17 3 47 | c = head 23 22 4 226 38 26 32 | d = shin 18 26 15 43 179 62 30 | e = thigh 30 14 7 29 46 219 26 | f = upperarm 49 40 32 42 18 26 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1349 51.9446 % Incorrectly Classified Instances 1248 48.0554 % Kappa statistic 0.4394 Mean absolute error 0.1415 Root mean squared error 0.3503 Relative absolute error 57.7955 % Root relative squared error 100.1101 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.094 0.444 0.453 0.449 0.695 chest 0.485 0.092 0.466 0.485 0.475 0.739 forearm 0.631 0.07 0.602 0.631 0.616 0.8 head 0.563 0.067 0.582 0.563 0.573 0.781 shin 0.501 0.091 0.479 0.501 0.49 0.735 thigh 0.559 0.068 0.578 0.559 0.569 0.786 upperarm 0.444 0.078 0.487 0.444 0.464 0.713 waist Weighted Avg. 0.519 0.08 0.52 0.519 0.519 0.75 === Confusion Matrix === a b c d e f g <-- classified as 168 50 24 24 25 33 47 | a = chest 55 179 53 17 25 6 34 | b = forearm 28 60 234 6 16 7 20 | c = head 29 22 6 209 51 34 20 | d = shin 19 26 27 44 187 43 27 | e = thigh 35 13 5 30 54 207 26 | f = upperarm 44 34 40 29 32 28 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1351 52.0216 % Incorrectly Classified Instances 1246 47.9784 % Kappa statistic 0.4403 Mean absolute error 0.1406 Root mean squared error 0.3509 Relative absolute error 57.4315 % Root relative squared error 100.2824 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.477 0.096 0.453 0.477 0.465 0.706 chest 0.488 0.102 0.441 0.488 0.463 0.708 forearm 0.62 0.059 0.637 0.62 0.628 0.802 head 0.558 0.057 0.622 0.558 0.588 0.782 shin 0.472 0.079 0.501 0.472 0.486 0.708 thigh 0.576 0.073 0.566 0.576 0.571 0.779 upperarm 0.452 0.094 0.446 0.452 0.449 0.711 waist Weighted Avg. 0.52 0.08 0.524 0.52 0.521 0.742 === Confusion Matrix === a b c d e f g <-- classified as 177 54 12 12 25 41 50 | a = chest 49 180 53 15 22 10 40 | b = forearm 25 70 230 2 16 3 25 | c = head 24 22 6 207 44 30 38 | d = shin 30 28 19 42 176 50 28 | e = thigh 34 18 7 28 42 213 28 | f = upperarm 52 36 34 27 26 29 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1339 51.5595 % Incorrectly Classified Instances 1258 48.4405 % Kappa statistic 0.4349 Mean absolute error 0.1421 Root mean squared error 0.3523 Relative absolute error 58.0041 % Root relative squared error 100.6752 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.434 0.1 0.419 0.434 0.426 0.692 chest 0.453 0.097 0.436 0.453 0.444 0.72 forearm 0.609 0.076 0.572 0.609 0.59 0.795 head 0.582 0.07 0.582 0.582 0.582 0.774 shin 0.48 0.078 0.507 0.48 0.493 0.723 thigh 0.576 0.065 0.595 0.576 0.585 0.795 upperarm 0.476 0.079 0.501 0.476 0.488 0.709 waist Weighted Avg. 0.516 0.081 0.516 0.516 0.516 0.744 === Confusion Matrix === a b c d e f g <-- classified as 161 65 24 22 25 32 42 | a = chest 56 167 71 15 15 14 31 | b = forearm 24 52 226 10 21 6 32 | c = head 30 23 7 216 45 25 25 | d = shin 22 28 20 49 179 50 25 | e = thigh 39 16 7 33 41 213 21 | f = upperarm 52 32 40 26 27 18 177 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1364 52.5019 % Incorrectly Classified Instances 1234 47.4981 % Kappa statistic 0.4459 Mean absolute error 0.14 Root mean squared error 0.3501 Relative absolute error 57.1495 % Root relative squared error 100.0393 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.48 0.085 0.484 0.48 0.482 0.72 chest 0.466 0.094 0.45 0.466 0.458 0.706 forearm 0.625 0.08 0.564 0.625 0.593 0.792 head 0.616 0.068 0.601 0.616 0.608 0.825 shin 0.456 0.078 0.496 0.456 0.475 0.709 thigh 0.558 0.068 0.577 0.558 0.567 0.772 upperarm 0.474 0.08 0.497 0.474 0.486 0.712 waist Weighted Avg. 0.525 0.079 0.524 0.525 0.524 0.748 === Confusion Matrix === a b c d e f g <-- classified as 178 54 20 23 23 32 41 | a = chest 50 172 72 16 13 14 32 | b = forearm 18 61 232 2 18 4 36 | c = head 25 15 8 229 46 32 17 | d = shin 18 36 24 46 170 49 30 | e = thigh 47 6 10 35 44 207 22 | f = upperarm 32 38 45 30 29 21 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1370 52.7329 % Incorrectly Classified Instances 1228 47.2671 % Kappa statistic 0.4486 Mean absolute error 0.1394 Root mean squared error 0.3485 Relative absolute error 56.908 % Root relative squared error 99.6031 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.453 0.104 0.421 0.453 0.436 0.69 chest 0.501 0.095 0.467 0.501 0.484 0.72 forearm 0.655 0.065 0.628 0.655 0.641 0.829 head 0.583 0.058 0.629 0.583 0.605 0.801 shin 0.517 0.093 0.484 0.517 0.5 0.728 thigh 0.59 0.064 0.607 0.59 0.598 0.793 upperarm 0.391 0.075 0.466 0.391 0.425 0.685 waist Weighted Avg. 0.527 0.079 0.529 0.527 0.527 0.75 === Confusion Matrix === a b c d e f g <-- classified as 168 64 24 15 29 39 32 | a = chest 53 185 50 13 29 7 32 | b = forearm 23 46 243 4 20 3 32 | c = head 26 23 7 217 50 31 18 | d = shin 29 27 16 43 193 37 28 | e = thigh 38 14 7 25 44 219 24 | f = upperarm 62 37 40 28 34 25 145 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1291 49.6921 % Incorrectly Classified Instances 1307 50.3079 % Kappa statistic 0.4131 Mean absolute error 0.1471 Root mean squared error 0.358 Relative absolute error 60.0594 % Root relative squared error 102.3055 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.447 0.105 0.416 0.447 0.431 0.698 chest 0.466 0.105 0.423 0.466 0.443 0.715 forearm 0.563 0.072 0.566 0.563 0.565 0.777 head 0.575 0.078 0.552 0.575 0.563 0.772 shin 0.481 0.088 0.476 0.481 0.479 0.733 thigh 0.553 0.057 0.616 0.553 0.582 0.789 upperarm 0.392 0.081 0.448 0.392 0.418 0.694 waist Weighted Avg. 0.497 0.084 0.499 0.497 0.497 0.74 === Confusion Matrix === a b c d e f g <-- classified as 166 67 25 27 24 30 32 | a = chest 61 172 65 8 21 7 35 | b = forearm 24 63 209 9 23 6 37 | c = head 26 19 4 214 52 28 29 | d = shin 26 32 20 49 179 39 27 | e = thigh 33 13 5 46 49 205 20 | f = upperarm 63 41 41 35 28 18 146 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1281 49.3072 % Incorrectly Classified Instances 1317 50.6928 % Kappa statistic 0.4086 Mean absolute error 0.1482 Root mean squared error 0.3598 Relative absolute error 60.5115 % Root relative squared error 102.8331 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.454 0.097 0.439 0.454 0.446 0.693 chest 0.401 0.09 0.424 0.401 0.412 0.695 forearm 0.609 0.074 0.578 0.609 0.593 0.795 head 0.598 0.082 0.548 0.598 0.572 0.777 shin 0.449 0.09 0.454 0.449 0.451 0.716 thigh 0.534 0.07 0.558 0.534 0.545 0.766 upperarm 0.406 0.087 0.438 0.406 0.421 0.693 waist Weighted Avg. 0.493 0.084 0.491 0.493 0.492 0.734 === Confusion Matrix === a b c d e f g <-- classified as 169 47 22 27 26 43 38 | a = chest 64 148 65 20 21 8 43 | b = forearm 21 70 226 6 21 1 26 | c = head 26 14 8 222 47 30 24 | d = shin 19 30 23 53 167 47 33 | e = thigh 33 9 7 42 52 198 30 | f = upperarm 53 31 40 35 34 28 151 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1279 49.2302 % Incorrectly Classified Instances 1319 50.7698 % Kappa statistic 0.4077 Mean absolute error 0.1477 Root mean squared error 0.3591 Relative absolute error 60.3132 % Root relative squared error 102.6076 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.419 0.104 0.402 0.419 0.411 0.693 chest 0.439 0.1 0.42 0.439 0.429 0.708 forearm 0.558 0.07 0.572 0.558 0.565 0.773 head 0.569 0.077 0.552 0.569 0.56 0.775 shin 0.433 0.093 0.439 0.433 0.436 0.723 thigh 0.558 0.064 0.591 0.558 0.574 0.787 upperarm 0.47 0.084 0.482 0.47 0.476 0.697 waist Weighted Avg. 0.492 0.085 0.494 0.492 0.493 0.737 === Confusion Matrix === a b c d e f g <-- classified as 156 65 27 26 22 36 40 | a = chest 59 162 64 20 19 11 34 | b = forearm 32 64 207 10 16 8 34 | c = head 28 22 10 211 52 25 23 | d = shin 27 26 21 58 161 43 36 | e = thigh 40 11 7 30 55 207 21 | f = upperarm 46 36 26 27 42 20 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1359 52.3095 % Incorrectly Classified Instances 1239 47.6905 % Kappa statistic 0.4436 Mean absolute error 0.1403 Root mean squared error 0.351 Relative absolute error 57.2788 % Root relative squared error 100.3164 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.511 0.099 0.462 0.511 0.485 0.728 chest 0.455 0.09 0.455 0.455 0.455 0.71 forearm 0.601 0.077 0.566 0.601 0.583 0.788 head 0.553 0.062 0.599 0.553 0.575 0.783 shin 0.539 0.077 0.539 0.539 0.539 0.75 thigh 0.562 0.065 0.591 0.562 0.576 0.776 upperarm 0.441 0.087 0.459 0.441 0.45 0.694 waist Weighted Avg. 0.523 0.079 0.525 0.523 0.523 0.747 === Confusion Matrix === a b c d e f g <-- classified as 190 61 21 16 15 30 39 | a = chest 55 168 59 21 21 14 31 | b = forearm 25 54 223 4 19 4 42 | c = head 30 21 10 205 45 28 32 | d = shin 23 14 28 36 201 42 29 | e = thigh 36 17 8 33 48 208 20 | f = upperarm 52 34 45 27 24 26 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1347 51.8476 % Incorrectly Classified Instances 1251 48.1524 % Kappa statistic 0.4382 Mean absolute error 0.1413 Root mean squared error 0.3513 Relative absolute error 57.6775 % Root relative squared error 100.3908 % Total Number of Instances 2598 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.414 0.096 0.418 0.414 0.416 0.692 chest 0.439 0.083 0.466 0.439 0.452 0.696 forearm 0.596 0.07 0.585 0.596 0.59 0.783 head 0.636 0.073 0.591 0.636 0.613 0.81 shin 0.504 0.085 0.497 0.504 0.501 0.748 thigh 0.6 0.057 0.634 0.6 0.617 0.801 upperarm 0.441 0.096 0.435 0.441 0.438 0.702 waist Weighted Avg. 0.518 0.08 0.518 0.518 0.518 0.747 === Confusion Matrix === a b c d e f g <-- classified as 154 53 26 20 30 31 58 | a = chest 54 162 64 21 19 12 37 | b = forearm 25 56 221 7 22 4 36 | c = head 16 5 8 236 49 26 31 | d = shin 27 23 18 53 188 37 27 | e = thigh 43 6 4 32 39 222 24 | f = upperarm 49 43 37 30 31 18 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1377 53.0227 % Incorrectly Classified Instances 1220 46.9773 % Kappa statistic 0.4519 Mean absolute error 0.1377 Root mean squared error 0.3464 Relative absolute error 56.2297 % Root relative squared error 98.9826 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.473 0.086 0.478 0.473 0.476 0.707 chest 0.447 0.098 0.431 0.447 0.439 0.707 forearm 0.577 0.07 0.578 0.577 0.578 0.796 head 0.58 0.071 0.578 0.58 0.579 0.785 shin 0.52 0.076 0.533 0.52 0.526 0.751 thigh 0.643 0.065 0.623 0.643 0.633 0.81 upperarm 0.472 0.082 0.489 0.472 0.48 0.719 waist Weighted Avg. 0.53 0.078 0.53 0.53 0.53 0.754 === Confusion Matrix === a b c d e f g <-- classified as 176 57 28 17 17 34 43 | a = chest 47 165 65 24 23 10 35 | b = forearm 22 75 214 5 17 7 31 | c = head 25 20 6 215 49 35 21 | d = shin 17 26 20 52 194 32 32 | e = thigh 37 10 7 23 34 238 21 | f = upperarm 44 30 30 36 30 26 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1286 49.5187 % Incorrectly Classified Instances 1311 50.4813 % Kappa statistic 0.4111 Mean absolute error 0.1468 Root mean squared error 0.358 Relative absolute error 59.9513 % Root relative squared error 102.2959 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.415 0.113 0.379 0.415 0.396 0.68 chest 0.466 0.099 0.438 0.466 0.451 0.721 forearm 0.538 0.062 0.593 0.538 0.564 0.779 head 0.601 0.071 0.585 0.601 0.593 0.803 shin 0.448 0.086 0.465 0.448 0.456 0.711 thigh 0.578 0.072 0.572 0.578 0.575 0.786 upperarm 0.42 0.086 0.45 0.42 0.435 0.692 waist Weighted Avg. 0.495 0.084 0.498 0.495 0.496 0.739 === Confusion Matrix === a b c d e f g <-- classified as 154 61 24 29 20 37 46 | a = chest 64 172 51 16 24 9 33 | b = forearm 37 69 200 8 21 7 30 | c = head 22 19 4 223 46 28 29 | d = shin 36 24 21 48 167 49 28 | e = thigh 39 14 6 24 48 214 25 | f = upperarm 54 34 31 33 33 30 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1244 47.9014 % Incorrectly Classified Instances 1353 52.0986 % Kappa statistic 0.3922 Mean absolute error 0.1512 Root mean squared error 0.3638 Relative absolute error 61.7441 % Root relative squared error 103.968 % Total Number of Instances 2597 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.442 0.098 0.428 0.442 0.435 0.689 chest 0.447 0.109 0.404 0.447 0.425 0.711 forearm 0.55 0.067 0.578 0.55 0.564 0.767 head 0.534 0.071 0.558 0.534 0.545 0.766 shin 0.437 0.095 0.435 0.437 0.436 0.707 thigh 0.55 0.077 0.544 0.55 0.547 0.768 upperarm 0.394 0.091 0.42 0.394 0.406 0.665 waist Weighted Avg. 0.479 0.087 0.481 0.479 0.48 0.725 === Confusion Matrix === a b c d e f g <-- classified as 164 65 20 24 19 27 52 | a = chest 49 165 65 16 32 10 32 | b = forearm 26 73 204 9 29 2 28 | c = head 22 25 6 198 58 29 33 | d = shin 28 23 15 41 163 74 29 | e = thigh 40 15 6 41 37 204 28 | f = upperarm 54 42 37 26 37 29 146 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 12 RUN: 0 FOLD: 0 Correctly Classified Instances 1659 65.2893 % Incorrectly Classified Instances 882 34.7107 % Kappa statistic 0.595 Mean absolute error 0.1023 Root mean squared error 0.2983 Relative absolute error 41.7638 % Root relative squared error 85.2328 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.632 0.064 0.622 0.632 0.627 0.815 chest 0.659 0.069 0.613 0.659 0.636 0.841 forearm 0.675 0.058 0.66 0.675 0.668 0.841 head 0.786 0.035 0.79 0.786 0.788 0.891 shin 0.576 0.071 0.576 0.576 0.576 0.78 thigh 0.672 0.049 0.695 0.672 0.683 0.848 upperarm 0.57 0.059 0.616 0.57 0.592 0.782 waist Weighted Avg. 0.653 0.058 0.653 0.653 0.653 0.828 === Confusion Matrix === a b c d e f g <-- classified as 230 26 3 4 23 33 45 | a = chest 19 238 50 9 9 5 31 | b = forearm 8 55 245 4 24 6 21 | c = head 16 8 6 286 31 9 8 | d = shin 22 18 26 32 209 42 14 | e = thigh 35 6 10 15 43 244 10 | f = upperarm 40 37 31 12 24 12 207 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1716 67.5325 % Incorrectly Classified Instances 825 32.4675 % Kappa statistic 0.6212 Mean absolute error 0.0969 Root mean squared error 0.2886 Relative absolute error 39.5878 % Root relative squared error 82.4739 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.057 0.661 0.67 0.666 0.82 chest 0.651 0.062 0.635 0.651 0.643 0.812 forearm 0.758 0.055 0.698 0.758 0.727 0.872 head 0.775 0.033 0.797 0.775 0.786 0.909 shin 0.595 0.062 0.617 0.595 0.606 0.798 thigh 0.691 0.05 0.697 0.691 0.694 0.85 upperarm 0.587 0.06 0.619 0.587 0.603 0.768 waist Weighted Avg. 0.675 0.054 0.675 0.675 0.675 0.833 === Confusion Matrix === a b c d e f g <-- classified as 244 25 11 10 18 27 29 | a = chest 20 235 43 7 15 11 30 | b = forearm 5 36 275 3 17 8 19 | c = head 5 12 9 282 27 12 17 | d = shin 29 20 22 14 216 40 22 | e = thigh 27 6 8 17 40 251 14 | f = upperarm 39 36 26 21 17 11 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1707 67.1783 % Incorrectly Classified Instances 834 32.8217 % Kappa statistic 0.6171 Mean absolute error 0.0982 Root mean squared error 0.293 Relative absolute error 40.1131 % Root relative squared error 83.7361 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.054 0.677 0.673 0.675 0.825 chest 0.648 0.067 0.616 0.648 0.632 0.818 forearm 0.7 0.053 0.688 0.7 0.694 0.848 head 0.788 0.038 0.778 0.788 0.783 0.888 shin 0.634 0.07 0.602 0.634 0.617 0.797 thigh 0.682 0.041 0.733 0.682 0.707 0.843 upperarm 0.577 0.061 0.614 0.577 0.595 0.776 waist Weighted Avg. 0.672 0.055 0.673 0.672 0.672 0.828 === Confusion Matrix === a b c d e f g <-- classified as 245 18 6 6 27 24 38 | a = chest 15 234 51 11 15 5 30 | b = forearm 7 46 254 4 24 8 20 | c = head 9 11 4 287 29 12 12 | d = shin 20 14 27 22 230 29 21 | e = thigh 23 19 9 19 34 247 11 | f = upperarm 43 38 18 20 23 12 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1692 66.588 % Incorrectly Classified Instances 849 33.412 % Kappa statistic 0.6102 Mean absolute error 0.0981 Root mean squared error 0.2931 Relative absolute error 40.0771 % Root relative squared error 83.765 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.067 0.622 0.661 0.641 0.831 chest 0.615 0.06 0.629 0.615 0.622 0.812 forearm 0.714 0.054 0.69 0.714 0.702 0.845 head 0.802 0.028 0.827 0.802 0.815 0.905 shin 0.597 0.058 0.632 0.597 0.614 0.787 thigh 0.697 0.053 0.688 0.697 0.692 0.855 upperarm 0.574 0.07 0.577 0.574 0.576 0.776 waist Weighted Avg. 0.666 0.056 0.666 0.666 0.666 0.83 === Confusion Matrix === a b c d e f g <-- classified as 240 19 7 5 13 29 50 | a = chest 22 222 43 8 16 10 40 | b = forearm 6 40 260 5 20 9 24 | c = head 7 12 7 292 20 15 11 | d = shin 17 20 30 24 216 42 13 | e = thigh 34 8 2 10 41 253 15 | f = upperarm 60 32 28 9 16 10 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1673 65.8402 % Incorrectly Classified Instances 868 34.1598 % Kappa statistic 0.6015 Mean absolute error 0.1013 Root mean squared error 0.2981 Relative absolute error 41.3585 % Root relative squared error 85.2019 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.067 0.607 0.617 0.612 0.8 chest 0.62 0.067 0.607 0.62 0.614 0.791 forearm 0.629 0.047 0.69 0.629 0.658 0.835 head 0.782 0.034 0.791 0.782 0.787 0.891 shin 0.617 0.062 0.624 0.617 0.62 0.795 thigh 0.727 0.042 0.742 0.727 0.734 0.863 upperarm 0.615 0.079 0.564 0.615 0.589 0.788 waist Weighted Avg. 0.658 0.057 0.661 0.658 0.659 0.823 === Confusion Matrix === a b c d e f g <-- classified as 224 26 3 10 16 26 58 | a = chest 20 224 43 10 13 7 44 | b = forearm 10 58 229 4 41 2 20 | c = head 9 12 6 284 22 12 18 | d = shin 25 13 26 18 224 38 19 | e = thigh 28 7 5 15 30 264 14 | f = upperarm 53 29 20 18 13 7 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1685 66.3125 % Incorrectly Classified Instances 856 33.6875 % Kappa statistic 0.607 Mean absolute error 0.0998 Root mean squared error 0.2944 Relative absolute error 40.7418 % Root relative squared error 84.1299 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.056 0.665 0.661 0.663 0.839 chest 0.626 0.061 0.631 0.626 0.629 0.81 forearm 0.665 0.054 0.674 0.665 0.669 0.842 head 0.785 0.033 0.798 0.785 0.792 0.901 shin 0.59 0.062 0.615 0.59 0.602 0.777 thigh 0.691 0.06 0.657 0.691 0.674 0.841 upperarm 0.624 0.068 0.604 0.624 0.614 0.788 waist Weighted Avg. 0.663 0.056 0.663 0.663 0.663 0.828 === Confusion Matrix === a b c d e f g <-- classified as 240 16 9 6 19 30 43 | a = chest 16 226 49 4 12 11 43 | b = forearm 7 46 242 4 25 16 24 | c = head 11 10 3 285 25 17 12 | d = shin 22 12 25 28 214 44 18 | e = thigh 28 11 9 16 39 251 9 | f = upperarm 37 37 22 14 14 13 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1709 67.257 % Incorrectly Classified Instances 832 32.743 % Kappa statistic 0.618 Mean absolute error 0.0972 Root mean squared error 0.2915 Relative absolute error 39.7062 % Root relative squared error 83.2904 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.058 0.67 0.705 0.687 0.838 chest 0.687 0.062 0.648 0.687 0.667 0.836 forearm 0.673 0.048 0.7 0.673 0.686 0.838 head 0.782 0.04 0.765 0.782 0.774 0.887 shin 0.551 0.068 0.575 0.551 0.563 0.758 thigh 0.708 0.039 0.751 0.708 0.729 0.861 upperarm 0.602 0.067 0.6 0.602 0.601 0.777 waist Weighted Avg. 0.673 0.055 0.673 0.673 0.672 0.828 === Confusion Matrix === a b c d e f g <-- classified as 256 11 12 10 18 18 38 | a = chest 12 248 30 8 9 9 45 | b = forearm 12 44 245 4 33 5 21 | c = head 14 7 7 284 23 16 12 | d = shin 25 17 33 40 200 24 24 | e = thigh 32 12 7 9 40 257 6 | f = upperarm 31 44 16 16 25 13 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1694 66.6667 % Incorrectly Classified Instances 847 33.3333 % Kappa statistic 0.6111 Mean absolute error 0.0985 Root mean squared error 0.2917 Relative absolute error 40.2145 % Root relative squared error 83.3651 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.062 0.649 0.691 0.669 0.832 chest 0.655 0.061 0.642 0.655 0.648 0.818 forearm 0.679 0.058 0.66 0.679 0.669 0.844 head 0.76 0.037 0.775 0.76 0.768 0.891 shin 0.603 0.062 0.62 0.603 0.612 0.812 thigh 0.705 0.04 0.746 0.705 0.725 0.859 upperarm 0.573 0.069 0.579 0.573 0.576 0.77 waist Weighted Avg. 0.667 0.056 0.668 0.667 0.667 0.832 === Confusion Matrix === a b c d e f g <-- classified as 251 21 6 9 8 24 44 | a = chest 19 237 50 7 12 6 31 | b = forearm 8 52 247 3 23 5 26 | c = head 11 8 6 276 31 16 15 | d = shin 20 10 40 35 219 18 21 | e = thigh 30 11 6 13 33 256 14 | f = upperarm 48 30 19 13 27 18 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1675 65.9189 % Incorrectly Classified Instances 866 34.0811 % Kappa statistic 0.6024 Mean absolute error 0.1005 Root mean squared error 0.2949 Relative absolute error 41.0541 % Root relative squared error 84.281 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.064 0.634 0.667 0.65 0.834 chest 0.638 0.063 0.628 0.638 0.633 0.812 forearm 0.651 0.056 0.66 0.651 0.656 0.832 head 0.802 0.038 0.778 0.802 0.79 0.898 shin 0.567 0.062 0.604 0.567 0.585 0.769 thigh 0.702 0.055 0.68 0.702 0.691 0.859 upperarm 0.587 0.059 0.623 0.587 0.604 0.798 waist Weighted Avg. 0.659 0.057 0.658 0.659 0.658 0.829 === Confusion Matrix === a b c d e f g <-- classified as 242 13 8 8 24 40 28 | a = chest 24 231 46 12 12 9 28 | b = forearm 11 48 237 8 28 10 22 | c = head 6 11 5 291 22 12 16 | d = shin 22 16 32 30 206 35 22 | e = thigh 31 6 10 11 37 255 13 | f = upperarm 46 43 21 14 12 14 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1681 66.1551 % Incorrectly Classified Instances 860 33.8449 % Kappa statistic 0.6051 Mean absolute error 0.101 Root mean squared error 0.2966 Relative absolute error 41.2332 % Root relative squared error 84.7617 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.061 0.659 0.706 0.682 0.846 chest 0.619 0.059 0.635 0.619 0.627 0.792 forearm 0.694 0.051 0.696 0.694 0.695 0.837 head 0.799 0.048 0.734 0.799 0.765 0.884 shin 0.576 0.068 0.585 0.576 0.581 0.768 thigh 0.705 0.048 0.709 0.705 0.707 0.859 upperarm 0.532 0.06 0.598 0.532 0.563 0.752 waist Weighted Avg. 0.662 0.056 0.659 0.662 0.66 0.82 === Confusion Matrix === a b c d e f g <-- classified as 257 17 6 9 20 20 35 | a = chest 19 224 51 19 15 9 25 | b = forearm 11 36 252 7 27 8 22 | c = head 11 5 6 290 26 11 14 | d = shin 18 17 15 39 209 41 24 | e = thigh 28 6 9 12 42 256 10 | f = upperarm 46 48 23 19 18 16 193 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1711 67.3357 % Incorrectly Classified Instances 830 32.6643 % Kappa statistic 0.6189 Mean absolute error 0.0965 Root mean squared error 0.2901 Relative absolute error 39.417 % Root relative squared error 82.9086 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.059 0.659 0.684 0.671 0.835 chest 0.644 0.058 0.647 0.644 0.645 0.83 forearm 0.727 0.054 0.693 0.727 0.71 0.866 head 0.755 0.032 0.797 0.755 0.776 0.89 shin 0.575 0.065 0.594 0.575 0.584 0.774 thigh 0.722 0.051 0.702 0.722 0.712 0.868 upperarm 0.606 0.062 0.621 0.606 0.614 0.796 waist Weighted Avg. 0.673 0.054 0.674 0.673 0.673 0.837 === Confusion Matrix === a b c d e f g <-- classified as 249 26 5 5 22 21 36 | a = chest 15 233 50 10 11 12 31 | b = forearm 9 37 264 3 27 6 17 | c = head 12 15 6 275 28 8 20 | d = shin 18 15 25 24 208 51 21 | e = thigh 28 8 9 13 34 262 9 | f = upperarm 47 26 22 15 20 13 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1665 65.5254 % Incorrectly Classified Instances 876 34.4746 % Kappa statistic 0.5978 Mean absolute error 0.1013 Root mean squared error 0.2971 Relative absolute error 41.3731 % Root relative squared error 84.8956 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.064 0.638 0.673 0.655 0.829 chest 0.618 0.064 0.614 0.618 0.616 0.81 forearm 0.675 0.059 0.657 0.675 0.666 0.849 head 0.791 0.038 0.778 0.791 0.785 0.89 shin 0.601 0.058 0.632 0.601 0.616 0.811 thigh 0.678 0.047 0.707 0.678 0.692 0.841 upperarm 0.551 0.073 0.559 0.551 0.555 0.773 waist Weighted Avg. 0.655 0.057 0.655 0.655 0.655 0.829 === Confusion Matrix === a b c d e f g <-- classified as 245 24 3 8 11 28 45 | a = chest 25 223 49 6 11 5 42 | b = forearm 9 45 245 5 26 10 23 | c = head 12 4 8 288 24 15 13 | d = shin 15 9 31 35 218 33 22 | e = thigh 32 12 9 13 38 246 13 | f = upperarm 46 46 28 15 17 11 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1705 67.0996 % Incorrectly Classified Instances 836 32.9004 % Kappa statistic 0.6162 Mean absolute error 0.097 Root mean squared error 0.2907 Relative absolute error 39.6185 % Root relative squared error 83.0745 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.058 0.672 0.714 0.692 0.848 chest 0.609 0.059 0.632 0.609 0.621 0.806 forearm 0.651 0.057 0.657 0.651 0.654 0.828 head 0.791 0.027 0.829 0.791 0.81 0.908 shin 0.614 0.067 0.604 0.614 0.609 0.798 thigh 0.694 0.051 0.694 0.694 0.694 0.857 upperarm 0.623 0.065 0.616 0.623 0.619 0.786 waist Weighted Avg. 0.671 0.055 0.672 0.671 0.671 0.833 === Confusion Matrix === a b c d e f g <-- classified as 260 20 10 2 9 27 36 | a = chest 25 220 53 7 16 5 35 | b = forearm 5 47 237 2 38 9 26 | c = head 9 7 3 287 27 18 12 | d = shin 21 14 27 23 223 37 18 | e = thigh 32 6 7 15 37 252 14 | f = upperarm 35 34 24 10 19 15 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1663 65.4467 % Incorrectly Classified Instances 878 34.5533 % Kappa statistic 0.5969 Mean absolute error 0.1028 Root mean squared error 0.2991 Relative absolute error 41.9886 % Root relative squared error 85.482 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.068 0.613 0.64 0.626 0.806 chest 0.665 0.07 0.612 0.665 0.637 0.824 forearm 0.668 0.049 0.694 0.668 0.681 0.833 head 0.771 0.032 0.8 0.771 0.785 0.894 shin 0.573 0.064 0.599 0.573 0.586 0.769 thigh 0.705 0.059 0.665 0.705 0.684 0.846 upperarm 0.559 0.062 0.602 0.559 0.58 0.787 waist Weighted Avg. 0.654 0.058 0.655 0.654 0.654 0.823 === Confusion Matrix === a b c d e f g <-- classified as 233 21 6 11 21 28 44 | a = chest 24 240 43 7 10 11 26 | b = forearm 9 45 243 5 33 9 20 | c = head 10 15 4 280 29 15 10 | d = shin 18 20 21 20 208 54 22 | e = thigh 34 11 6 15 29 256 12 | f = upperarm 52 40 27 12 17 12 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1702 66.9815 % Incorrectly Classified Instances 839 33.0185 % Kappa statistic 0.6148 Mean absolute error 0.0965 Root mean squared error 0.2877 Relative absolute error 39.3982 % Root relative squared error 82.2259 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.061 0.665 0.722 0.692 0.865 chest 0.637 0.051 0.673 0.637 0.654 0.835 forearm 0.706 0.068 0.635 0.706 0.668 0.862 head 0.791 0.035 0.791 0.791 0.791 0.895 shin 0.556 0.073 0.561 0.556 0.559 0.777 thigh 0.686 0.037 0.757 0.686 0.72 0.862 upperarm 0.591 0.061 0.618 0.591 0.604 0.802 waist Weighted Avg. 0.67 0.055 0.671 0.67 0.67 0.843 === Confusion Matrix === a b c d e f g <-- classified as 262 21 7 6 13 19 35 | a = chest 20 230 55 8 13 4 31 | b = forearm 12 31 257 4 26 6 28 | c = head 5 10 7 287 35 10 9 | d = shin 25 19 30 28 202 38 21 | e = thigh 25 7 14 15 44 249 9 | f = upperarm 45 24 35 15 27 3 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1679 66.0763 % Incorrectly Classified Instances 862 33.9237 % Kappa statistic 0.6042 Mean absolute error 0.0998 Root mean squared error 0.2945 Relative absolute error 40.7611 % Root relative squared error 84.1733 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.062 0.631 0.631 0.631 0.815 chest 0.645 0.059 0.644 0.645 0.645 0.825 forearm 0.714 0.051 0.703 0.714 0.708 0.857 head 0.807 0.043 0.757 0.807 0.781 0.903 shin 0.598 0.059 0.627 0.598 0.612 0.786 thigh 0.678 0.062 0.644 0.678 0.66 0.838 upperarm 0.552 0.06 0.607 0.552 0.578 0.778 waist Weighted Avg. 0.661 0.057 0.659 0.661 0.659 0.829 === Confusion Matrix === a b c d e f g <-- classified as 229 15 6 14 18 36 45 | a = chest 18 233 46 9 14 12 29 | b = forearm 8 46 260 7 18 8 17 | c = head 8 9 8 293 18 15 12 | d = shin 18 11 23 29 217 46 19 | e = thigh 34 6 8 18 43 246 8 | f = upperarm 48 42 19 17 18 19 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1699 66.8634 % Incorrectly Classified Instances 842 33.1366 % Kappa statistic 0.6134 Mean absolute error 0.0981 Root mean squared error 0.2906 Relative absolute error 40.0403 % Root relative squared error 83.0494 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.063 0.644 0.683 0.663 0.845 chest 0.629 0.059 0.639 0.629 0.634 0.822 forearm 0.654 0.056 0.661 0.654 0.657 0.82 head 0.813 0.042 0.764 0.813 0.788 0.902 shin 0.623 0.065 0.614 0.623 0.618 0.823 thigh 0.7 0.038 0.754 0.7 0.726 0.866 upperarm 0.58 0.064 0.603 0.58 0.591 0.765 waist Weighted Avg. 0.669 0.055 0.669 0.669 0.668 0.835 === Confusion Matrix === a b c d e f g <-- classified as 248 17 6 6 11 30 45 | a = chest 26 227 47 14 12 6 29 | b = forearm 7 51 238 8 28 7 25 | c = head 13 9 3 295 31 5 7 | d = shin 18 14 30 31 226 26 18 | e = thigh 33 7 8 15 31 254 15 | f = upperarm 40 30 28 17 29 9 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1703 67.0209 % Incorrectly Classified Instances 838 32.9791 % Kappa statistic 0.6153 Mean absolute error 0.0984 Root mean squared error 0.2902 Relative absolute error 40.1782 % Root relative squared error 82.9285 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.057 0.666 0.686 0.676 0.84 chest 0.712 0.067 0.636 0.712 0.672 0.846 forearm 0.67 0.047 0.703 0.67 0.686 0.852 head 0.755 0.039 0.763 0.755 0.759 0.893 shin 0.581 0.069 0.584 0.581 0.583 0.778 thigh 0.708 0.047 0.716 0.708 0.712 0.851 upperarm 0.58 0.058 0.626 0.58 0.602 0.773 waist Weighted Avg. 0.67 0.055 0.671 0.67 0.67 0.833 === Confusion Matrix === a b c d e f g <-- classified as 249 21 8 7 23 20 35 | a = chest 15 257 33 12 16 5 23 | b = forearm 11 50 244 4 23 7 25 | c = head 11 12 5 274 30 17 14 | d = shin 21 16 33 27 211 36 19 | e = thigh 27 6 9 16 38 257 10 | f = upperarm 40 42 15 19 20 17 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1653 65.0531 % Incorrectly Classified Instances 888 34.9469 % Kappa statistic 0.5923 Mean absolute error 0.1035 Root mean squared error 0.2996 Relative absolute error 42.2535 % Root relative squared error 85.6279 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.075 0.591 0.653 0.62 0.806 chest 0.649 0.062 0.633 0.649 0.641 0.81 forearm 0.686 0.053 0.682 0.686 0.684 0.842 head 0.717 0.036 0.768 0.717 0.741 0.864 shin 0.601 0.073 0.577 0.601 0.588 0.774 thigh 0.669 0.045 0.714 0.669 0.69 0.85 upperarm 0.58 0.062 0.608 0.58 0.594 0.772 waist Weighted Avg. 0.651 0.058 0.653 0.651 0.651 0.817 === Confusion Matrix === a b c d e f g <-- classified as 237 17 13 6 23 19 48 | a = chest 17 235 47 12 17 12 22 | b = forearm 10 43 249 5 26 3 27 | c = head 18 11 10 261 38 12 14 | d = shin 27 17 19 25 218 43 14 | e = thigh 40 10 8 11 40 242 11 | f = upperarm 52 38 19 20 16 8 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1689 66.4699 % Incorrectly Classified Instances 852 33.5301 % Kappa statistic 0.6088 Mean absolute error 0.0982 Root mean squared error 0.2924 Relative absolute error 40.1162 % Root relative squared error 83.5654 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.055 0.669 0.667 0.668 0.838 chest 0.66 0.06 0.648 0.66 0.654 0.848 forearm 0.713 0.06 0.666 0.713 0.689 0.859 head 0.769 0.042 0.755 0.769 0.762 0.892 shin 0.595 0.066 0.6 0.595 0.598 0.791 thigh 0.7 0.045 0.72 0.7 0.709 0.857 upperarm 0.548 0.063 0.591 0.548 0.569 0.784 waist Weighted Avg. 0.665 0.056 0.664 0.665 0.664 0.838 === Confusion Matrix === a b c d e f g <-- classified as 242 19 8 7 20 29 38 | a = chest 13 239 58 8 9 4 31 | b = forearm 8 39 259 8 22 5 22 | c = head 5 5 5 280 40 13 16 | d = shin 16 17 23 41 216 33 17 | e = thigh 31 7 7 14 36 254 14 | f = upperarm 47 43 29 13 17 15 199 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1691 66.5486 % Incorrectly Classified Instances 850 33.4514 % Kappa statistic 0.6097 Mean absolute error 0.0991 Root mean squared error 0.2943 Relative absolute error 40.448 % Root relative squared error 84.1088 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.057 0.652 0.637 0.644 0.814 chest 0.665 0.058 0.656 0.665 0.66 0.826 forearm 0.698 0.053 0.688 0.698 0.693 0.844 head 0.785 0.039 0.77 0.785 0.778 0.896 shin 0.598 0.066 0.601 0.598 0.599 0.794 thigh 0.711 0.051 0.699 0.711 0.705 0.852 upperarm 0.565 0.067 0.586 0.565 0.575 0.775 waist Weighted Avg. 0.665 0.056 0.665 0.665 0.665 0.829 === Confusion Matrix === a b c d e f g <-- classified as 232 20 6 11 26 29 40 | a = chest 16 240 40 11 12 5 37 | b = forearm 8 39 254 3 30 9 21 | c = head 8 9 4 285 26 15 16 | d = shin 21 18 28 25 217 36 18 | e = thigh 26 8 8 18 32 258 13 | f = upperarm 45 32 29 17 18 17 205 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1695 66.706 % Incorrectly Classified Instances 846 33.294 % Kappa statistic 0.6116 Mean absolute error 0.0996 Root mean squared error 0.2942 Relative absolute error 40.6732 % Root relative squared error 84.0695 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.058 0.661 0.676 0.668 0.84 chest 0.615 0.061 0.627 0.615 0.621 0.798 forearm 0.72 0.059 0.67 0.72 0.694 0.85 head 0.807 0.031 0.814 0.807 0.811 0.903 shin 0.562 0.078 0.547 0.562 0.554 0.766 thigh 0.653 0.041 0.727 0.653 0.688 0.834 upperarm 0.636 0.062 0.633 0.636 0.635 0.803 waist Weighted Avg. 0.667 0.055 0.668 0.667 0.667 0.828 === Confusion Matrix === a b c d e f g <-- classified as 246 15 7 3 27 31 35 | a = chest 20 222 52 9 18 4 36 | b = forearm 7 40 262 3 28 10 14 | c = head 11 7 6 293 23 7 16 | d = shin 25 21 32 26 204 30 25 | e = thigh 33 10 9 13 53 237 8 | f = upperarm 30 39 23 13 20 7 231 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1726 67.926 % Incorrectly Classified Instances 815 32.074 % Kappa statistic 0.6258 Mean absolute error 0.0954 Root mean squared error 0.2883 Relative absolute error 38.9677 % Root relative squared error 82.3771 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.062 0.637 0.658 0.648 0.826 chest 0.652 0.056 0.661 0.652 0.656 0.829 forearm 0.734 0.052 0.701 0.734 0.717 0.863 head 0.763 0.038 0.772 0.763 0.767 0.88 shin 0.639 0.061 0.637 0.639 0.638 0.802 thigh 0.722 0.052 0.699 0.722 0.71 0.861 upperarm 0.587 0.054 0.645 0.587 0.615 0.783 waist Weighted Avg. 0.679 0.053 0.679 0.679 0.679 0.835 === Confusion Matrix === a b c d e f g <-- classified as 239 22 7 9 25 34 27 | a = chest 16 236 52 7 10 10 31 | b = forearm 13 31 267 1 30 4 18 | c = head 12 11 7 277 25 17 14 | d = shin 21 15 19 28 232 29 19 | e = thigh 31 6 9 21 26 262 8 | f = upperarm 43 36 20 16 16 19 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1621 63.7938 % Incorrectly Classified Instances 920 36.2062 % Kappa statistic 0.5776 Mean absolute error 0.1064 Root mean squared error 0.3054 Relative absolute error 43.4267 % Root relative squared error 87.2683 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.061 0.645 0.667 0.656 0.813 chest 0.58 0.064 0.6 0.58 0.59 0.782 forearm 0.632 0.061 0.635 0.632 0.634 0.807 head 0.736 0.036 0.774 0.736 0.754 0.878 shin 0.598 0.073 0.576 0.598 0.586 0.78 thigh 0.691 0.056 0.675 0.691 0.683 0.847 upperarm 0.562 0.072 0.567 0.562 0.564 0.771 waist Weighted Avg. 0.638 0.06 0.639 0.638 0.638 0.811 === Confusion Matrix === a b c d e f g <-- classified as 242 20 9 7 13 30 42 | a = chest 21 210 55 13 15 10 38 | b = forearm 8 51 230 5 27 7 36 | c = head 11 7 3 267 37 24 14 | d = shin 14 17 27 28 217 41 19 | e = thigh 32 7 8 11 47 251 7 | f = upperarm 47 38 30 14 21 9 204 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1688 66.4305 % Incorrectly Classified Instances 853 33.5695 % Kappa statistic 0.6084 Mean absolute error 0.0996 Root mean squared error 0.2927 Relative absolute error 40.6872 % Root relative squared error 83.6547 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.059 0.655 0.669 0.662 0.835 chest 0.652 0.067 0.616 0.652 0.634 0.826 forearm 0.681 0.054 0.678 0.681 0.679 0.843 head 0.783 0.036 0.785 0.783 0.784 0.901 shin 0.55 0.069 0.57 0.55 0.56 0.753 thigh 0.727 0.039 0.756 0.727 0.742 0.881 upperarm 0.587 0.067 0.592 0.587 0.589 0.775 waist Weighted Avg. 0.664 0.056 0.665 0.664 0.664 0.83 === Confusion Matrix === a b c d e f g <-- classified as 243 27 5 11 18 18 41 | a = chest 24 236 44 10 15 5 28 | b = forearm 11 51 248 0 24 5 25 | c = head 8 10 9 285 30 9 13 | d = shin 16 20 27 33 199 41 26 | e = thigh 21 7 9 8 40 264 14 | f = upperarm 48 32 24 16 23 7 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1707 67.1783 % Incorrectly Classified Instances 834 32.8217 % Kappa statistic 0.6171 Mean absolute error 0.0977 Root mean squared error 0.2897 Relative absolute error 39.9071 % Root relative squared error 82.801 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.064 0.645 0.694 0.668 0.84 chest 0.657 0.069 0.611 0.657 0.633 0.82 forearm 0.65 0.047 0.698 0.65 0.673 0.822 head 0.783 0.035 0.789 0.783 0.786 0.894 shin 0.601 0.062 0.619 0.601 0.61 0.797 thigh 0.738 0.041 0.751 0.738 0.744 0.865 upperarm 0.58 0.066 0.596 0.58 0.588 0.769 waist Weighted Avg. 0.672 0.055 0.673 0.672 0.672 0.83 === Confusion Matrix === a b c d e f g <-- classified as 252 19 5 10 21 20 36 | a = chest 21 237 34 10 9 10 40 | b = forearm 10 62 236 3 15 3 34 | c = head 13 8 2 285 40 7 9 | d = shin 26 13 32 23 218 38 13 | e = thigh 26 12 3 17 26 268 11 | f = upperarm 43 37 26 13 23 11 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1741 68.5163 % Incorrectly Classified Instances 800 31.4837 % Kappa statistic 0.6327 Mean absolute error 0.0932 Root mean squared error 0.2837 Relative absolute error 38.0508 % Root relative squared error 81.079 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.062 0.655 0.7 0.676 0.849 chest 0.618 0.05 0.672 0.618 0.644 0.814 forearm 0.727 0.051 0.704 0.727 0.715 0.864 head 0.876 0.037 0.799 0.876 0.836 0.926 shin 0.598 0.065 0.604 0.598 0.601 0.793 thigh 0.7 0.043 0.73 0.7 0.714 0.855 upperarm 0.577 0.06 0.618 0.577 0.597 0.799 waist Weighted Avg. 0.685 0.052 0.683 0.685 0.683 0.843 === Confusion Matrix === a b c d e f g <-- classified as 254 16 7 5 16 29 36 | a = chest 20 223 49 12 20 5 32 | b = forearm 8 31 264 4 23 4 29 | c = head 5 5 1 319 22 7 5 | d = shin 28 8 32 32 217 37 9 | e = thigh 29 6 7 12 36 254 19 | f = upperarm 44 43 15 15 25 12 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1672 65.8009 % Incorrectly Classified Instances 869 34.1991 % Kappa statistic 0.601 Mean absolute error 0.101 Root mean squared error 0.2963 Relative absolute error 41.2353 % Root relative squared error 84.6785 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.058 0.647 0.636 0.642 0.816 chest 0.648 0.055 0.663 0.648 0.655 0.832 forearm 0.669 0.061 0.646 0.669 0.658 0.826 head 0.799 0.04 0.772 0.799 0.785 0.903 shin 0.576 0.062 0.609 0.576 0.592 0.776 thigh 0.68 0.05 0.694 0.68 0.687 0.843 upperarm 0.596 0.074 0.573 0.596 0.584 0.784 waist Weighted Avg. 0.658 0.057 0.658 0.658 0.658 0.826 === Confusion Matrix === a b c d e f g <-- classified as 231 14 7 6 25 32 48 | a = chest 16 234 50 7 9 11 34 | b = forearm 5 46 243 8 22 10 29 | c = head 13 12 3 291 28 6 11 | d = shin 16 11 34 33 209 36 24 | e = thigh 36 8 7 19 30 247 16 | f = upperarm 40 28 32 13 20 14 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1651 64.9744 % Incorrectly Classified Instances 890 35.0256 % Kappa statistic 0.5914 Mean absolute error 0.1025 Root mean squared error 0.3001 Relative absolute error 41.8525 % Root relative squared error 85.766 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.066 0.641 0.706 0.672 0.84 chest 0.654 0.071 0.605 0.654 0.628 0.812 forearm 0.653 0.056 0.66 0.653 0.657 0.846 head 0.771 0.041 0.759 0.771 0.765 0.895 shin 0.532 0.068 0.566 0.532 0.548 0.767 thigh 0.664 0.042 0.724 0.664 0.693 0.828 upperarm 0.569 0.065 0.595 0.569 0.581 0.779 waist Weighted Avg. 0.65 0.058 0.65 0.65 0.649 0.824 === Confusion Matrix === a b c d e f g <-- classified as 257 24 4 6 16 21 36 | a = chest 24 236 40 14 14 4 29 | b = forearm 11 55 237 8 24 5 23 | c = head 12 14 4 280 28 10 15 | d = shin 25 17 34 30 193 40 24 | e = thigh 36 8 12 13 39 241 14 | f = upperarm 36 36 28 18 27 12 207 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1676 65.9583 % Incorrectly Classified Instances 865 34.0417 % Kappa statistic 0.6028 Mean absolute error 0.1014 Root mean squared error 0.2948 Relative absolute error 41.3963 % Root relative squared error 84.2385 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.056 0.668 0.679 0.673 0.834 chest 0.651 0.064 0.628 0.651 0.639 0.817 forearm 0.709 0.056 0.677 0.709 0.693 0.847 head 0.76 0.039 0.765 0.76 0.762 0.881 shin 0.554 0.06 0.605 0.554 0.578 0.789 thigh 0.696 0.058 0.665 0.696 0.68 0.854 upperarm 0.569 0.063 0.602 0.569 0.585 0.77 waist Weighted Avg. 0.66 0.057 0.659 0.66 0.659 0.827 === Confusion Matrix === a b c d e f g <-- classified as 247 17 10 11 18 23 38 | a = chest 22 235 38 6 12 2 46 | b = forearm 4 52 258 4 18 11 17 | c = head 12 11 10 276 28 15 11 | d = shin 20 13 27 30 201 53 19 | e = thigh 29 10 13 20 32 252 6 | f = upperarm 36 36 25 14 23 23 207 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1692 66.588 % Incorrectly Classified Instances 849 33.412 % Kappa statistic 0.6102 Mean absolute error 0.0993 Root mean squared error 0.2933 Relative absolute error 40.535 % Root relative squared error 83.8219 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.06 0.654 0.683 0.668 0.837 chest 0.597 0.061 0.619 0.597 0.608 0.794 forearm 0.687 0.056 0.67 0.687 0.678 0.84 head 0.763 0.027 0.824 0.763 0.793 0.881 shin 0.628 0.076 0.579 0.628 0.602 0.793 thigh 0.691 0.045 0.718 0.691 0.704 0.856 upperarm 0.613 0.064 0.616 0.613 0.614 0.788 waist Weighted Avg. 0.666 0.056 0.669 0.666 0.667 0.827 === Confusion Matrix === a b c d e f g <-- classified as 248 22 6 4 28 23 32 | a = chest 21 216 53 9 15 11 37 | b = forearm 4 50 250 2 24 11 23 | c = head 12 7 4 277 37 13 13 | d = shin 25 14 25 23 228 29 19 | e = thigh 27 9 10 12 39 250 15 | f = upperarm 42 31 25 9 23 11 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1690 66.5092 % Incorrectly Classified Instances 851 33.4908 % Kappa statistic 0.6093 Mean absolute error 0.0983 Root mean squared error 0.2915 Relative absolute error 40.1587 % Root relative squared error 83.2972 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.061 0.662 0.716 0.688 0.857 chest 0.681 0.07 0.618 0.681 0.648 0.837 forearm 0.679 0.05 0.694 0.679 0.686 0.853 head 0.785 0.039 0.768 0.785 0.777 0.889 shin 0.551 0.062 0.595 0.551 0.572 0.764 thigh 0.689 0.045 0.718 0.689 0.703 0.866 upperarm 0.555 0.063 0.596 0.555 0.575 0.779 waist Weighted Avg. 0.665 0.056 0.664 0.665 0.664 0.835 === Confusion Matrix === a b c d e f g <-- classified as 260 19 6 3 7 23 45 | a = chest 12 246 39 7 21 6 30 | b = forearm 13 45 247 5 26 7 21 | c = head 11 13 4 285 26 13 11 | d = shin 14 23 32 39 200 38 17 | e = thigh 32 8 8 18 34 250 13 | f = upperarm 51 44 20 14 22 11 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1666 65.5647 % Incorrectly Classified Instances 875 34.4353 % Kappa statistic 0.5983 Mean absolute error 0.1015 Root mean squared error 0.297 Relative absolute error 41.462 % Root relative squared error 84.8716 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.069 0.626 0.691 0.657 0.84 chest 0.62 0.056 0.649 0.62 0.635 0.818 forearm 0.706 0.062 0.654 0.706 0.679 0.857 head 0.777 0.045 0.74 0.777 0.758 0.889 shin 0.562 0.063 0.598 0.562 0.58 0.78 thigh 0.656 0.044 0.713 0.656 0.683 0.846 upperarm 0.577 0.062 0.607 0.577 0.592 0.759 waist Weighted Avg. 0.656 0.057 0.655 0.656 0.655 0.827 === Confusion Matrix === a b c d e f g <-- classified as 251 10 14 13 16 24 35 | a = chest 25 224 50 6 7 7 42 | b = forearm 9 41 257 4 26 4 23 | c = head 9 8 8 282 29 16 11 | d = shin 28 15 24 42 204 35 15 | e = thigh 32 9 15 17 42 238 10 | f = upperarm 47 38 25 17 17 10 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1672 65.8009 % Incorrectly Classified Instances 869 34.1991 % Kappa statistic 0.601 Mean absolute error 0.1012 Root mean squared error 0.2969 Relative absolute error 41.3377 % Root relative squared error 84.8602 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.067 0.621 0.656 0.638 0.819 chest 0.648 0.069 0.608 0.648 0.627 0.84 forearm 0.714 0.05 0.707 0.714 0.71 0.858 head 0.771 0.037 0.776 0.771 0.773 0.885 shin 0.606 0.067 0.599 0.606 0.603 0.776 thigh 0.675 0.048 0.7 0.675 0.687 0.826 upperarm 0.536 0.061 0.596 0.536 0.564 0.767 waist Weighted Avg. 0.658 0.057 0.658 0.658 0.658 0.824 === Confusion Matrix === a b c d e f g <-- classified as 238 23 7 9 12 27 47 | a = chest 21 234 49 14 15 7 21 | b = forearm 6 41 260 5 24 5 23 | c = head 12 14 7 280 30 10 10 | d = shin 24 19 17 29 220 38 16 | e = thigh 27 14 3 12 47 245 15 | f = upperarm 55 40 25 12 19 18 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1692 66.588 % Incorrectly Classified Instances 849 33.412 % Kappa statistic 0.6102 Mean absolute error 0.0994 Root mean squared error 0.2922 Relative absolute error 40.5705 % Root relative squared error 83.4988 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.074 0.607 0.687 0.644 0.826 chest 0.648 0.056 0.657 0.648 0.653 0.84 forearm 0.728 0.053 0.696 0.728 0.711 0.86 head 0.791 0.038 0.776 0.791 0.783 0.891 shin 0.565 0.066 0.587 0.565 0.576 0.791 thigh 0.653 0.045 0.705 0.653 0.678 0.839 upperarm 0.59 0.056 0.635 0.59 0.611 0.785 waist Weighted Avg. 0.666 0.056 0.666 0.666 0.665 0.833 === Confusion Matrix === a b c d e f g <-- classified as 250 22 10 4 20 21 37 | a = chest 30 234 47 9 8 7 26 | b = forearm 10 30 265 6 26 9 18 | c = head 14 13 2 287 25 11 11 | d = shin 23 14 31 33 205 39 18 | e = thigh 32 15 6 12 48 237 13 | f = upperarm 53 28 20 19 17 12 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1672 65.8009 % Incorrectly Classified Instances 869 34.1991 % Kappa statistic 0.601 Mean absolute error 0.1005 Root mean squared error 0.2952 Relative absolute error 41.0556 % Root relative squared error 84.3628 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.064 0.647 0.701 0.673 0.838 chest 0.64 0.058 0.647 0.64 0.643 0.831 forearm 0.665 0.043 0.72 0.665 0.691 0.847 head 0.738 0.044 0.738 0.738 0.738 0.864 shin 0.565 0.076 0.554 0.565 0.559 0.762 thigh 0.719 0.049 0.709 0.719 0.714 0.863 upperarm 0.579 0.066 0.595 0.579 0.587 0.775 waist Weighted Avg. 0.658 0.057 0.659 0.658 0.658 0.826 === Confusion Matrix === a b c d e f g <-- classified as 255 18 4 9 16 25 37 | a = chest 18 231 34 17 18 7 36 | b = forearm 12 41 242 6 32 7 24 | c = head 9 7 6 268 47 15 11 | d = shin 26 16 26 32 205 38 20 | e = thigh 26 5 4 14 38 261 15 | f = upperarm 48 39 20 17 14 15 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1714 67.4538 % Incorrectly Classified Instances 827 32.5462 % Kappa statistic 0.6203 Mean absolute error 0.0959 Root mean squared error 0.2895 Relative absolute error 39.1524 % Root relative squared error 82.7328 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.053 0.682 0.684 0.683 0.843 chest 0.67 0.062 0.64 0.67 0.655 0.823 forearm 0.702 0.058 0.669 0.702 0.685 0.856 head 0.797 0.033 0.803 0.797 0.8 0.89 shin 0.573 0.067 0.588 0.573 0.58 0.774 thigh 0.716 0.045 0.726 0.716 0.721 0.861 upperarm 0.579 0.062 0.61 0.579 0.594 0.774 waist Weighted Avg. 0.675 0.054 0.674 0.675 0.674 0.832 === Confusion Matrix === a b c d e f g <-- classified as 249 18 3 9 15 28 42 | a = chest 17 242 44 5 20 8 25 | b = forearm 8 44 255 3 26 4 23 | c = head 9 7 5 290 32 8 13 | d = shin 17 15 36 32 208 36 19 | e = thigh 29 12 9 7 34 260 12 | f = upperarm 36 40 29 15 19 14 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1689 66.4699 % Incorrectly Classified Instances 852 33.5301 % Kappa statistic 0.6088 Mean absolute error 0.0989 Root mean squared error 0.292 Relative absolute error 40.3867 % Root relative squared error 83.4394 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.061 0.65 0.679 0.664 0.832 chest 0.615 0.06 0.629 0.615 0.622 0.82 forearm 0.705 0.057 0.674 0.705 0.689 0.848 head 0.78 0.037 0.78 0.78 0.78 0.896 shin 0.614 0.071 0.592 0.614 0.603 0.792 thigh 0.705 0.045 0.725 0.705 0.715 0.865 upperarm 0.554 0.061 0.602 0.554 0.577 0.759 waist Weighted Avg. 0.665 0.056 0.665 0.665 0.664 0.831 === Confusion Matrix === a b c d e f g <-- classified as 247 21 8 2 25 17 44 | a = chest 24 222 51 11 14 6 33 | b = forearm 10 46 256 1 29 5 16 | c = head 7 11 2 284 37 13 10 | d = shin 15 12 20 32 223 42 19 | e = thigh 33 5 9 9 40 256 11 | f = upperarm 44 36 34 25 9 14 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1645 64.7383 % Incorrectly Classified Instances 896 35.2617 % Kappa statistic 0.5886 Mean absolute error 0.1034 Root mean squared error 0.3006 Relative absolute error 42.2358 % Root relative squared error 85.8948 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.062 0.636 0.656 0.646 0.82 chest 0.616 0.071 0.59 0.616 0.603 0.807 forearm 0.68 0.05 0.694 0.68 0.687 0.84 head 0.742 0.037 0.771 0.742 0.756 0.866 shin 0.606 0.074 0.577 0.606 0.591 0.791 thigh 0.664 0.047 0.701 0.664 0.682 0.828 upperarm 0.567 0.07 0.575 0.567 0.571 0.777 waist Weighted Avg. 0.647 0.059 0.649 0.647 0.648 0.818 === Confusion Matrix === a b c d e f g <-- classified as 238 25 5 6 22 25 42 | a = chest 22 223 54 9 16 7 31 | b = forearm 4 46 247 4 29 8 25 | c = head 16 14 3 270 30 18 13 | d = shin 24 16 19 29 220 33 22 | e = thigh 23 12 6 14 48 241 19 | f = upperarm 47 42 22 18 16 12 206 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1638 64.4628 % Incorrectly Classified Instances 903 35.5372 % Kappa statistic 0.5854 Mean absolute error 0.1047 Root mean squared error 0.3023 Relative absolute error 42.764 % Root relative squared error 86.3935 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.062 0.648 0.689 0.668 0.835 chest 0.583 0.067 0.589 0.583 0.586 0.789 forearm 0.683 0.064 0.641 0.683 0.661 0.838 head 0.788 0.038 0.776 0.788 0.782 0.908 shin 0.539 0.077 0.539 0.539 0.539 0.758 thigh 0.667 0.047 0.703 0.667 0.685 0.832 upperarm 0.563 0.059 0.614 0.563 0.587 0.774 waist Weighted Avg. 0.645 0.059 0.644 0.645 0.644 0.819 === Confusion Matrix === a b c d e f g <-- classified as 250 23 11 5 19 25 30 | a = chest 23 211 54 16 12 8 38 | b = forearm 5 43 248 6 28 10 23 | c = head 7 12 5 287 36 6 11 | d = shin 22 16 37 31 195 42 19 | e = thigh 39 17 5 11 41 242 8 | f = upperarm 40 36 27 14 31 11 205 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1672 65.8009 % Incorrectly Classified Instances 869 34.1991 % Kappa statistic 0.601 Mean absolute error 0.0997 Root mean squared error 0.2933 Relative absolute error 40.6905 % Root relative squared error 83.8156 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.068 0.633 0.695 0.662 0.849 chest 0.62 0.064 0.615 0.62 0.618 0.814 forearm 0.705 0.057 0.674 0.705 0.689 0.842 head 0.788 0.043 0.753 0.788 0.77 0.899 shin 0.601 0.061 0.623 0.601 0.612 0.812 thigh 0.653 0.041 0.725 0.653 0.687 0.849 upperarm 0.543 0.065 0.581 0.543 0.561 0.773 waist Weighted Avg. 0.658 0.057 0.658 0.658 0.657 0.834 === Confusion Matrix === a b c d e f g <-- classified as 253 19 9 6 12 19 46 | a = chest 22 224 52 13 8 7 35 | b = forearm 8 40 256 9 26 4 20 | c = head 9 10 1 287 28 14 15 | d = shin 25 19 37 19 218 30 15 | e = thigh 33 13 5 25 39 237 11 | f = upperarm 50 39 20 22 19 16 197 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1681 66.1551 % Incorrectly Classified Instances 860 33.8449 % Kappa statistic 0.6051 Mean absolute error 0.1 Root mean squared error 0.2956 Relative absolute error 40.8189 % Root relative squared error 84.4807 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.066 0.637 0.695 0.665 0.839 chest 0.629 0.069 0.602 0.629 0.615 0.803 forearm 0.691 0.051 0.691 0.691 0.691 0.849 head 0.772 0.037 0.778 0.772 0.775 0.884 shin 0.59 0.065 0.603 0.59 0.596 0.774 thigh 0.7 0.041 0.738 0.7 0.719 0.863 upperarm 0.554 0.066 0.584 0.554 0.569 0.766 waist Weighted Avg. 0.662 0.056 0.662 0.662 0.662 0.825 === Confusion Matrix === a b c d e f g <-- classified as 253 23 4 8 23 14 39 | a = chest 19 227 42 11 11 9 42 | b = forearm 15 52 251 5 21 2 17 | c = head 11 7 3 281 34 16 12 | d = shin 25 15 24 28 214 39 18 | e = thigh 23 17 8 13 33 254 15 | f = upperarm 51 36 31 15 19 10 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1683 66.2338 % Incorrectly Classified Instances 858 33.7662 % Kappa statistic 0.6061 Mean absolute error 0.1006 Root mean squared error 0.2955 Relative absolute error 41.0787 % Root relative squared error 84.442 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.062 0.631 0.64 0.636 0.825 chest 0.665 0.063 0.637 0.665 0.65 0.828 forearm 0.702 0.051 0.695 0.702 0.699 0.845 head 0.769 0.037 0.778 0.769 0.773 0.888 shin 0.606 0.064 0.611 0.606 0.609 0.782 thigh 0.7 0.052 0.69 0.7 0.695 0.861 upperarm 0.554 0.064 0.591 0.554 0.572 0.773 waist Weighted Avg. 0.662 0.056 0.662 0.662 0.662 0.829 === Confusion Matrix === a b c d e f g <-- classified as 233 18 4 8 21 33 47 | a = chest 17 240 44 14 15 5 26 | b = forearm 6 49 255 4 19 9 21 | c = head 16 7 2 280 37 12 10 | d = shin 19 13 22 23 220 44 22 | e = thigh 31 13 3 13 36 254 13 | f = upperarm 47 37 37 18 12 11 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1647 64.817 % Incorrectly Classified Instances 894 35.183 % Kappa statistic 0.5895 Mean absolute error 0.1039 Root mean squared error 0.2996 Relative absolute error 42.433 % Root relative squared error 85.6067 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.668 0.067 0.625 0.668 0.645 0.822 chest 0.607 0.056 0.642 0.607 0.624 0.816 forearm 0.667 0.057 0.661 0.667 0.664 0.832 head 0.769 0.044 0.747 0.769 0.758 0.88 shin 0.579 0.069 0.583 0.579 0.581 0.786 thigh 0.664 0.05 0.689 0.664 0.676 0.842 upperarm 0.584 0.068 0.589 0.584 0.586 0.79 waist Weighted Avg. 0.648 0.059 0.648 0.648 0.648 0.824 === Confusion Matrix === a b c d e f g <-- classified as 243 18 5 12 14 29 43 | a = chest 24 219 54 13 10 6 35 | b = forearm 11 41 242 3 28 11 27 | c = head 11 6 5 280 31 16 15 | d = shin 19 14 32 35 210 40 13 | e = thigh 35 10 4 12 46 241 15 | f = upperarm 46 33 24 20 21 7 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1683 66.2338 % Incorrectly Classified Instances 858 33.7662 % Kappa statistic 0.6061 Mean absolute error 0.1008 Root mean squared error 0.2951 Relative absolute error 41.1396 % Root relative squared error 84.3364 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.057 0.666 0.686 0.676 0.849 chest 0.632 0.069 0.602 0.632 0.616 0.797 forearm 0.709 0.052 0.694 0.709 0.701 0.85 head 0.774 0.039 0.77 0.774 0.772 0.886 shin 0.573 0.065 0.596 0.573 0.584 0.774 thigh 0.705 0.045 0.721 0.705 0.713 0.862 upperarm 0.558 0.066 0.585 0.558 0.571 0.756 waist Weighted Avg. 0.662 0.056 0.662 0.662 0.662 0.825 === Confusion Matrix === a b c d e f g <-- classified as 249 16 10 8 16 21 43 | a = chest 28 228 42 7 19 5 32 | b = forearm 4 45 258 5 20 7 25 | c = head 9 11 7 281 30 11 14 | d = shin 16 23 29 32 208 40 15 | e = thigh 33 5 7 11 36 256 15 | f = upperarm 35 51 19 21 20 15 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1696 66.7454 % Incorrectly Classified Instances 845 33.2546 % Kappa statistic 0.612 Mean absolute error 0.0992 Root mean squared error 0.2928 Relative absolute error 40.5074 % Root relative squared error 83.666 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.066 0.627 0.667 0.646 0.831 chest 0.626 0.059 0.638 0.626 0.632 0.82 forearm 0.701 0.061 0.657 0.701 0.678 0.847 head 0.758 0.034 0.79 0.758 0.774 0.882 shin 0.606 0.065 0.609 0.606 0.608 0.776 thigh 0.719 0.043 0.735 0.719 0.727 0.858 upperarm 0.596 0.061 0.622 0.596 0.609 0.78 waist Weighted Avg. 0.667 0.055 0.668 0.667 0.668 0.828 === Confusion Matrix === a b c d e f g <-- classified as 242 24 8 8 16 27 38 | a = chest 18 226 61 8 12 8 28 | b = forearm 11 40 255 5 26 12 15 | c = head 8 13 6 275 34 10 17 | d = shin 23 10 29 31 220 27 23 | e = thigh 36 7 5 9 34 261 11 | f = upperarm 48 34 24 12 19 10 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1679 66.0763 % Incorrectly Classified Instances 862 33.9237 % Kappa statistic 0.6042 Mean absolute error 0.0996 Root mean squared error 0.2951 Relative absolute error 40.6782 % Root relative squared error 84.3269 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.055 0.665 0.656 0.66 0.824 chest 0.632 0.06 0.637 0.632 0.634 0.82 forearm 0.687 0.055 0.678 0.687 0.682 0.854 head 0.791 0.039 0.769 0.791 0.78 0.902 shin 0.592 0.062 0.614 0.592 0.603 0.78 thigh 0.678 0.043 0.726 0.678 0.701 0.843 upperarm 0.591 0.082 0.546 0.591 0.567 0.78 waist Weighted Avg. 0.661 0.057 0.662 0.661 0.661 0.829 === Confusion Matrix === a b c d e f g <-- classified as 238 25 7 8 16 20 49 | a = chest 17 228 42 12 13 7 42 | b = forearm 11 41 250 4 19 6 33 | c = head 11 9 3 287 22 13 18 | d = shin 15 11 31 27 215 37 27 | e = thigh 23 10 11 19 44 246 10 | f = upperarm 43 34 25 16 21 10 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1688 66.4305 % Incorrectly Classified Instances 853 33.5695 % Kappa statistic 0.6084 Mean absolute error 0.1001 Root mean squared error 0.2942 Relative absolute error 40.8762 % Root relative squared error 84.065 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.073 0.604 0.664 0.633 0.814 chest 0.638 0.062 0.631 0.638 0.635 0.81 forearm 0.709 0.046 0.719 0.709 0.714 0.869 head 0.788 0.042 0.759 0.788 0.773 0.891 shin 0.603 0.068 0.597 0.603 0.6 0.781 thigh 0.691 0.043 0.727 0.691 0.708 0.858 upperarm 0.558 0.058 0.617 0.558 0.586 0.774 waist Weighted Avg. 0.664 0.056 0.665 0.664 0.664 0.828 === Confusion Matrix === a b c d e f g <-- classified as 241 21 6 11 23 24 37 | a = chest 22 231 46 11 14 8 30 | b = forearm 6 42 258 5 28 5 20 | c = head 11 8 3 286 23 17 15 | d = shin 27 15 26 35 219 26 15 | e = thigh 35 12 3 13 40 250 9 | f = upperarm 57 37 17 16 20 14 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1717 67.5718 % Incorrectly Classified Instances 824 32.4282 % Kappa statistic 0.6217 Mean absolute error 0.0959 Root mean squared error 0.2889 Relative absolute error 39.1759 % Root relative squared error 82.5565 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.056 0.676 0.702 0.689 0.83 chest 0.669 0.071 0.61 0.669 0.638 0.835 forearm 0.687 0.053 0.683 0.687 0.685 0.846 head 0.758 0.033 0.793 0.758 0.775 0.875 shin 0.61 0.061 0.624 0.61 0.617 0.785 thigh 0.722 0.047 0.72 0.722 0.721 0.869 upperarm 0.582 0.057 0.631 0.582 0.606 0.79 waist Weighted Avg. 0.676 0.054 0.677 0.676 0.676 0.833 === Confusion Matrix === a b c d e f g <-- classified as 255 23 14 6 13 18 34 | a = chest 18 242 46 6 14 7 29 | b = forearm 7 51 250 3 20 9 24 | c = head 11 15 6 275 28 16 12 | d = shin 16 12 24 25 221 44 20 | e = thigh 24 10 6 14 42 262 5 | f = upperarm 46 44 20 18 16 8 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1692 66.588 % Incorrectly Classified Instances 849 33.412 % Kappa statistic 0.6102 Mean absolute error 0.0985 Root mean squared error 0.2929 Relative absolute error 40.2235 % Root relative squared error 83.6957 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.061 0.643 0.661 0.652 0.83 chest 0.657 0.062 0.636 0.657 0.647 0.822 forearm 0.657 0.052 0.677 0.657 0.667 0.838 head 0.777 0.036 0.781 0.777 0.779 0.877 shin 0.598 0.063 0.611 0.598 0.604 0.792 thigh 0.711 0.049 0.709 0.711 0.71 0.856 upperarm 0.601 0.066 0.604 0.601 0.602 0.781 waist Weighted Avg. 0.666 0.056 0.666 0.666 0.666 0.828 === Confusion Matrix === a b c d e f g <-- classified as 240 23 14 8 17 24 37 | a = chest 19 238 40 9 13 12 31 | b = forearm 12 50 239 3 28 9 23 | c = head 10 6 4 282 34 14 13 | d = shin 19 14 23 30 217 34 26 | e = thigh 32 8 7 13 32 258 13 | f = upperarm 41 35 26 16 14 13 218 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1678 66.037 % Incorrectly Classified Instances 863 33.963 % Kappa statistic 0.6038 Mean absolute error 0.1 Root mean squared error 0.2962 Relative absolute error 40.8397 % Root relative squared error 84.6542 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.065 0.642 0.695 0.668 0.824 chest 0.604 0.063 0.614 0.604 0.609 0.81 forearm 0.692 0.065 0.641 0.692 0.666 0.846 head 0.763 0.033 0.794 0.763 0.778 0.892 shin 0.54 0.062 0.592 0.54 0.565 0.755 thigh 0.736 0.043 0.742 0.736 0.739 0.87 upperarm 0.592 0.066 0.599 0.592 0.596 0.775 waist Weighted Avg. 0.66 0.057 0.661 0.66 0.66 0.825 === Confusion Matrix === a b c d e f g <-- classified as 253 24 8 5 13 20 41 | a = chest 34 218 55 5 16 6 27 | b = forearm 9 46 252 4 25 4 24 | c = head 11 10 6 277 36 9 14 | d = shin 21 19 33 30 196 43 21 | e = thigh 27 7 4 15 26 267 17 | f = upperarm 39 31 35 13 19 11 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1688 66.4305 % Incorrectly Classified Instances 853 33.5695 % Kappa statistic 0.6084 Mean absolute error 0.1001 Root mean squared error 0.2934 Relative absolute error 40.8867 % Root relative squared error 83.8413 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.061 0.65 0.679 0.664 0.823 chest 0.64 0.057 0.651 0.64 0.645 0.817 forearm 0.684 0.051 0.69 0.684 0.687 0.853 head 0.749 0.044 0.741 0.749 0.745 0.88 shin 0.612 0.074 0.58 0.612 0.595 0.806 thigh 0.7 0.041 0.738 0.7 0.719 0.853 upperarm 0.587 0.063 0.607 0.587 0.597 0.788 waist Weighted Avg. 0.664 0.056 0.665 0.664 0.665 0.832 === Confusion Matrix === a b c d e f g <-- classified as 247 19 7 5 19 22 45 | a = chest 24 231 39 9 20 5 33 | b = forearm 6 44 249 7 33 4 21 | c = head 10 10 8 272 36 15 12 | d = shin 23 10 29 37 222 29 13 | e = thigh 27 13 10 11 34 254 14 | f = upperarm 43 28 19 26 19 15 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1728 68.0047 % Incorrectly Classified Instances 813 31.9953 % Kappa statistic 0.6267 Mean absolute error 0.0948 Root mean squared error 0.2863 Relative absolute error 38.7178 % Root relative squared error 81.8107 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.051 0.696 0.703 0.699 0.856 chest 0.67 0.055 0.669 0.67 0.669 0.839 forearm 0.681 0.052 0.687 0.681 0.684 0.848 head 0.769 0.035 0.784 0.769 0.776 0.891 shin 0.598 0.064 0.608 0.598 0.603 0.785 thigh 0.744 0.047 0.724 0.744 0.734 0.874 upperarm 0.595 0.068 0.593 0.595 0.594 0.783 waist Weighted Avg. 0.68 0.053 0.68 0.68 0.68 0.84 === Confusion Matrix === a b c d e f g <-- classified as 256 18 6 5 10 23 46 | a = chest 12 242 51 7 8 11 30 | b = forearm 8 40 248 7 29 12 20 | c = head 8 4 6 279 39 13 14 | d = shin 23 13 26 30 217 30 24 | e = thigh 22 6 3 10 38 270 14 | f = upperarm 39 39 21 18 16 14 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1678 66.037 % Incorrectly Classified Instances 863 33.963 % Kappa statistic 0.6038 Mean absolute error 0.1007 Root mean squared error 0.2951 Relative absolute error 41.1296 % Root relative squared error 84.3441 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.056 0.675 0.702 0.688 0.854 chest 0.618 0.055 0.65 0.618 0.634 0.819 forearm 0.681 0.061 0.653 0.681 0.667 0.83 head 0.72 0.035 0.775 0.72 0.746 0.862 shin 0.592 0.07 0.586 0.592 0.589 0.784 thigh 0.708 0.048 0.712 0.708 0.71 0.865 upperarm 0.601 0.072 0.583 0.601 0.592 0.783 waist Weighted Avg. 0.66 0.057 0.662 0.66 0.661 0.828 === Confusion Matrix === a b c d e f g <-- classified as 255 15 10 6 19 27 31 | a = chest 15 223 45 13 17 7 41 | b = forearm 10 41 248 4 21 8 32 | c = head 12 8 11 262 42 13 16 | d = shin 20 14 31 25 215 38 20 | e = thigh 19 8 10 16 37 257 16 | f = upperarm 47 34 25 12 16 11 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1677 65.9976 % Incorrectly Classified Instances 864 34.0024 % Kappa statistic 0.6033 Mean absolute error 0.0999 Root mean squared error 0.2945 Relative absolute error 40.8049 % Root relative squared error 84.1519 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.056 0.665 0.661 0.663 0.827 chest 0.657 0.056 0.66 0.657 0.658 0.832 forearm 0.679 0.051 0.688 0.679 0.683 0.848 head 0.78 0.04 0.763 0.78 0.772 0.883 shin 0.566 0.066 0.587 0.566 0.577 0.775 thigh 0.708 0.05 0.702 0.708 0.705 0.854 upperarm 0.569 0.077 0.552 0.569 0.56 0.758 waist Weighted Avg. 0.66 0.057 0.66 0.66 0.66 0.825 === Confusion Matrix === a b c d e f g <-- classified as 240 16 6 11 22 22 46 | a = chest 25 237 36 6 11 7 39 | b = forearm 6 40 247 5 22 11 33 | c = head 11 10 2 284 30 11 16 | d = shin 17 16 33 30 205 43 18 | e = thigh 17 8 7 17 41 257 16 | f = upperarm 45 32 28 19 18 15 207 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1700 66.9028 % Incorrectly Classified Instances 841 33.0972 % Kappa statistic 0.6139 Mean absolute error 0.0975 Root mean squared error 0.2902 Relative absolute error 39.8168 % Root relative squared error 82.9176 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.057 0.662 0.675 0.668 0.84 chest 0.648 0.059 0.645 0.648 0.646 0.813 forearm 0.695 0.057 0.669 0.695 0.682 0.84 head 0.777 0.04 0.763 0.777 0.77 0.881 shin 0.601 0.063 0.612 0.601 0.606 0.817 thigh 0.724 0.044 0.732 0.724 0.728 0.878 upperarm 0.563 0.064 0.594 0.563 0.578 0.777 waist Weighted Avg. 0.669 0.055 0.668 0.669 0.668 0.835 === Confusion Matrix === a b c d e f g <-- classified as 245 18 6 10 20 26 38 | a = chest 20 234 51 12 8 4 32 | b = forearm 8 44 253 8 25 9 17 | c = head 10 10 6 283 27 9 19 | d = shin 21 14 31 26 218 33 20 | e = thigh 21 10 8 15 32 262 14 | f = upperarm 45 33 23 17 26 15 205 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1636 64.3841 % Incorrectly Classified Instances 905 35.6159 % Kappa statistic 0.5845 Mean absolute error 0.1045 Root mean squared error 0.303 Relative absolute error 42.687 % Root relative squared error 86.6024 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.069 0.613 0.656 0.634 0.83 chest 0.64 0.061 0.633 0.64 0.636 0.829 forearm 0.667 0.062 0.64 0.667 0.653 0.821 head 0.783 0.039 0.772 0.783 0.778 0.89 shin 0.529 0.064 0.58 0.529 0.553 0.758 thigh 0.675 0.05 0.694 0.675 0.684 0.836 upperarm 0.558 0.071 0.569 0.558 0.563 0.784 waist Weighted Avg. 0.644 0.059 0.643 0.644 0.643 0.821 === Confusion Matrix === a b c d e f g <-- classified as 238 23 6 7 11 25 53 | a = chest 18 231 53 5 14 10 30 | b = forearm 11 44 242 8 26 11 21 | c = head 13 15 3 285 28 7 13 | d = shin 22 14 41 32 192 42 20 | e = thigh 30 9 8 15 39 245 17 | f = upperarm 56 29 25 17 21 13 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1681 66.1551 % Incorrectly Classified Instances 860 33.8449 % Kappa statistic 0.6051 Mean absolute error 0.0991 Root mean squared error 0.2932 Relative absolute error 40.4751 % Root relative squared error 83.7945 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.065 0.63 0.667 0.648 0.837 chest 0.638 0.055 0.658 0.638 0.648 0.836 forearm 0.733 0.053 0.696 0.733 0.714 0.855 head 0.771 0.034 0.789 0.771 0.78 0.89 shin 0.565 0.062 0.601 0.565 0.582 0.773 thigh 0.678 0.056 0.668 0.678 0.673 0.839 upperarm 0.58 0.068 0.586 0.58 0.583 0.788 waist Weighted Avg. 0.662 0.056 0.661 0.662 0.661 0.831 === Confusion Matrix === a b c d e f g <-- classified as 242 12 8 7 17 30 47 | a = chest 26 231 42 8 11 13 31 | b = forearm 10 33 266 5 21 7 21 | c = head 9 14 4 280 30 10 16 | d = shin 22 11 27 28 205 47 23 | e = thigh 32 14 11 11 38 246 11 | f = upperarm 43 36 24 16 19 15 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1675 65.9189 % Incorrectly Classified Instances 866 34.0811 % Kappa statistic 0.6024 Mean absolute error 0.1017 Root mean squared error 0.298 Relative absolute error 41.5154 % Root relative squared error 85.1739 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.053 0.669 0.645 0.656 0.817 chest 0.644 0.067 0.616 0.644 0.63 0.83 forearm 0.711 0.055 0.683 0.711 0.696 0.867 head 0.796 0.04 0.767 0.796 0.781 0.891 shin 0.554 0.067 0.578 0.554 0.565 0.752 thigh 0.711 0.055 0.684 0.711 0.697 0.848 upperarm 0.555 0.06 0.607 0.555 0.58 0.769 waist Weighted Avg. 0.659 0.057 0.658 0.659 0.658 0.825 === Confusion Matrix === a b c d e f g <-- classified as 234 21 4 9 18 39 38 | a = chest 20 233 54 9 14 5 27 | b = forearm 3 40 258 4 31 10 17 | c = head 5 13 5 289 24 14 13 | d = shin 21 15 25 37 201 39 25 | e = thigh 29 9 11 9 36 258 11 | f = upperarm 38 47 21 20 24 12 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1677 65.9976 % Incorrectly Classified Instances 864 34.0024 % Kappa statistic 0.6033 Mean absolute error 0.0998 Root mean squared error 0.2958 Relative absolute error 40.7659 % Root relative squared error 84.5341 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.06 0.644 0.651 0.648 0.816 chest 0.693 0.068 0.629 0.693 0.66 0.843 forearm 0.678 0.055 0.674 0.678 0.676 0.842 head 0.747 0.043 0.742 0.747 0.745 0.867 shin 0.57 0.066 0.591 0.57 0.581 0.765 thigh 0.683 0.046 0.713 0.683 0.698 0.849 upperarm 0.598 0.059 0.627 0.598 0.612 0.789 waist Weighted Avg. 0.66 0.057 0.66 0.66 0.66 0.824 === Confusion Matrix === a b c d e f g <-- classified as 237 28 13 10 18 25 33 | a = chest 14 251 33 15 14 4 31 | b = forearm 12 50 246 5 16 10 24 | c = head 8 11 6 271 36 15 16 | d = shin 29 16 28 33 207 33 17 | e = thigh 28 6 11 19 43 248 8 | f = upperarm 40 37 28 12 16 13 217 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1703 67.0209 % Incorrectly Classified Instances 838 32.9791 % Kappa statistic 0.6152 Mean absolute error 0.0975 Root mean squared error 0.292 Relative absolute error 39.8005 % Root relative squared error 83.4489 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.062 0.644 0.667 0.655 0.824 chest 0.67 0.066 0.629 0.67 0.649 0.838 forearm 0.665 0.05 0.689 0.665 0.677 0.834 head 0.749 0.034 0.788 0.749 0.768 0.869 shin 0.623 0.061 0.63 0.623 0.626 0.793 thigh 0.716 0.045 0.728 0.716 0.722 0.873 upperarm 0.602 0.068 0.595 0.602 0.598 0.768 waist Weighted Avg. 0.67 0.055 0.672 0.67 0.671 0.828 === Confusion Matrix === a b c d e f g <-- classified as 242 19 7 5 18 30 42 | a = chest 21 242 38 11 14 5 30 | b = forearm 12 48 242 10 25 11 16 | c = head 7 18 1 272 29 13 23 | d = shin 22 15 24 22 226 30 24 | e = thigh 24 8 10 11 36 260 14 | f = upperarm 48 35 29 14 11 8 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1710 67.2963 % Incorrectly Classified Instances 831 32.7037 % Kappa statistic 0.6185 Mean absolute error 0.0969 Root mean squared error 0.2903 Relative absolute error 39.5757 % Root relative squared error 82.9611 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.061 0.649 0.678 0.663 0.835 chest 0.676 0.057 0.663 0.676 0.669 0.84 forearm 0.662 0.056 0.666 0.662 0.664 0.825 head 0.78 0.034 0.791 0.78 0.785 0.901 shin 0.584 0.062 0.613 0.584 0.598 0.795 thigh 0.749 0.057 0.685 0.749 0.716 0.874 upperarm 0.582 0.055 0.64 0.582 0.61 0.782 waist Weighted Avg. 0.673 0.055 0.672 0.673 0.672 0.836 === Confusion Matrix === a b c d e f g <-- classified as 246 17 4 11 17 27 41 | a = chest 16 244 51 7 11 10 22 | b = forearm 10 47 241 7 34 4 21 | c = head 10 13 10 283 23 13 11 | d = shin 16 10 29 28 212 52 16 | e = thigh 36 8 3 9 27 272 8 | f = upperarm 45 29 24 13 22 19 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1719 67.6505 % Incorrectly Classified Instances 822 32.3495 % Kappa statistic 0.6226 Mean absolute error 0.0965 Root mean squared error 0.2884 Relative absolute error 39.4179 % Root relative squared error 82.4159 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.059 0.639 0.628 0.633 0.822 chest 0.662 0.052 0.679 0.662 0.67 0.832 forearm 0.725 0.053 0.697 0.725 0.711 0.86 head 0.755 0.032 0.797 0.755 0.775 0.887 shin 0.62 0.064 0.616 0.62 0.618 0.806 thigh 0.727 0.055 0.689 0.727 0.708 0.867 upperarm 0.618 0.062 0.623 0.618 0.621 0.815 waist Weighted Avg. 0.677 0.054 0.677 0.677 0.677 0.841 === Confusion Matrix === a b c d e f g <-- classified as 228 23 14 3 19 29 47 | a = chest 17 239 49 13 14 7 22 | b = forearm 5 29 264 7 23 11 25 | c = head 6 9 5 274 34 17 18 | d = shin 25 13 20 25 225 42 13 | e = thigh 27 11 10 7 33 264 11 | f = upperarm 49 28 17 15 17 13 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1668 65.6434 % Incorrectly Classified Instances 873 34.3566 % Kappa statistic 0.5992 Mean absolute error 0.101 Root mean squared error 0.2951 Relative absolute error 41.2312 % Root relative squared error 84.3241 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.059 0.656 0.67 0.663 0.84 chest 0.627 0.067 0.607 0.627 0.617 0.812 forearm 0.656 0.054 0.669 0.656 0.662 0.825 head 0.813 0.039 0.774 0.813 0.793 0.903 shin 0.58 0.069 0.583 0.58 0.582 0.798 thigh 0.702 0.051 0.699 0.702 0.701 0.845 upperarm 0.547 0.062 0.598 0.547 0.571 0.774 waist Weighted Avg. 0.656 0.057 0.655 0.656 0.655 0.828 === Confusion Matrix === a b c d e f g <-- classified as 244 20 13 11 16 23 37 | a = chest 19 227 47 11 17 8 33 | b = forearm 13 47 238 5 32 6 22 | c = head 8 5 2 295 28 12 13 | d = shin 18 14 28 28 210 47 17 | e = thigh 25 10 6 16 39 255 12 | f = upperarm 45 51 22 15 18 14 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1695 66.706 % Incorrectly Classified Instances 846 33.294 % Kappa statistic 0.6116 Mean absolute error 0.0984 Root mean squared error 0.2929 Relative absolute error 40.1732 % Root relative squared error 83.6996 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.062 0.655 0.703 0.678 0.841 chest 0.599 0.061 0.618 0.599 0.609 0.802 forearm 0.705 0.059 0.665 0.705 0.684 0.847 head 0.788 0.038 0.777 0.788 0.782 0.896 shin 0.587 0.061 0.616 0.587 0.601 0.787 thigh 0.705 0.039 0.753 0.705 0.728 0.852 upperarm 0.581 0.068 0.586 0.581 0.584 0.771 waist Weighted Avg. 0.667 0.055 0.667 0.667 0.667 0.828 === Confusion Matrix === a b c d e f g <-- classified as 256 16 9 4 15 29 35 | a = chest 26 217 51 9 9 3 47 | b = forearm 7 40 256 7 24 6 23 | c = head 10 12 2 286 30 9 14 | d = shin 19 19 29 36 213 27 20 | e = thigh 27 14 5 10 41 256 10 | f = upperarm 46 33 33 16 14 10 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1655 65.1318 % Incorrectly Classified Instances 886 34.8682 % Kappa statistic 0.5932 Mean absolute error 0.1028 Root mean squared error 0.2992 Relative absolute error 41.966 % Root relative squared error 85.5096 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.068 0.629 0.695 0.661 0.837 chest 0.66 0.061 0.641 0.66 0.65 0.813 forearm 0.647 0.056 0.66 0.647 0.654 0.825 head 0.758 0.039 0.766 0.758 0.762 0.883 shin 0.529 0.063 0.582 0.529 0.554 0.737 thigh 0.713 0.051 0.702 0.713 0.708 0.854 upperarm 0.556 0.069 0.574 0.556 0.565 0.776 waist Weighted Avg. 0.651 0.058 0.651 0.651 0.65 0.818 === Confusion Matrix === a b c d e f g <-- classified as 253 23 6 7 14 24 37 | a = chest 16 239 43 9 17 6 32 | b = forearm 12 46 235 7 23 8 32 | c = head 10 7 8 275 35 11 17 | d = shin 27 15 36 30 192 40 23 | e = thigh 38 8 3 15 31 259 9 | f = upperarm 46 35 25 16 18 21 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1691 66.5486 % Incorrectly Classified Instances 850 33.4514 % Kappa statistic 0.6097 Mean absolute error 0.0985 Root mean squared error 0.2933 Relative absolute error 40.2082 % Root relative squared error 83.8059 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.057 0.664 0.679 0.671 0.832 chest 0.634 0.062 0.629 0.634 0.632 0.822 forearm 0.689 0.057 0.668 0.689 0.678 0.837 head 0.772 0.035 0.785 0.772 0.778 0.883 shin 0.603 0.073 0.578 0.603 0.59 0.788 thigh 0.719 0.049 0.711 0.719 0.715 0.854 upperarm 0.562 0.056 0.624 0.562 0.591 0.781 waist Weighted Avg. 0.665 0.056 0.666 0.665 0.665 0.828 === Confusion Matrix === a b c d e f g <-- classified as 247 13 13 5 21 29 36 | a = chest 20 229 47 7 20 5 33 | b = forearm 12 47 250 2 24 12 16 | c = head 13 9 5 281 33 8 15 | d = shin 15 17 25 32 219 39 16 | e = thigh 26 8 6 18 37 261 7 | f = upperarm 39 41 28 13 25 13 204 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1672 65.8009 % Incorrectly Classified Instances 869 34.1991 % Kappa statistic 0.601 Mean absolute error 0.1017 Root mean squared error 0.2972 Relative absolute error 41.5139 % Root relative squared error 84.943 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.061 0.642 0.658 0.65 0.827 chest 0.601 0.057 0.635 0.601 0.617 0.803 forearm 0.72 0.062 0.66 0.72 0.689 0.847 head 0.75 0.04 0.76 0.75 0.755 0.894 shin 0.617 0.069 0.597 0.617 0.607 0.791 thigh 0.705 0.052 0.694 0.705 0.699 0.861 upperarm 0.554 0.058 0.615 0.554 0.583 0.768 waist Weighted Avg. 0.658 0.057 0.658 0.658 0.657 0.827 === Confusion Matrix === a b c d e f g <-- classified as 239 12 10 9 15 35 43 | a = chest 24 217 55 12 11 19 23 | b = forearm 4 49 262 3 20 2 24 | c = head 6 7 11 273 41 11 15 | d = shin 22 16 23 23 224 38 17 | e = thigh 30 8 8 21 36 256 4 | f = upperarm 47 33 28 18 28 8 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1669 65.6828 % Incorrectly Classified Instances 872 34.3172 % Kappa statistic 0.5996 Mean absolute error 0.1012 Root mean squared error 0.2965 Relative absolute error 41.34 % Root relative squared error 84.7428 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.062 0.637 0.658 0.648 0.822 chest 0.604 0.064 0.611 0.604 0.607 0.797 forearm 0.657 0.062 0.641 0.657 0.649 0.831 head 0.799 0.037 0.784 0.799 0.792 0.899 shin 0.59 0.063 0.608 0.59 0.599 0.795 thigh 0.697 0.039 0.746 0.697 0.721 0.862 upperarm 0.592 0.073 0.575 0.592 0.583 0.783 waist Weighted Avg. 0.657 0.057 0.658 0.657 0.657 0.827 === Confusion Matrix === a b c d e f g <-- classified as 239 25 8 6 11 23 51 | a = chest 23 218 50 8 12 8 42 | b = forearm 9 48 239 5 31 2 30 | c = head 11 7 4 291 25 11 15 | d = shin 24 14 32 35 214 33 11 | e = thigh 30 11 13 9 37 253 10 | f = upperarm 39 34 27 17 22 9 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1689 66.4699 % Incorrectly Classified Instances 852 33.5301 % Kappa statistic 0.6088 Mean absolute error 0.1003 Root mean squared error 0.2945 Relative absolute error 40.9427 % Root relative squared error 84.1708 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.071 0.623 0.702 0.661 0.845 chest 0.67 0.066 0.629 0.67 0.649 0.823 forearm 0.673 0.051 0.686 0.673 0.68 0.83 head 0.758 0.038 0.771 0.758 0.765 0.875 shin 0.551 0.062 0.595 0.551 0.572 0.764 thigh 0.707 0.043 0.731 0.707 0.719 0.854 upperarm 0.591 0.06 0.621 0.591 0.606 0.8 waist Weighted Avg. 0.665 0.056 0.665 0.665 0.664 0.827 === Confusion Matrix === a b c d e f g <-- classified as 255 18 8 9 20 16 37 | a = chest 23 242 38 10 13 3 32 | b = forearm 8 56 245 2 21 8 24 | c = head 12 11 6 276 31 16 12 | d = shin 25 14 36 29 200 43 16 | e = thigh 32 13 4 15 32 256 10 | f = upperarm 54 31 20 17 19 8 215 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1736 68.3196 % Incorrectly Classified Instances 805 31.6804 % Kappa statistic 0.6304 Mean absolute error 0.095 Root mean squared error 0.2856 Relative absolute error 38.7721 % Root relative squared error 81.6085 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.058 0.665 0.687 0.676 0.844 chest 0.688 0.051 0.692 0.688 0.69 0.841 forearm 0.675 0.049 0.698 0.675 0.686 0.839 head 0.799 0.038 0.78 0.799 0.79 0.892 shin 0.598 0.063 0.613 0.598 0.605 0.787 thigh 0.749 0.053 0.7 0.749 0.724 0.865 upperarm 0.587 0.058 0.626 0.587 0.606 0.781 waist Weighted Avg. 0.683 0.053 0.682 0.683 0.682 0.835 === Confusion Matrix === a b c d e f g <-- classified as 250 16 7 8 19 26 38 | a = chest 18 249 40 9 8 9 29 | b = forearm 9 37 245 5 30 9 28 | c = head 7 8 4 291 27 16 11 | d = shin 21 13 25 33 217 44 10 | e = thigh 19 5 8 14 34 271 11 | f = upperarm 52 32 22 13 19 12 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1691 66.5486 % Incorrectly Classified Instances 850 33.4514 % Kappa statistic 0.6097 Mean absolute error 0.0986 Root mean squared error 0.2924 Relative absolute error 40.262 % Root relative squared error 83.5522 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.056 0.671 0.69 0.68 0.834 chest 0.69 0.057 0.666 0.69 0.678 0.843 forearm 0.676 0.054 0.678 0.676 0.677 0.836 head 0.763 0.036 0.778 0.763 0.771 0.896 shin 0.573 0.069 0.579 0.573 0.576 0.796 thigh 0.68 0.049 0.7 0.68 0.69 0.845 upperarm 0.587 0.068 0.588 0.587 0.588 0.771 waist Weighted Avg. 0.665 0.056 0.666 0.665 0.666 0.831 === Confusion Matrix === a b c d e f g <-- classified as 251 15 11 7 20 26 34 | a = chest 19 249 32 12 17 7 25 | b = forearm 4 45 246 2 23 8 36 | c = head 5 12 7 277 32 15 15 | d = shin 15 17 37 28 208 39 19 | e = thigh 30 7 3 15 41 247 20 | f = upperarm 50 29 27 15 18 11 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1644 64.6989 % Incorrectly Classified Instances 897 35.3011 % Kappa statistic 0.5882 Mean absolute error 0.1037 Root mean squared error 0.3016 Relative absolute error 42.3394 % Root relative squared error 86.1916 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.062 0.634 0.643 0.638 0.811 chest 0.626 0.065 0.616 0.626 0.621 0.812 forearm 0.613 0.057 0.643 0.613 0.627 0.809 head 0.741 0.034 0.784 0.741 0.762 0.868 shin 0.576 0.067 0.59 0.576 0.583 0.779 thigh 0.727 0.054 0.691 0.727 0.709 0.846 upperarm 0.603 0.073 0.578 0.603 0.59 0.779 waist Weighted Avg. 0.647 0.059 0.648 0.647 0.647 0.815 === Confusion Matrix === a b c d e f g <-- classified as 234 16 10 7 18 30 49 | a = chest 22 226 50 6 15 9 33 | b = forearm 14 57 223 7 22 8 33 | c = head 12 16 5 269 34 14 13 | d = shin 21 18 26 25 209 43 21 | e = thigh 30 6 7 11 34 264 11 | f = upperarm 36 28 26 18 22 14 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1683 66.2338 % Incorrectly Classified Instances 858 33.7662 % Kappa statistic 0.6061 Mean absolute error 0.0991 Root mean squared error 0.2932 Relative absolute error 40.4633 % Root relative squared error 83.7886 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.063 0.655 0.714 0.683 0.854 chest 0.601 0.059 0.627 0.601 0.614 0.812 forearm 0.692 0.06 0.658 0.692 0.675 0.842 head 0.749 0.034 0.786 0.749 0.767 0.896 shin 0.559 0.073 0.561 0.559 0.56 0.771 thigh 0.689 0.043 0.729 0.689 0.708 0.848 upperarm 0.631 0.062 0.629 0.631 0.63 0.8 waist Weighted Avg. 0.662 0.056 0.664 0.662 0.663 0.832 === Confusion Matrix === a b c d e f g <-- classified as 260 19 7 5 26 19 28 | a = chest 23 217 48 8 18 8 39 | b = forearm 7 41 252 3 27 12 22 | c = head 8 10 4 272 38 9 22 | d = shin 26 16 34 26 203 39 19 | e = thigh 33 12 14 16 33 250 5 | f = upperarm 40 31 24 16 17 6 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1704 67.0602 % Incorrectly Classified Instances 837 32.9398 % Kappa statistic 0.6157 Mean absolute error 0.0984 Root mean squared error 0.2909 Relative absolute error 40.1731 % Root relative squared error 83.124 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.061 0.652 0.686 0.668 0.834 chest 0.62 0.058 0.638 0.62 0.629 0.802 forearm 0.679 0.053 0.68 0.679 0.68 0.834 head 0.793 0.038 0.778 0.793 0.786 0.904 shin 0.573 0.057 0.625 0.573 0.598 0.796 thigh 0.763 0.051 0.716 0.763 0.739 0.878 upperarm 0.58 0.066 0.594 0.58 0.587 0.773 waist Weighted Avg. 0.671 0.055 0.669 0.671 0.669 0.832 === Confusion Matrix === a b c d e f g <-- classified as 249 15 9 13 12 20 45 | a = chest 27 224 39 12 12 11 36 | b = forearm 8 49 247 8 24 8 20 | c = head 6 8 9 288 28 9 15 | d = shin 20 20 30 21 208 45 19 | e = thigh 21 7 7 16 26 277 9 | f = upperarm 51 28 22 12 23 17 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1697 66.7847 % Incorrectly Classified Instances 844 33.2153 % Kappa statistic 0.6125 Mean absolute error 0.0985 Root mean squared error 0.2907 Relative absolute error 40.22 % Root relative squared error 83.0885 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.063 0.651 0.708 0.678 0.848 chest 0.632 0.064 0.621 0.632 0.626 0.804 forearm 0.679 0.06 0.653 0.679 0.666 0.846 head 0.796 0.029 0.821 0.796 0.808 0.903 shin 0.623 0.068 0.603 0.623 0.612 0.781 thigh 0.694 0.042 0.735 0.694 0.714 0.851 upperarm 0.544 0.061 0.598 0.544 0.57 0.768 waist Weighted Avg. 0.668 0.055 0.669 0.668 0.668 0.829 === Confusion Matrix === a b c d e f g <-- classified as 257 16 8 6 16 26 34 | a = chest 27 228 52 5 10 3 36 | b = forearm 9 50 247 5 31 6 16 | c = head 8 11 6 289 23 13 13 | d = shin 19 14 34 22 226 28 20 | e = thigh 29 7 8 12 41 252 14 | f = upperarm 46 41 23 13 28 15 198 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1686 66.3518 % Incorrectly Classified Instances 855 33.6482 % Kappa statistic 0.6074 Mean absolute error 0.0992 Root mean squared error 0.2929 Relative absolute error 40.5032 % Root relative squared error 83.6998 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.06 0.651 0.667 0.659 0.843 chest 0.648 0.054 0.665 0.648 0.656 0.828 forearm 0.681 0.055 0.674 0.681 0.678 0.85 head 0.785 0.034 0.796 0.785 0.791 0.892 shin 0.548 0.066 0.58 0.548 0.564 0.787 thigh 0.686 0.054 0.678 0.686 0.682 0.846 upperarm 0.629 0.07 0.601 0.629 0.615 0.795 waist Weighted Avg. 0.664 0.056 0.664 0.664 0.663 0.834 === Confusion Matrix === a b c d e f g <-- classified as 242 15 11 5 17 27 46 | a = chest 24 234 42 10 5 8 38 | b = forearm 8 45 248 2 21 10 30 | c = head 8 8 5 285 35 12 10 | d = shin 26 18 25 28 199 48 19 | e = thigh 26 5 13 12 49 249 9 | f = upperarm 38 27 24 16 17 13 229 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1653 65.0531 % Incorrectly Classified Instances 888 34.9469 % Kappa statistic 0.5923 Mean absolute error 0.1032 Root mean squared error 0.2996 Relative absolute error 42.1245 % Root relative squared error 85.6247 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.066 0.638 0.694 0.665 0.837 chest 0.615 0.066 0.607 0.615 0.611 0.81 forearm 0.68 0.052 0.686 0.68 0.683 0.846 head 0.736 0.041 0.749 0.736 0.742 0.866 shin 0.584 0.074 0.568 0.584 0.576 0.75 thigh 0.678 0.045 0.713 0.678 0.695 0.841 upperarm 0.566 0.063 0.599 0.566 0.582 0.769 waist Weighted Avg. 0.651 0.058 0.651 0.651 0.651 0.817 === Confusion Matrix === a b c d e f g <-- classified as 252 21 5 10 24 19 32 | a = chest 24 222 49 13 16 4 33 | b = forearm 10 42 247 5 25 10 24 | c = head 9 12 8 268 34 19 14 | d = shin 21 20 22 29 212 37 22 | e = thigh 29 10 10 14 41 246 13 | f = upperarm 50 39 19 19 21 10 206 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1694 66.6667 % Incorrectly Classified Instances 847 33.3333 % Kappa statistic 0.6111 Mean absolute error 0.0988 Root mean squared error 0.2929 Relative absolute error 40.3375 % Root relative squared error 83.698 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.059 0.651 0.658 0.655 0.819 chest 0.638 0.073 0.594 0.638 0.615 0.81 forearm 0.689 0.049 0.702 0.689 0.695 0.858 head 0.802 0.04 0.772 0.802 0.787 0.906 shin 0.622 0.065 0.615 0.622 0.618 0.805 thigh 0.708 0.045 0.722 0.708 0.715 0.856 upperarm 0.549 0.059 0.608 0.549 0.577 0.773 waist Weighted Avg. 0.667 0.056 0.666 0.667 0.666 0.833 === Confusion Matrix === a b c d e f g <-- classified as 239 18 11 11 13 22 49 | a = chest 24 231 39 14 20 10 24 | b = forearm 7 52 250 6 22 7 19 | c = head 6 10 3 292 26 16 11 | d = shin 13 15 30 30 225 35 14 | e = thigh 27 9 5 11 42 257 12 | f = upperarm 51 54 18 14 18 9 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1687 66.3912 % Incorrectly Classified Instances 854 33.6088 % Kappa statistic 0.6079 Mean absolute error 0.0995 Root mean squared error 0.2934 Relative absolute error 40.6171 % Root relative squared error 83.8548 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.061 0.654 0.691 0.672 0.849 chest 0.635 0.06 0.639 0.635 0.637 0.818 forearm 0.708 0.064 0.647 0.708 0.676 0.853 head 0.791 0.037 0.78 0.791 0.786 0.896 shin 0.584 0.065 0.601 0.584 0.592 0.792 thigh 0.675 0.047 0.706 0.675 0.69 0.838 upperarm 0.562 0.058 0.616 0.562 0.588 0.794 waist Weighted Avg. 0.664 0.056 0.663 0.664 0.663 0.834 === Confusion Matrix === a b c d e f g <-- classified as 251 16 8 11 18 19 40 | a = chest 18 230 59 7 15 6 27 | b = forearm 11 40 257 6 23 5 21 | c = head 9 11 3 288 27 11 15 | d = shin 22 13 33 28 212 41 14 | e = thigh 33 10 13 20 32 245 10 | f = upperarm 40 40 24 9 26 20 204 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1695 66.706 % Incorrectly Classified Instances 846 33.294 % Kappa statistic 0.6116 Mean absolute error 0.0995 Root mean squared error 0.2938 Relative absolute error 40.6091 % Root relative squared error 83.9545 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.055 0.682 0.708 0.695 0.846 chest 0.619 0.056 0.647 0.619 0.633 0.821 forearm 0.719 0.055 0.687 0.719 0.703 0.855 head 0.78 0.041 0.759 0.78 0.769 0.877 shin 0.57 0.072 0.569 0.57 0.569 0.779 thigh 0.697 0.046 0.715 0.697 0.706 0.852 upperarm 0.577 0.063 0.605 0.577 0.591 0.768 waist Weighted Avg. 0.667 0.055 0.666 0.667 0.666 0.828 === Confusion Matrix === a b c d e f g <-- classified as 257 15 5 7 18 22 39 | a = chest 16 224 49 14 10 13 36 | b = forearm 9 40 261 0 31 5 17 | c = head 8 12 4 283 32 6 18 | d = shin 20 15 30 37 207 40 14 | e = thigh 30 8 10 16 33 253 13 | f = upperarm 37 32 21 16 33 15 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1685 66.3125 % Incorrectly Classified Instances 856 33.6875 % Kappa statistic 0.607 Mean absolute error 0.0993 Root mean squared error 0.2923 Relative absolute error 40.5582 % Root relative squared error 83.5451 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.064 0.643 0.694 0.668 0.836 chest 0.613 0.062 0.62 0.613 0.617 0.81 forearm 0.675 0.06 0.652 0.675 0.663 0.823 head 0.788 0.042 0.759 0.788 0.773 0.899 shin 0.601 0.056 0.641 0.601 0.62 0.812 thigh 0.722 0.051 0.704 0.722 0.713 0.863 upperarm 0.549 0.058 0.613 0.549 0.58 0.792 waist Weighted Avg. 0.663 0.056 0.662 0.663 0.662 0.834 === Confusion Matrix === a b c d e f g <-- classified as 252 20 8 7 18 28 30 | a = chest 24 222 54 14 7 10 31 | b = forearm 11 49 245 6 26 6 20 | c = head 11 9 8 286 18 16 15 | d = shin 24 12 27 23 218 40 19 | e = thigh 24 9 9 14 34 262 11 | f = upperarm 46 37 25 27 19 10 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1674 65.8796 % Incorrectly Classified Instances 867 34.1204 % Kappa statistic 0.6019 Mean absolute error 0.1003 Root mean squared error 0.296 Relative absolute error 40.9535 % Root relative squared error 84.5852 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.647 0.06 0.644 0.647 0.646 0.823 chest 0.659 0.061 0.64 0.659 0.649 0.816 forearm 0.643 0.056 0.657 0.643 0.65 0.819 head 0.78 0.038 0.775 0.78 0.777 0.884 shin 0.532 0.065 0.578 0.532 0.554 0.756 thigh 0.747 0.053 0.702 0.747 0.724 0.879 upperarm 0.604 0.066 0.606 0.604 0.605 0.789 waist Weighted Avg. 0.659 0.057 0.657 0.659 0.658 0.824 === Confusion Matrix === a b c d e f g <-- classified as 235 18 11 7 26 26 40 | a = chest 21 238 45 7 8 6 36 | b = forearm 11 47 234 6 28 7 31 | c = head 10 8 4 283 32 14 12 | d = shin 16 20 38 34 193 44 18 | e = thigh 27 8 5 12 34 271 6 | f = upperarm 45 33 19 16 13 18 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1639 64.5022 % Incorrectly Classified Instances 902 35.4978 % Kappa statistic 0.5859 Mean absolute error 0.1033 Root mean squared error 0.3004 Relative absolute error 42.1897 % Root relative squared error 85.8432 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.063 0.64 0.675 0.657 0.831 chest 0.618 0.06 0.63 0.618 0.624 0.81 forearm 0.687 0.056 0.672 0.687 0.679 0.845 head 0.766 0.042 0.751 0.766 0.759 0.885 shin 0.565 0.069 0.576 0.565 0.57 0.782 thigh 0.658 0.05 0.689 0.658 0.673 0.848 upperarm 0.547 0.073 0.554 0.547 0.55 0.768 waist Weighted Avg. 0.645 0.059 0.645 0.645 0.645 0.824 === Confusion Matrix === a b c d e f g <-- classified as 245 16 8 7 16 25 46 | a = chest 17 223 44 13 13 9 42 | b = forearm 5 45 250 3 23 7 31 | c = head 8 9 9 278 27 15 17 | d = shin 22 18 30 33 205 42 13 | e = thigh 28 8 10 20 47 239 11 | f = upperarm 58 35 21 16 25 10 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1722 67.7686 % Incorrectly Classified Instances 819 32.2314 % Kappa statistic 0.624 Mean absolute error 0.0971 Root mean squared error 0.2902 Relative absolute error 39.651 % Root relative squared error 82.9258 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.052 0.674 0.645 0.659 0.826 chest 0.673 0.063 0.639 0.673 0.656 0.819 forearm 0.731 0.053 0.698 0.731 0.714 0.855 head 0.832 0.035 0.799 0.832 0.815 0.909 shin 0.573 0.063 0.601 0.573 0.587 0.778 thigh 0.722 0.046 0.724 0.722 0.723 0.854 upperarm 0.569 0.064 0.597 0.569 0.582 0.769 waist Weighted Avg. 0.678 0.054 0.676 0.678 0.677 0.83 === Confusion Matrix === a b c d e f g <-- classified as 234 25 9 5 19 24 47 | a = chest 11 243 40 10 14 8 35 | b = forearm 8 49 266 4 18 7 12 | c = head 9 5 2 302 22 7 16 | d = shin 23 14 25 36 208 39 18 | e = thigh 17 8 9 6 49 262 12 | f = upperarm 45 36 30 15 16 15 207 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1735 68.2802 % Incorrectly Classified Instances 806 31.7198 % Kappa statistic 0.6299 Mean absolute error 0.0942 Root mean squared error 0.2857 Relative absolute error 38.4729 % Root relative squared error 81.6318 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.057 0.668 0.69 0.678 0.84 chest 0.693 0.06 0.656 0.693 0.674 0.836 forearm 0.698 0.049 0.704 0.698 0.701 0.833 head 0.774 0.036 0.783 0.774 0.778 0.903 shin 0.634 0.068 0.607 0.634 0.62 0.787 thigh 0.683 0.047 0.709 0.683 0.696 0.86 upperarm 0.609 0.052 0.66 0.609 0.633 0.802 waist Weighted Avg. 0.683 0.053 0.684 0.683 0.683 0.837 === Confusion Matrix === a b c d e f g <-- classified as 251 17 12 9 15 29 31 | a = chest 17 250 37 6 17 7 27 | b = forearm 12 41 254 4 22 7 24 | c = head 4 11 5 281 35 14 13 | d = shin 18 18 26 28 230 31 12 | e = thigh 35 11 7 11 44 248 7 | f = upperarm 39 33 20 20 16 14 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1706 67.1389 % Incorrectly Classified Instances 835 32.8611 % Kappa statistic 0.6166 Mean absolute error 0.098 Root mean squared error 0.2915 Relative absolute error 40.0354 % Root relative squared error 83.2938 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.054 0.685 0.698 0.691 0.84 chest 0.634 0.066 0.614 0.634 0.624 0.813 forearm 0.701 0.06 0.661 0.701 0.68 0.848 head 0.78 0.035 0.789 0.78 0.785 0.887 shin 0.565 0.059 0.616 0.565 0.589 0.774 thigh 0.749 0.049 0.717 0.749 0.732 0.863 upperarm 0.573 0.061 0.612 0.573 0.592 0.763 waist Weighted Avg. 0.671 0.055 0.67 0.671 0.67 0.827 === Confusion Matrix === a b c d e f g <-- classified as 254 9 9 7 18 27 40 | a = chest 11 229 57 9 13 7 35 | b = forearm 7 55 255 4 20 6 17 | c = head 8 12 7 284 25 18 10 | d = shin 18 20 30 37 205 36 17 | e = thigh 26 10 6 6 30 271 13 | f = upperarm 47 38 22 13 22 13 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1690 66.5092 % Incorrectly Classified Instances 851 33.4908 % Kappa statistic 0.6093 Mean absolute error 0.0992 Root mean squared error 0.2948 Relative absolute error 40.5143 % Root relative squared error 84.2603 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.064 0.631 0.657 0.643 0.827 chest 0.657 0.056 0.66 0.657 0.658 0.846 forearm 0.725 0.05 0.708 0.725 0.716 0.853 head 0.791 0.045 0.748 0.791 0.769 0.89 shin 0.564 0.064 0.595 0.564 0.579 0.778 thigh 0.702 0.049 0.706 0.702 0.704 0.847 upperarm 0.559 0.063 0.595 0.559 0.577 0.778 waist Weighted Avg. 0.665 0.056 0.663 0.665 0.664 0.831 === Confusion Matrix === a b c d e f g <-- classified as 239 16 8 10 23 30 38 | a = chest 20 237 47 8 8 9 32 | b = forearm 9 37 264 3 24 5 22 | c = head 8 12 4 288 30 8 14 | d = shin 23 12 23 41 204 40 19 | e = thigh 19 8 6 24 38 255 13 | f = upperarm 61 37 21 11 16 14 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1687 66.3912 % Incorrectly Classified Instances 854 33.6088 % Kappa statistic 0.6079 Mean absolute error 0.0994 Root mean squared error 0.295 Relative absolute error 40.5777 % Root relative squared error 84.3082 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.063 0.635 0.659 0.647 0.81 chest 0.651 0.056 0.656 0.651 0.654 0.831 forearm 0.683 0.053 0.683 0.683 0.683 0.847 head 0.788 0.043 0.753 0.788 0.77 0.886 shin 0.529 0.067 0.568 0.529 0.548 0.76 thigh 0.713 0.047 0.715 0.713 0.714 0.848 upperarm 0.623 0.062 0.626 0.623 0.624 0.801 waist Weighted Avg. 0.664 0.056 0.663 0.664 0.663 0.826 === Confusion Matrix === a b c d e f g <-- classified as 240 23 8 13 21 29 30 | a = chest 23 235 45 6 10 9 33 | b = forearm 10 40 248 6 24 8 27 | c = head 10 5 7 287 34 8 13 | d = shin 25 17 27 42 192 41 19 | e = thigh 22 8 8 13 40 259 13 | f = upperarm 48 30 20 14 17 8 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1711 67.3357 % Incorrectly Classified Instances 830 32.6643 % Kappa statistic 0.6189 Mean absolute error 0.0976 Root mean squared error 0.2901 Relative absolute error 39.8643 % Root relative squared error 82.9164 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.051 0.685 0.672 0.679 0.829 chest 0.627 0.049 0.682 0.627 0.653 0.823 forearm 0.736 0.059 0.676 0.736 0.704 0.854 head 0.772 0.033 0.796 0.772 0.784 0.901 shin 0.601 0.081 0.552 0.601 0.575 0.785 thigh 0.7 0.05 0.7 0.7 0.7 0.846 upperarm 0.606 0.058 0.636 0.606 0.621 0.796 waist Weighted Avg. 0.673 0.054 0.675 0.673 0.674 0.833 === Confusion Matrix === a b c d e f g <-- classified as 244 16 3 11 27 22 40 | a = chest 20 227 55 9 15 3 33 | b = forearm 8 29 267 5 37 7 10 | c = head 9 10 5 281 31 14 14 | d = shin 21 12 28 23 218 46 15 | e = thigh 20 13 9 15 38 254 14 | f = upperarm 34 26 28 9 29 17 220 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1683 66.2338 % Incorrectly Classified Instances 858 33.7662 % Kappa statistic 0.6061 Mean absolute error 0.0993 Root mean squared error 0.293 Relative absolute error 40.5333 % Root relative squared error 83.7442 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.059 0.652 0.661 0.657 0.827 chest 0.67 0.06 0.651 0.67 0.66 0.841 forearm 0.709 0.063 0.652 0.709 0.679 0.851 head 0.769 0.037 0.778 0.769 0.773 0.897 shin 0.523 0.069 0.559 0.523 0.541 0.739 thigh 0.702 0.05 0.702 0.702 0.702 0.871 upperarm 0.601 0.057 0.637 0.601 0.618 0.796 waist Weighted Avg. 0.662 0.056 0.662 0.662 0.662 0.832 === Confusion Matrix === a b c d e f g <-- classified as 240 22 7 10 17 24 43 | a = chest 19 242 49 8 13 8 22 | b = forearm 6 49 258 2 21 13 15 | c = head 7 8 5 280 36 14 14 | d = shin 27 11 49 25 190 42 19 | e = thigh 22 8 7 19 41 255 11 | f = upperarm 47 32 21 16 22 7 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1722 67.7686 % Incorrectly Classified Instances 819 32.2314 % Kappa statistic 0.624 Mean absolute error 0.0964 Root mean squared error 0.289 Relative absolute error 39.3495 % Root relative squared error 82.5896 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.05 0.691 0.672 0.682 0.836 chest 0.651 0.055 0.664 0.651 0.657 0.828 forearm 0.712 0.054 0.689 0.712 0.7 0.853 head 0.813 0.036 0.789 0.813 0.801 0.909 shin 0.587 0.067 0.593 0.587 0.59 0.792 thigh 0.705 0.046 0.717 0.705 0.711 0.857 upperarm 0.603 0.068 0.597 0.603 0.6 0.791 waist Weighted Avg. 0.678 0.054 0.677 0.678 0.677 0.838 === Confusion Matrix === a b c d e f g <-- classified as 244 16 5 6 16 27 49 | a = chest 15 235 40 5 21 14 31 | b = forearm 5 44 259 4 22 5 25 | c = head 4 12 5 296 26 5 16 | d = shin 21 8 32 33 213 37 19 | e = thigh 26 9 8 11 45 256 8 | f = upperarm 38 30 27 20 16 13 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1682 66.1944 % Incorrectly Classified Instances 859 33.8056 % Kappa statistic 0.6056 Mean absolute error 0.0992 Root mean squared error 0.2944 Relative absolute error 40.5156 % Root relative squared error 84.1413 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.067 0.628 0.675 0.651 0.831 chest 0.607 0.052 0.66 0.607 0.632 0.818 forearm 0.714 0.056 0.682 0.714 0.698 0.863 head 0.786 0.034 0.792 0.786 0.789 0.902 shin 0.598 0.077 0.564 0.598 0.58 0.782 thigh 0.689 0.046 0.712 0.689 0.7 0.844 upperarm 0.565 0.062 0.601 0.565 0.582 0.763 waist Weighted Avg. 0.662 0.056 0.663 0.662 0.662 0.829 === Confusion Matrix === a b c d e f g <-- classified as 245 17 9 6 16 28 42 | a = chest 25 219 56 4 17 9 31 | b = forearm 5 39 260 4 27 5 24 | c = head 8 8 5 286 41 9 7 | d = shin 24 11 25 27 217 40 19 | e = thigh 21 6 9 14 50 250 13 | f = upperarm 62 32 17 20 17 10 205 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1705 67.0996 % Incorrectly Classified Instances 836 32.9004 % Kappa statistic 0.6162 Mean absolute error 0.0975 Root mean squared error 0.2889 Relative absolute error 39.8088 % Root relative squared error 82.5708 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.062 0.648 0.687 0.667 0.825 chest 0.687 0.066 0.634 0.687 0.66 0.836 forearm 0.709 0.051 0.699 0.709 0.704 0.859 head 0.794 0.031 0.812 0.794 0.803 0.903 shin 0.532 0.063 0.583 0.532 0.556 0.78 thigh 0.691 0.05 0.694 0.691 0.693 0.847 upperarm 0.598 0.06 0.624 0.598 0.61 0.818 waist Weighted Avg. 0.671 0.055 0.671 0.671 0.67 0.838 === Confusion Matrix === a b c d e f g <-- classified as 250 20 1 3 29 22 39 | a = chest 24 248 38 6 7 8 30 | b = forearm 10 42 258 4 25 4 21 | c = head 9 7 4 289 25 17 13 | d = shin 26 24 24 30 193 50 16 | e = thigh 30 7 12 14 37 250 12 | f = upperarm 37 43 32 10 15 9 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1628 64.0693 % Incorrectly Classified Instances 913 35.9307 % Kappa statistic 0.5808 Mean absolute error 0.1051 Root mean squared error 0.3026 Relative absolute error 42.9347 % Root relative squared error 86.4859 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.071 0.612 0.67 0.64 0.839 chest 0.59 0.056 0.638 0.59 0.613 0.813 forearm 0.698 0.063 0.65 0.698 0.673 0.838 head 0.755 0.041 0.753 0.755 0.754 0.877 shin 0.562 0.083 0.531 0.562 0.546 0.773 thigh 0.661 0.046 0.704 0.661 0.682 0.828 upperarm 0.548 0.059 0.607 0.548 0.576 0.768 waist Weighted Avg. 0.641 0.06 0.642 0.641 0.64 0.82 === Confusion Matrix === a b c d e f g <-- classified as 244 20 5 8 24 25 38 | a = chest 24 213 47 17 19 7 34 | b = forearm 12 39 254 4 29 7 19 | c = head 13 10 10 274 33 14 9 | d = shin 23 16 37 28 204 39 16 | e = thigh 30 7 13 13 47 240 13 | f = upperarm 53 29 25 20 28 9 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1709 67.257 % Incorrectly Classified Instances 832 32.743 % Kappa statistic 0.618 Mean absolute error 0.0975 Root mean squared error 0.2897 Relative absolute error 39.8003 % Root relative squared error 82.7882 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.06 0.659 0.695 0.676 0.843 chest 0.665 0.063 0.637 0.665 0.65 0.829 forearm 0.661 0.047 0.702 0.661 0.681 0.839 head 0.802 0.035 0.793 0.802 0.797 0.902 shin 0.584 0.063 0.606 0.584 0.595 0.794 thigh 0.76 0.047 0.73 0.76 0.745 0.869 upperarm 0.541 0.067 0.574 0.541 0.557 0.779 waist Weighted Avg. 0.673 0.055 0.671 0.673 0.672 0.836 === Confusion Matrix === a b c d e f g <-- classified as 253 17 5 5 26 25 33 | a = chest 20 240 34 10 18 9 30 | b = forearm 6 43 240 7 33 7 27 | c = head 10 9 3 291 18 13 19 | d = shin 18 12 34 27 212 37 23 | e = thigh 22 6 5 11 29 276 14 | f = upperarm 55 50 21 16 14 11 197 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1707 67.1783 % Incorrectly Classified Instances 834 32.8217 % Kappa statistic 0.6171 Mean absolute error 0.0977 Root mean squared error 0.2914 Relative absolute error 39.8866 % Root relative squared error 83.2821 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.056 0.669 0.679 0.674 0.836 chest 0.676 0.055 0.67 0.676 0.673 0.835 forearm 0.694 0.052 0.689 0.694 0.691 0.847 head 0.785 0.044 0.748 0.785 0.766 0.877 shin 0.587 0.069 0.585 0.587 0.586 0.774 thigh 0.702 0.047 0.712 0.702 0.707 0.846 upperarm 0.58 0.059 0.622 0.58 0.6 0.788 waist Weighted Avg. 0.672 0.055 0.671 0.672 0.671 0.829 === Confusion Matrix === a b c d e f g <-- classified as 247 19 8 7 18 27 38 | a = chest 15 244 37 14 23 4 24 | b = forearm 4 45 252 10 31 5 16 | c = head 7 9 5 285 24 17 16 | d = shin 18 12 30 34 213 38 18 | e = thigh 25 2 9 18 38 255 16 | f = upperarm 53 33 25 13 17 12 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1668 65.6434 % Incorrectly Classified Instances 873 34.3566 % Kappa statistic 0.5992 Mean absolute error 0.1013 Root mean squared error 0.2974 Relative absolute error 41.3658 % Root relative squared error 84.9957 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.062 0.652 0.691 0.671 0.844 chest 0.66 0.063 0.634 0.66 0.647 0.825 forearm 0.675 0.05 0.694 0.675 0.684 0.846 head 0.777 0.036 0.781 0.777 0.779 0.876 shin 0.595 0.081 0.55 0.595 0.571 0.776 thigh 0.639 0.041 0.72 0.639 0.677 0.836 upperarm 0.558 0.068 0.58 0.558 0.569 0.763 waist Weighted Avg. 0.656 0.057 0.659 0.656 0.657 0.824 === Confusion Matrix === a b c d e f g <-- classified as 251 17 13 5 14 23 40 | a = chest 14 239 35 13 20 5 36 | b = forearm 9 56 245 2 25 2 24 | c = head 10 11 5 282 25 10 20 | d = shin 23 18 28 30 216 37 11 | e = thigh 24 6 7 17 61 232 16 | f = upperarm 54 30 20 12 32 13 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1673 65.8402 % Incorrectly Classified Instances 868 34.1598 % Kappa statistic 0.6015 Mean absolute error 0.1011 Root mean squared error 0.295 Relative absolute error 41.2651 % Root relative squared error 84.3174 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.054 0.675 0.669 0.672 0.834 chest 0.616 0.06 0.63 0.616 0.623 0.813 forearm 0.667 0.058 0.658 0.667 0.662 0.83 head 0.738 0.035 0.777 0.738 0.757 0.871 shin 0.581 0.068 0.586 0.581 0.584 0.782 thigh 0.749 0.05 0.716 0.749 0.732 0.87 upperarm 0.588 0.073 0.572 0.588 0.58 0.782 waist Weighted Avg. 0.658 0.057 0.659 0.658 0.659 0.826 === Confusion Matrix === a b c d e f g <-- classified as 243 19 6 9 14 24 48 | a = chest 16 223 51 8 19 7 38 | b = forearm 11 38 242 4 33 5 30 | c = head 12 11 4 268 33 19 16 | d = shin 21 18 29 29 211 40 15 | e = thigh 19 8 7 10 34 272 13 | f = upperarm 38 37 29 17 16 13 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1662 65.4073 % Incorrectly Classified Instances 879 34.5927 % Kappa statistic 0.5964 Mean absolute error 0.1014 Root mean squared error 0.2974 Relative absolute error 41.3987 % Root relative squared error 84.984 % Total Number of Instances 2541 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.062 0.645 0.675 0.659 0.835 chest 0.641 0.059 0.643 0.641 0.642 0.829 forearm 0.706 0.056 0.68 0.706 0.693 0.846 head 0.769 0.04 0.762 0.769 0.765 0.892 shin 0.519 0.067 0.565 0.519 0.541 0.77 thigh 0.683 0.048 0.705 0.683 0.694 0.862 upperarm 0.585 0.073 0.574 0.585 0.58 0.757 waist Weighted Avg. 0.654 0.058 0.653 0.654 0.653 0.827 === Confusion Matrix === a b c d e f g <-- classified as 245 16 10 7 23 24 38 | a = chest 17 232 46 17 11 5 34 | b = forearm 10 40 257 3 21 5 28 | c = head 12 11 2 279 30 12 17 | d = shin 22 16 36 35 188 46 19 | e = thigh 28 12 9 8 36 248 22 | f = upperarm 46 34 18 17 24 12 213 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 13 RUN: 0 FOLD: 0 Correctly Classified Instances 1545 57.4563 % Incorrectly Classified Instances 1144 42.5437 % Kappa statistic 0.5037 Mean absolute error 0.1258 Root mean squared error 0.3305 Relative absolute error 51.3581 % Root relative squared error 94.4414 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.479 0.105 0.433 0.479 0.455 0.708 chest 0.534 0.088 0.5 0.534 0.516 0.737 forearm 0.598 0.066 0.605 0.598 0.602 0.799 head 0.699 0.041 0.741 0.699 0.719 0.853 shin 0.578 0.066 0.594 0.578 0.586 0.777 thigh 0.635 0.065 0.619 0.635 0.627 0.817 upperarm 0.497 0.066 0.557 0.497 0.525 0.727 waist Weighted Avg. 0.575 0.071 0.578 0.575 0.576 0.774 === Confusion Matrix === a b c d e f g <-- classified as 184 36 26 23 32 39 44 | a = chest 55 204 33 5 28 21 36 | b = forearm 30 56 231 8 31 11 19 | c = head 28 5 9 269 19 43 12 | d = shin 33 28 27 22 222 22 30 | e = thigh 44 26 16 26 17 244 11 | f = upperarm 51 53 40 10 25 14 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1522 56.601 % Incorrectly Classified Instances 1167 43.399 % Kappa statistic 0.4937 Mean absolute error 0.127 Root mean squared error 0.3344 Relative absolute error 51.8772 % Root relative squared error 95.5639 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.098 0.442 0.464 0.452 0.712 chest 0.484 0.089 0.474 0.484 0.479 0.725 forearm 0.611 0.066 0.608 0.611 0.61 0.783 head 0.758 0.049 0.719 0.758 0.738 0.877 shin 0.573 0.07 0.576 0.573 0.574 0.77 thigh 0.549 0.056 0.622 0.549 0.584 0.774 upperarm 0.521 0.079 0.525 0.521 0.523 0.746 waist Weighted Avg. 0.566 0.072 0.567 0.566 0.566 0.77 === Confusion Matrix === a b c d e f g <-- classified as 178 44 20 13 27 41 61 | a = chest 43 185 55 7 28 27 37 | b = forearm 26 36 236 6 41 11 30 | c = head 20 8 4 292 20 28 13 | d = shin 31 25 39 29 220 12 28 | e = thigh 44 40 11 48 18 211 12 | f = upperarm 61 52 23 11 28 9 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1517 56.415 % Incorrectly Classified Instances 1172 43.585 % Kappa statistic 0.4915 Mean absolute error 0.1271 Root mean squared error 0.3332 Relative absolute error 51.9054 % Root relative squared error 95.232 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.458 0.093 0.45 0.458 0.454 0.703 chest 0.497 0.091 0.475 0.497 0.486 0.751 forearm 0.583 0.072 0.575 0.583 0.579 0.795 head 0.716 0.049 0.707 0.716 0.712 0.849 shin 0.535 0.076 0.542 0.535 0.539 0.754 thigh 0.617 0.052 0.664 0.617 0.64 0.816 upperarm 0.542 0.075 0.546 0.542 0.544 0.763 waist Weighted Avg. 0.564 0.073 0.566 0.564 0.565 0.776 === Confusion Matrix === a b c d e f g <-- classified as 176 54 23 18 29 33 51 | a = chest 39 190 52 9 31 27 34 | b = forearm 27 42 225 7 48 5 32 | c = head 24 15 4 275 21 26 19 | d = shin 26 41 39 23 206 20 30 | e = thigh 43 24 10 41 22 237 7 | f = upperarm 56 34 38 16 23 9 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1523 56.6382 % Incorrectly Classified Instances 1166 43.3618 % Kappa statistic 0.4941 Mean absolute error 0.1277 Root mean squared error 0.3346 Relative absolute error 52.1611 % Root relative squared error 95.616 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.471 0.095 0.454 0.471 0.462 0.71 chest 0.531 0.088 0.499 0.531 0.515 0.744 forearm 0.598 0.076 0.569 0.598 0.583 0.778 head 0.703 0.047 0.714 0.703 0.709 0.861 shin 0.538 0.075 0.546 0.538 0.542 0.749 thigh 0.635 0.056 0.652 0.635 0.644 0.808 upperarm 0.487 0.069 0.54 0.487 0.512 0.728 waist Weighted Avg. 0.566 0.072 0.568 0.566 0.567 0.769 === Confusion Matrix === a b c d e f g <-- classified as 181 38 21 27 29 36 52 | a = chest 39 203 51 7 23 28 31 | b = forearm 33 40 231 9 38 10 25 | c = head 23 12 7 270 22 31 19 | d = shin 30 42 50 23 207 13 20 | e = thigh 38 21 13 30 26 244 12 | f = upperarm 55 51 33 12 34 12 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1499 55.7456 % Incorrectly Classified Instances 1190 44.2544 % Kappa statistic 0.4837 Mean absolute error 0.1297 Root mean squared error 0.3368 Relative absolute error 52.9796 % Root relative squared error 96.2613 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.487 0.108 0.43 0.487 0.457 0.716 chest 0.503 0.088 0.486 0.503 0.494 0.731 forearm 0.578 0.062 0.609 0.578 0.593 0.787 head 0.703 0.048 0.709 0.703 0.706 0.846 shin 0.566 0.071 0.572 0.566 0.569 0.761 thigh 0.583 0.06 0.617 0.583 0.6 0.778 upperarm 0.482 0.079 0.503 0.482 0.492 0.736 waist Weighted Avg. 0.557 0.074 0.561 0.557 0.559 0.765 === Confusion Matrix === a b c d e f g <-- classified as 187 41 22 21 30 33 50 | a = chest 46 192 43 12 27 26 36 | b = forearm 39 46 223 2 30 12 34 | c = head 30 11 4 270 17 44 8 | d = shin 24 30 34 19 218 17 43 | e = thigh 41 39 7 38 23 224 12 | f = upperarm 68 36 33 19 36 7 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1545 57.4777 % Incorrectly Classified Instances 1143 42.5223 % Kappa statistic 0.5039 Mean absolute error 0.1258 Root mean squared error 0.3314 Relative absolute error 51.3766 % Root relative squared error 94.7043 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.503 0.117 0.417 0.503 0.456 0.706 chest 0.508 0.077 0.522 0.508 0.515 0.731 forearm 0.578 0.068 0.587 0.578 0.582 0.778 head 0.737 0.033 0.788 0.737 0.762 0.866 shin 0.548 0.074 0.554 0.548 0.551 0.758 thigh 0.622 0.045 0.699 0.622 0.658 0.808 upperarm 0.527 0.082 0.517 0.527 0.522 0.741 waist Weighted Avg. 0.575 0.071 0.583 0.575 0.578 0.77 === Confusion Matrix === a b c d e f g <-- classified as 193 44 24 14 26 34 49 | a = chest 59 194 42 4 26 17 40 | b = forearm 40 32 223 5 47 12 27 | c = head 20 10 11 283 21 18 21 | d = shin 39 26 38 16 211 16 39 | e = thigh 45 29 12 27 19 239 13 | f = upperarm 67 37 30 10 31 6 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1465 54.5015 % Incorrectly Classified Instances 1223 45.4985 % Kappa statistic 0.4692 Mean absolute error 0.1335 Root mean squared error 0.3425 Relative absolute error 54.5006 % Root relative squared error 97.8719 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.438 0.111 0.396 0.438 0.416 0.68 chest 0.453 0.084 0.473 0.453 0.463 0.711 forearm 0.619 0.073 0.586 0.619 0.602 0.794 head 0.711 0.048 0.711 0.711 0.711 0.854 shin 0.54 0.07 0.564 0.54 0.552 0.747 thigh 0.596 0.066 0.603 0.596 0.599 0.792 upperarm 0.457 0.079 0.49 0.457 0.473 0.705 waist Weighted Avg. 0.545 0.076 0.546 0.545 0.545 0.755 === Confusion Matrix === a b c d e f g <-- classified as 168 41 32 25 28 40 50 | a = chest 50 173 42 12 33 26 46 | b = forearm 34 36 239 0 31 20 26 | c = head 17 5 9 273 27 41 12 | d = shin 27 32 41 26 208 17 34 | e = thigh 61 26 8 32 14 229 14 | f = upperarm 67 53 37 16 28 7 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1551 57.7009 % Incorrectly Classified Instances 1137 42.2991 % Kappa statistic 0.5065 Mean absolute error 0.1245 Root mean squared error 0.3291 Relative absolute error 50.8273 % Root relative squared error 94.0467 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.101 0.452 0.5 0.475 0.718 chest 0.503 0.077 0.52 0.503 0.511 0.742 forearm 0.653 0.079 0.582 0.653 0.615 0.802 head 0.75 0.046 0.733 0.75 0.741 0.872 shin 0.555 0.065 0.588 0.555 0.571 0.759 thigh 0.603 0.056 0.644 0.603 0.623 0.788 upperarm 0.475 0.071 0.526 0.475 0.499 0.729 waist Weighted Avg. 0.577 0.07 0.578 0.577 0.577 0.773 === Confusion Matrix === a b c d e f g <-- classified as 192 44 26 15 23 35 49 | a = chest 44 192 55 11 24 21 35 | b = forearm 19 41 252 4 34 9 27 | c = head 18 7 2 288 26 33 10 | d = shin 28 28 44 23 213 17 31 | e = thigh 60 25 15 27 14 232 12 | f = upperarm 64 32 39 25 28 13 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1527 56.808 % Incorrectly Classified Instances 1161 43.192 % Kappa statistic 0.4961 Mean absolute error 0.1274 Root mean squared error 0.3339 Relative absolute error 52.0347 % Root relative squared error 95.4298 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.458 0.1 0.433 0.458 0.446 0.708 chest 0.545 0.076 0.543 0.545 0.544 0.751 forearm 0.597 0.062 0.618 0.597 0.608 0.789 head 0.706 0.046 0.719 0.706 0.712 0.854 shin 0.544 0.067 0.576 0.544 0.56 0.763 thigh 0.597 0.067 0.599 0.597 0.598 0.778 upperarm 0.529 0.087 0.504 0.529 0.516 0.75 waist Weighted Avg. 0.568 0.072 0.57 0.568 0.569 0.77 === Confusion Matrix === a b c d e f g <-- classified as 176 39 20 16 21 57 55 | a = chest 36 208 40 5 23 22 48 | b = forearm 35 38 230 3 33 9 37 | c = head 18 11 10 271 19 37 18 | d = shin 37 27 33 23 209 18 37 | e = thigh 45 27 13 41 24 230 5 | f = upperarm 59 33 26 18 34 11 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1522 56.622 % Incorrectly Classified Instances 1166 43.378 % Kappa statistic 0.4939 Mean absolute error 0.1271 Root mean squared error 0.3343 Relative absolute error 51.9008 % Root relative squared error 95.5412 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.465 0.098 0.443 0.465 0.454 0.7 chest 0.483 0.082 0.492 0.483 0.487 0.738 forearm 0.601 0.079 0.559 0.601 0.579 0.78 head 0.74 0.042 0.745 0.74 0.742 0.874 shin 0.568 0.077 0.551 0.568 0.559 0.769 thigh 0.612 0.056 0.644 0.612 0.628 0.804 upperarm 0.495 0.071 0.538 0.495 0.516 0.741 waist Weighted Avg. 0.566 0.072 0.567 0.566 0.566 0.772 === Confusion Matrix === a b c d e f g <-- classified as 179 38 23 14 32 47 52 | a = chest 48 184 54 3 34 17 41 | b = forearm 29 51 232 4 30 13 27 | c = head 20 5 5 284 33 28 9 | d = shin 29 31 49 11 218 17 29 | e = thigh 39 29 13 44 19 235 5 | f = upperarm 60 36 39 21 30 8 190 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1504 55.9316 % Incorrectly Classified Instances 1185 44.0684 % Kappa statistic 0.4859 Mean absolute error 0.1295 Root mean squared error 0.3365 Relative absolute error 52.8608 % Root relative squared error 96.1508 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.482 0.101 0.444 0.482 0.462 0.718 chest 0.513 0.086 0.496 0.513 0.505 0.735 forearm 0.56 0.065 0.592 0.56 0.575 0.767 head 0.708 0.051 0.699 0.708 0.704 0.845 shin 0.543 0.079 0.535 0.543 0.539 0.755 thigh 0.589 0.056 0.637 0.589 0.612 0.787 upperarm 0.521 0.077 0.531 0.521 0.526 0.754 waist Weighted Avg. 0.559 0.073 0.562 0.559 0.56 0.766 === Confusion Matrix === a b c d e f g <-- classified as 185 30 17 26 31 43 52 | a = chest 43 196 47 14 25 23 34 | b = forearm 29 50 216 3 49 6 33 | c = head 24 12 7 272 23 36 10 | d = shin 33 38 37 19 209 11 38 | e = thigh 49 28 14 35 22 226 10 | f = upperarm 54 41 27 20 32 10 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1561 58.0513 % Incorrectly Classified Instances 1128 41.9487 % Kappa statistic 0.5106 Mean absolute error 0.1232 Root mean squared error 0.3286 Relative absolute error 50.3196 % Root relative squared error 93.9011 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.092 0.467 0.484 0.476 0.703 chest 0.518 0.093 0.479 0.518 0.498 0.735 forearm 0.617 0.065 0.615 0.617 0.616 0.806 head 0.711 0.039 0.754 0.711 0.732 0.856 shin 0.589 0.068 0.59 0.589 0.589 0.783 thigh 0.642 0.062 0.633 0.642 0.637 0.813 upperarm 0.503 0.071 0.542 0.503 0.522 0.747 waist Weighted Avg. 0.581 0.07 0.583 0.581 0.582 0.778 === Confusion Matrix === a b c d e f g <-- classified as 186 45 22 10 29 43 49 | a = chest 43 198 45 4 28 25 39 | b = forearm 26 54 238 3 29 8 28 | c = head 20 9 5 273 25 36 16 | d = shin 29 32 34 21 226 19 23 | e = thigh 32 33 12 36 17 247 8 | f = upperarm 62 42 31 15 29 12 193 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1526 56.7497 % Incorrectly Classified Instances 1163 43.2503 % Kappa statistic 0.4954 Mean absolute error 0.1273 Root mean squared error 0.3325 Relative absolute error 51.9725 % Root relative squared error 95.014 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.102 0.431 0.464 0.447 0.687 chest 0.522 0.089 0.491 0.522 0.506 0.731 forearm 0.562 0.082 0.536 0.562 0.549 0.785 head 0.735 0.041 0.751 0.735 0.743 0.867 shin 0.57 0.063 0.602 0.57 0.586 0.78 thigh 0.623 0.055 0.654 0.623 0.638 0.806 upperarm 0.495 0.073 0.531 0.495 0.512 0.726 waist Weighted Avg. 0.567 0.072 0.571 0.567 0.569 0.769 === Confusion Matrix === a b c d e f g <-- classified as 178 39 29 16 30 34 58 | a = chest 45 199 49 9 22 21 36 | b = forearm 35 50 217 4 31 12 37 | c = head 24 9 7 283 22 32 8 | d = shin 35 29 44 17 219 19 21 | e = thigh 42 32 17 32 14 240 8 | f = upperarm 54 47 42 16 26 9 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1492 55.4853 % Incorrectly Classified Instances 1197 44.5147 % Kappa statistic 0.4807 Mean absolute error 0.1307 Root mean squared error 0.3382 Relative absolute error 53.3731 % Root relative squared error 96.6611 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.1 0.415 0.424 0.42 0.682 chest 0.555 0.093 0.498 0.555 0.525 0.756 forearm 0.573 0.069 0.58 0.573 0.576 0.768 head 0.701 0.045 0.722 0.701 0.711 0.854 shin 0.56 0.072 0.566 0.56 0.563 0.762 thigh 0.591 0.062 0.614 0.591 0.602 0.787 upperarm 0.479 0.079 0.504 0.479 0.491 0.744 waist Weighted Avg. 0.555 0.074 0.557 0.555 0.556 0.765 === Confusion Matrix === a b c d e f g <-- classified as 163 43 29 20 21 46 62 | a = chest 42 212 42 10 26 17 33 | b = forearm 25 45 221 8 42 9 36 | c = head 23 7 12 270 24 37 12 | d = shin 36 35 33 18 215 22 25 | e = thigh 38 36 16 32 22 227 13 | f = upperarm 66 48 28 16 30 12 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1515 56.3406 % Incorrectly Classified Instances 1174 43.6594 % Kappa statistic 0.4906 Mean absolute error 0.1281 Root mean squared error 0.3347 Relative absolute error 52.2884 % Root relative squared error 95.6402 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.501 0.115 0.42 0.501 0.457 0.722 chest 0.492 0.08 0.505 0.492 0.499 0.738 forearm 0.578 0.069 0.582 0.578 0.58 0.79 head 0.766 0.041 0.756 0.766 0.761 0.883 shin 0.503 0.067 0.556 0.503 0.528 0.731 thigh 0.586 0.059 0.625 0.586 0.605 0.792 upperarm 0.518 0.078 0.525 0.518 0.522 0.748 waist Weighted Avg. 0.563 0.073 0.567 0.563 0.564 0.772 === Confusion Matrix === a b c d e f g <-- classified as 193 36 29 17 21 43 46 | a = chest 49 188 53 7 33 24 28 | b = forearm 27 39 223 4 39 16 38 | c = head 22 10 6 294 14 28 10 | d = shin 37 36 37 21 193 14 46 | e = thigh 55 25 14 38 15 225 12 | f = upperarm 76 38 21 8 32 10 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1532 56.994 % Incorrectly Classified Instances 1156 43.006 % Kappa statistic 0.4983 Mean absolute error 0.1275 Root mean squared error 0.3331 Relative absolute error 52.0431 % Root relative squared error 95.1904 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.456 0.089 0.459 0.456 0.458 0.711 chest 0.508 0.079 0.516 0.508 0.512 0.732 forearm 0.591 0.074 0.571 0.591 0.581 0.787 head 0.737 0.04 0.753 0.737 0.745 0.864 shin 0.51 0.076 0.53 0.51 0.52 0.747 thigh 0.674 0.063 0.643 0.674 0.658 0.812 upperarm 0.513 0.081 0.514 0.513 0.514 0.728 waist Weighted Avg. 0.57 0.072 0.569 0.57 0.57 0.769 === Confusion Matrix === a b c d e f g <-- classified as 175 46 23 15 25 48 52 | a = chest 42 194 47 7 27 23 42 | b = forearm 19 41 228 6 46 15 31 | c = head 17 10 9 283 20 28 17 | d = shin 34 36 47 19 196 21 31 | e = thigh 37 13 14 29 19 259 13 | f = upperarm 57 36 31 17 37 9 197 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1520 56.5476 % Incorrectly Classified Instances 1168 43.4524 % Kappa statistic 0.4931 Mean absolute error 0.1271 Root mean squared error 0.3335 Relative absolute error 51.8914 % Root relative squared error 95.306 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.482 0.089 0.476 0.482 0.479 0.719 chest 0.497 0.08 0.507 0.497 0.502 0.724 forearm 0.598 0.069 0.592 0.598 0.595 0.788 head 0.745 0.056 0.688 0.745 0.715 0.87 shin 0.501 0.071 0.541 0.501 0.52 0.744 thigh 0.643 0.065 0.622 0.643 0.633 0.811 upperarm 0.491 0.076 0.516 0.491 0.503 0.729 waist Weighted Avg. 0.565 0.072 0.563 0.565 0.564 0.769 === Confusion Matrix === a b c d e f g <-- classified as 185 29 27 19 24 42 58 | a = chest 45 190 40 10 27 29 41 | b = forearm 25 43 231 8 41 10 28 | c = head 18 5 6 286 23 39 7 | d = shin 32 39 40 27 193 20 34 | e = thigh 33 25 8 46 17 247 8 | f = upperarm 51 44 38 20 32 10 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1542 57.3661 % Incorrectly Classified Instances 1146 42.6339 % Kappa statistic 0.5026 Mean absolute error 0.1257 Root mean squared error 0.3311 Relative absolute error 51.3345 % Root relative squared error 94.6207 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.503 0.098 0.462 0.503 0.481 0.709 chest 0.531 0.075 0.54 0.531 0.536 0.75 forearm 0.57 0.074 0.563 0.57 0.566 0.776 head 0.727 0.047 0.719 0.727 0.723 0.862 shin 0.532 0.076 0.541 0.532 0.537 0.76 thigh 0.654 0.057 0.655 0.654 0.654 0.811 upperarm 0.499 0.07 0.541 0.499 0.519 0.732 waist Weighted Avg. 0.574 0.071 0.574 0.574 0.574 0.772 === Confusion Matrix === a b c d e f g <-- classified as 193 33 29 19 21 35 54 | a = chest 47 203 38 8 27 23 36 | b = forearm 28 48 220 6 46 15 23 | c = head 26 6 9 279 19 35 10 | d = shin 28 28 44 30 205 18 32 | e = thigh 46 23 13 25 19 251 7 | f = upperarm 50 35 38 21 42 6 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1526 56.7708 % Incorrectly Classified Instances 1162 43.2292 % Kappa statistic 0.4957 Mean absolute error 0.127 Root mean squared error 0.3325 Relative absolute error 51.853 % Root relative squared error 95.0079 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.443 0.1 0.424 0.443 0.433 0.687 chest 0.529 0.083 0.514 0.529 0.521 0.751 forearm 0.601 0.073 0.58 0.601 0.59 0.797 head 0.745 0.04 0.755 0.745 0.75 0.865 shin 0.54 0.071 0.561 0.54 0.55 0.746 thigh 0.648 0.061 0.638 0.648 0.643 0.81 upperarm 0.467 0.076 0.506 0.467 0.486 0.74 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.568 0.771 === Confusion Matrix === a b c d e f g <-- classified as 170 49 31 15 30 41 48 | a = chest 39 202 37 6 39 25 34 | b = forearm 24 40 232 2 37 16 35 | c = head 29 5 5 286 16 30 13 | d = shin 36 26 44 23 208 16 32 | e = thigh 39 32 12 28 11 249 13 | f = upperarm 64 39 39 19 30 13 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1497 55.692 % Incorrectly Classified Instances 1191 44.308 % Kappa statistic 0.4831 Mean absolute error 0.1288 Root mean squared error 0.3353 Relative absolute error 52.6128 % Root relative squared error 95.8275 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.097 0.434 0.445 0.44 0.693 chest 0.508 0.085 0.496 0.508 0.502 0.755 forearm 0.558 0.079 0.54 0.558 0.549 0.761 head 0.706 0.05 0.702 0.706 0.704 0.853 shin 0.577 0.081 0.543 0.577 0.559 0.778 thigh 0.659 0.058 0.655 0.659 0.657 0.823 upperarm 0.445 0.066 0.528 0.445 0.483 0.743 waist Weighted Avg. 0.557 0.074 0.557 0.557 0.556 0.772 === Confusion Matrix === a b c d e f g <-- classified as 171 39 34 23 33 39 45 | a = chest 44 194 48 8 31 23 34 | b = forearm 30 52 215 5 42 7 34 | c = head 25 10 5 271 22 41 10 | d = shin 29 33 44 26 222 11 20 | e = thigh 41 13 8 35 24 253 10 | f = upperarm 54 50 44 18 35 12 171 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1559 57.9769 % Incorrectly Classified Instances 1130 42.0231 % Kappa statistic 0.5097 Mean absolute error 0.1236 Root mean squared error 0.3288 Relative absolute error 50.4586 % Root relative squared error 93.9567 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.483 0.086 0.484 0.483 0.484 0.72 chest 0.526 0.081 0.517 0.526 0.521 0.74 forearm 0.642 0.072 0.6 0.642 0.621 0.801 head 0.721 0.045 0.729 0.721 0.725 0.869 shin 0.552 0.076 0.546 0.552 0.549 0.763 thigh 0.602 0.059 0.629 0.602 0.615 0.784 upperarm 0.531 0.071 0.554 0.531 0.543 0.762 waist Weighted Avg. 0.58 0.07 0.58 0.58 0.58 0.777 === Confusion Matrix === a b c d e f g <-- classified as 186 33 28 13 30 37 58 | a = chest 36 201 39 8 35 26 37 | b = forearm 30 39 248 5 34 11 19 | c = head 13 8 5 277 33 35 13 | d = shin 24 32 43 26 212 18 29 | e = thigh 48 33 13 35 16 231 8 | f = upperarm 47 43 37 16 28 9 204 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1498 55.7084 % Incorrectly Classified Instances 1191 44.2916 % Kappa statistic 0.4833 Mean absolute error 0.1292 Root mean squared error 0.335 Relative absolute error 52.7498 % Root relative squared error 95.7368 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.422 0.094 0.427 0.422 0.425 0.695 chest 0.526 0.086 0.502 0.526 0.514 0.757 forearm 0.619 0.077 0.575 0.619 0.596 0.802 head 0.701 0.048 0.71 0.701 0.705 0.843 shin 0.565 0.072 0.565 0.565 0.565 0.78 thigh 0.582 0.056 0.636 0.582 0.608 0.794 upperarm 0.484 0.084 0.491 0.484 0.488 0.738 waist Weighted Avg. 0.557 0.074 0.558 0.557 0.557 0.773 === Confusion Matrix === a b c d e f g <-- classified as 162 39 24 17 36 50 56 | a = chest 38 201 51 7 23 19 43 | b = forearm 25 43 239 9 29 9 32 | c = head 30 10 5 269 20 33 17 | d = shin 26 31 51 23 217 8 28 | e = thigh 42 29 10 36 27 224 17 | f = upperarm 56 47 36 18 32 9 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1491 55.4481 % Incorrectly Classified Instances 1198 44.5519 % Kappa statistic 0.4802 Mean absolute error 0.1294 Root mean squared error 0.3364 Relative absolute error 52.8246 % Root relative squared error 96.1402 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.49 0.11 0.425 0.49 0.455 0.701 chest 0.482 0.088 0.474 0.482 0.478 0.728 forearm 0.552 0.055 0.628 0.552 0.588 0.772 head 0.714 0.052 0.697 0.714 0.705 0.851 shin 0.583 0.084 0.536 0.583 0.559 0.774 thigh 0.587 0.054 0.646 0.587 0.615 0.795 upperarm 0.474 0.077 0.507 0.474 0.49 0.742 waist Weighted Avg. 0.554 0.074 0.559 0.554 0.556 0.766 === Confusion Matrix === a b c d e f g <-- classified as 188 31 21 26 27 39 52 | a = chest 56 184 40 6 33 27 36 | b = forearm 39 37 213 2 52 9 34 | c = head 19 11 4 274 32 26 18 | d = shin 30 37 24 30 224 13 26 | e = thigh 45 36 10 36 21 226 11 | f = upperarm 65 52 27 19 29 10 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1492 55.4853 % Incorrectly Classified Instances 1197 44.5147 % Kappa statistic 0.4807 Mean absolute error 0.1295 Root mean squared error 0.337 Relative absolute error 52.8889 % Root relative squared error 96.2942 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.435 0.093 0.438 0.435 0.437 0.687 chest 0.51 0.089 0.488 0.51 0.499 0.732 forearm 0.554 0.071 0.568 0.554 0.561 0.773 head 0.743 0.052 0.706 0.743 0.724 0.875 shin 0.547 0.072 0.557 0.547 0.552 0.784 thigh 0.596 0.059 0.629 0.596 0.612 0.789 upperarm 0.497 0.084 0.496 0.497 0.497 0.738 waist Weighted Avg. 0.555 0.074 0.555 0.555 0.555 0.768 === Confusion Matrix === a b c d e f g <-- classified as 167 48 25 24 21 47 52 | a = chest 53 195 41 8 26 18 41 | b = forearm 23 56 214 6 31 20 36 | c = head 20 5 4 286 25 30 15 | d = shin 28 35 43 19 210 11 38 | e = thigh 38 25 15 46 19 229 12 | f = upperarm 52 36 35 16 45 9 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1549 57.6051 % Incorrectly Classified Instances 1140 42.3949 % Kappa statistic 0.5054 Mean absolute error 0.1252 Root mean squared error 0.331 Relative absolute error 51.1253 % Root relative squared error 94.5793 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.451 0.093 0.446 0.451 0.448 0.702 chest 0.516 0.08 0.517 0.516 0.516 0.732 forearm 0.585 0.072 0.577 0.585 0.581 0.781 head 0.748 0.042 0.75 0.748 0.749 0.878 shin 0.576 0.072 0.571 0.576 0.573 0.768 thigh 0.659 0.055 0.668 0.659 0.663 0.819 upperarm 0.497 0.081 0.505 0.497 0.501 0.731 waist Weighted Avg. 0.576 0.071 0.576 0.576 0.576 0.773 === Confusion Matrix === a b c d e f g <-- classified as 173 41 28 18 23 43 58 | a = chest 36 197 46 7 32 19 45 | b = forearm 30 41 226 6 42 12 29 | c = head 21 7 5 288 22 28 14 | d = shin 27 28 43 21 221 15 29 | e = thigh 42 27 9 25 16 253 12 | f = upperarm 59 40 35 19 31 9 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1493 55.5432 % Incorrectly Classified Instances 1195 44.4568 % Kappa statistic 0.4813 Mean absolute error 0.1303 Root mean squared error 0.3379 Relative absolute error 53.1993 % Root relative squared error 96.5539 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.109 0.414 0.461 0.436 0.698 chest 0.537 0.091 0.494 0.537 0.514 0.755 forearm 0.534 0.067 0.572 0.534 0.552 0.771 head 0.729 0.036 0.769 0.729 0.749 0.874 shin 0.517 0.074 0.538 0.517 0.527 0.752 thigh 0.641 0.065 0.621 0.641 0.631 0.801 upperarm 0.47 0.076 0.507 0.47 0.488 0.726 waist Weighted Avg. 0.555 0.074 0.559 0.555 0.557 0.768 === Confusion Matrix === a b c d e f g <-- classified as 177 46 19 14 28 37 63 | a = chest 43 205 41 9 24 32 28 | b = forearm 28 60 206 3 40 14 35 | c = head 23 7 3 280 23 37 11 | d = shin 48 22 42 23 199 21 30 | e = thigh 38 29 11 24 28 246 8 | f = upperarm 71 46 38 11 28 9 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1512 56.25 % Incorrectly Classified Instances 1176 43.75 % Kappa statistic 0.4896 Mean absolute error 0.1278 Root mean squared error 0.3339 Relative absolute error 52.1766 % Root relative squared error 95.4271 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.479 0.094 0.46 0.479 0.469 0.711 chest 0.49 0.088 0.479 0.49 0.484 0.726 forearm 0.573 0.07 0.577 0.573 0.575 0.776 head 0.734 0.042 0.744 0.734 0.739 0.873 shin 0.53 0.073 0.548 0.53 0.539 0.763 thigh 0.633 0.061 0.633 0.633 0.633 0.807 upperarm 0.499 0.082 0.503 0.499 0.501 0.742 waist Weighted Avg. 0.563 0.073 0.564 0.563 0.563 0.771 === Confusion Matrix === a b c d e f g <-- classified as 184 48 19 16 31 41 45 | a = chest 55 187 48 12 22 17 41 | b = forearm 16 50 221 5 43 13 38 | c = head 14 11 4 282 16 41 16 | d = shin 34 34 44 15 204 18 36 | e = thigh 45 26 7 32 18 243 13 | f = upperarm 52 34 40 17 38 11 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1520 56.5476 % Incorrectly Classified Instances 1168 43.4524 % Kappa statistic 0.4931 Mean absolute error 0.1275 Root mean squared error 0.3331 Relative absolute error 52.0657 % Root relative squared error 95.1835 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.1 0.437 0.466 0.451 0.703 chest 0.539 0.082 0.52 0.539 0.53 0.76 forearm 0.617 0.073 0.588 0.617 0.602 0.804 head 0.69 0.044 0.722 0.69 0.706 0.853 shin 0.53 0.076 0.538 0.53 0.534 0.749 thigh 0.604 0.054 0.65 0.604 0.626 0.787 upperarm 0.512 0.077 0.524 0.512 0.518 0.753 waist Weighted Avg. 0.565 0.072 0.568 0.565 0.567 0.773 === Confusion Matrix === a b c d e f g <-- classified as 179 59 21 24 27 27 47 | a = chest 42 206 46 5 24 25 34 | b = forearm 29 42 238 4 35 7 31 | c = head 22 7 4 265 32 39 15 | d = shin 28 28 44 19 204 22 40 | e = thigh 54 16 18 36 17 232 11 | f = upperarm 56 38 34 14 40 5 196 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1558 57.9613 % Incorrectly Classified Instances 1130 42.0387 % Kappa statistic 0.5095 Mean absolute error 0.1245 Root mean squared error 0.3288 Relative absolute error 50.8248 % Root relative squared error 93.9722 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.106 0.438 0.495 0.465 0.715 chest 0.501 0.073 0.531 0.501 0.516 0.745 forearm 0.598 0.07 0.588 0.598 0.593 0.787 head 0.737 0.04 0.753 0.737 0.745 0.883 shin 0.569 0.074 0.562 0.569 0.565 0.765 thigh 0.633 0.056 0.651 0.633 0.642 0.807 upperarm 0.523 0.07 0.555 0.523 0.539 0.746 waist Weighted Avg. 0.58 0.07 0.582 0.58 0.581 0.779 === Confusion Matrix === a b c d e f g <-- classified as 190 40 27 14 33 35 45 | a = chest 44 191 52 8 22 24 40 | b = forearm 33 40 231 2 41 9 30 | c = head 23 11 3 283 25 27 12 | d = shin 42 25 29 23 219 22 25 | e = thigh 47 24 12 35 14 243 9 | f = upperarm 55 29 39 11 36 13 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1523 56.6592 % Incorrectly Classified Instances 1165 43.3408 % Kappa statistic 0.4944 Mean absolute error 0.1272 Root mean squared error 0.3333 Relative absolute error 51.9445 % Root relative squared error 95.2459 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.095 0.446 0.461 0.453 0.686 chest 0.518 0.086 0.5 0.518 0.509 0.74 forearm 0.582 0.078 0.556 0.582 0.569 0.776 head 0.766 0.048 0.728 0.766 0.746 0.875 shin 0.561 0.074 0.56 0.561 0.56 0.753 thigh 0.604 0.052 0.659 0.604 0.63 0.804 upperarm 0.474 0.073 0.52 0.474 0.496 0.736 waist Weighted Avg. 0.567 0.072 0.567 0.567 0.566 0.767 === Confusion Matrix === a b c d e f g <-- classified as 177 40 32 15 27 35 58 | a = chest 46 198 43 11 39 13 32 | b = forearm 32 48 224 3 32 17 29 | c = head 12 8 5 294 21 31 13 | d = shin 30 34 43 21 216 17 24 | e = thigh 36 22 22 43 17 232 12 | f = upperarm 64 46 34 17 34 7 182 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1551 57.6794 % Incorrectly Classified Instances 1138 42.3206 % Kappa statistic 0.5063 Mean absolute error 0.1249 Root mean squared error 0.3284 Relative absolute error 51.02 % Root relative squared error 93.8348 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.474 0.096 0.452 0.474 0.463 0.71 chest 0.505 0.078 0.516 0.505 0.511 0.749 forearm 0.619 0.066 0.613 0.619 0.616 0.802 head 0.722 0.048 0.715 0.722 0.718 0.852 shin 0.503 0.068 0.553 0.503 0.527 0.745 thigh 0.654 0.057 0.655 0.654 0.654 0.814 upperarm 0.56 0.081 0.536 0.56 0.548 0.76 waist Weighted Avg. 0.577 0.071 0.577 0.577 0.577 0.776 === Confusion Matrix === a b c d e f g <-- classified as 182 40 31 24 21 36 50 | a = chest 49 193 39 3 25 29 44 | b = forearm 25 48 239 10 32 5 27 | c = head 25 9 5 278 26 30 12 | d = shin 38 26 43 24 193 19 41 | e = thigh 32 25 13 35 16 251 12 | f = upperarm 52 33 20 15 36 13 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1574 58.5348 % Incorrectly Classified Instances 1115 41.4652 % Kappa statistic 0.5162 Mean absolute error 0.1215 Root mean squared error 0.3239 Relative absolute error 49.6172 % Root relative squared error 92.5705 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.471 0.084 0.483 0.471 0.477 0.726 chest 0.576 0.088 0.521 0.576 0.547 0.78 forearm 0.632 0.068 0.61 0.632 0.621 0.807 head 0.73 0.041 0.747 0.73 0.739 0.877 shin 0.565 0.064 0.595 0.565 0.579 0.782 thigh 0.63 0.059 0.642 0.63 0.636 0.811 upperarm 0.492 0.08 0.505 0.492 0.499 0.75 waist Weighted Avg. 0.585 0.069 0.586 0.585 0.585 0.791 === Confusion Matrix === a b c d e f g <-- classified as 181 47 19 12 28 43 54 | a = chest 40 220 39 7 20 23 33 | b = forearm 15 40 244 6 42 6 33 | c = head 22 10 7 281 14 30 21 | d = shin 20 31 44 20 217 23 29 | e = thigh 40 27 12 34 14 242 15 | f = upperarm 57 47 35 16 30 10 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1518 56.4522 % Incorrectly Classified Instances 1171 43.5478 % Kappa statistic 0.4919 Mean absolute error 0.1279 Root mean squared error 0.3348 Relative absolute error 52.2403 % Root relative squared error 95.6649 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.519 0.1 0.465 0.519 0.491 0.726 chest 0.51 0.083 0.504 0.51 0.507 0.746 forearm 0.531 0.071 0.556 0.531 0.543 0.748 head 0.716 0.043 0.735 0.716 0.726 0.858 shin 0.573 0.079 0.549 0.573 0.561 0.786 thigh 0.612 0.049 0.675 0.612 0.642 0.803 upperarm 0.49 0.083 0.495 0.49 0.492 0.733 waist Weighted Avg. 0.565 0.073 0.568 0.565 0.566 0.771 === Confusion Matrix === a b c d e f g <-- classified as 200 44 21 14 22 30 54 | a = chest 41 195 48 8 34 17 39 | b = forearm 28 45 205 3 51 15 39 | c = head 19 14 6 275 25 34 11 | d = shin 33 18 40 26 220 10 37 | e = thigh 46 22 15 36 18 235 12 | f = upperarm 63 49 34 12 31 7 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1498 55.7084 % Incorrectly Classified Instances 1191 44.2916 % Kappa statistic 0.4833 Mean absolute error 0.1296 Root mean squared error 0.338 Relative absolute error 52.9252 % Root relative squared error 96.5948 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.108 0.445 0.521 0.48 0.728 chest 0.505 0.081 0.507 0.505 0.506 0.743 forearm 0.578 0.068 0.588 0.578 0.583 0.776 head 0.708 0.051 0.697 0.708 0.703 0.842 shin 0.534 0.066 0.576 0.534 0.554 0.759 thigh 0.561 0.065 0.592 0.561 0.576 0.771 upperarm 0.492 0.078 0.512 0.492 0.502 0.739 waist Weighted Avg. 0.557 0.074 0.56 0.557 0.558 0.765 === Confusion Matrix === a b c d e f g <-- classified as 200 35 15 15 28 33 58 | a = chest 49 193 38 15 22 31 34 | b = forearm 16 57 223 6 39 14 31 | c = head 23 5 12 272 17 47 8 | d = shin 42 23 42 25 205 12 35 | e = thigh 51 27 16 40 21 216 14 | f = upperarm 68 41 33 17 24 12 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1473 54.7787 % Incorrectly Classified Instances 1216 45.2213 % Kappa statistic 0.4724 Mean absolute error 0.1323 Root mean squared error 0.3399 Relative absolute error 54.0281 % Root relative squared error 97.1475 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.111 0.38 0.409 0.394 0.677 chest 0.487 0.094 0.46 0.487 0.473 0.73 forearm 0.585 0.072 0.578 0.585 0.582 0.78 head 0.729 0.041 0.747 0.729 0.738 0.874 shin 0.516 0.069 0.555 0.516 0.534 0.75 thigh 0.595 0.062 0.617 0.595 0.606 0.785 upperarm 0.513 0.079 0.521 0.513 0.517 0.744 waist Weighted Avg. 0.548 0.075 0.551 0.548 0.549 0.763 === Confusion Matrix === a b c d e f g <-- classified as 157 50 30 17 26 46 58 | a = chest 53 186 47 5 37 22 32 | b = forearm 25 49 226 5 39 9 33 | c = head 25 2 6 280 21 36 14 | d = shin 32 36 39 24 198 22 33 | e = thigh 51 30 14 32 18 229 11 | f = upperarm 70 51 29 12 18 7 197 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1509 56.1384 % Incorrectly Classified Instances 1179 43.8616 % Kappa statistic 0.4883 Mean absolute error 0.1294 Root mean squared error 0.3356 Relative absolute error 52.8201 % Root relative squared error 95.9006 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.438 0.1 0.421 0.438 0.429 0.69 chest 0.538 0.078 0.532 0.538 0.535 0.737 forearm 0.554 0.066 0.585 0.554 0.569 0.776 head 0.69 0.052 0.69 0.69 0.69 0.844 shin 0.54 0.074 0.549 0.54 0.545 0.752 thigh 0.63 0.064 0.621 0.63 0.625 0.802 upperarm 0.539 0.077 0.538 0.539 0.538 0.753 waist Weighted Avg. 0.561 0.073 0.562 0.561 0.562 0.765 === Confusion Matrix === a b c d e f g <-- classified as 168 36 30 24 31 39 56 | a = chest 35 205 45 4 31 23 38 | b = forearm 24 47 214 6 46 19 30 | c = head 25 6 5 265 19 46 18 | d = shin 40 33 41 23 208 16 24 | e = thigh 36 29 6 43 16 242 12 | f = upperarm 71 29 25 19 28 5 207 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1481 55.0967 % Incorrectly Classified Instances 1207 44.9033 % Kappa statistic 0.4761 Mean absolute error 0.1307 Root mean squared error 0.3394 Relative absolute error 53.3725 % Root relative squared error 96.9863 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.458 0.106 0.418 0.458 0.437 0.681 chest 0.542 0.089 0.501 0.542 0.521 0.749 forearm 0.535 0.068 0.569 0.535 0.552 0.762 head 0.682 0.046 0.712 0.682 0.697 0.844 shin 0.564 0.073 0.564 0.564 0.564 0.774 thigh 0.599 0.063 0.615 0.599 0.607 0.805 upperarm 0.477 0.079 0.501 0.477 0.489 0.718 waist Weighted Avg. 0.551 0.075 0.554 0.551 0.552 0.762 === Confusion Matrix === a b c d e f g <-- classified as 176 41 24 17 27 37 62 | a = chest 41 207 49 9 15 25 36 | b = forearm 37 47 206 8 42 11 34 | c = head 23 10 4 262 26 45 14 | d = shin 36 34 38 11 217 20 29 | e = thigh 56 18 10 45 18 230 7 | f = upperarm 52 56 31 16 40 6 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1522 56.622 % Incorrectly Classified Instances 1166 43.378 % Kappa statistic 0.4939 Mean absolute error 0.1265 Root mean squared error 0.3318 Relative absolute error 51.638 % Root relative squared error 94.8086 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.492 0.102 0.445 0.492 0.467 0.713 chest 0.521 0.073 0.542 0.521 0.531 0.75 forearm 0.591 0.066 0.602 0.591 0.596 0.787 head 0.727 0.049 0.714 0.727 0.72 0.859 shin 0.522 0.068 0.563 0.522 0.542 0.768 thigh 0.609 0.065 0.609 0.609 0.609 0.817 upperarm 0.501 0.084 0.499 0.501 0.5 0.742 waist Weighted Avg. 0.566 0.072 0.568 0.566 0.567 0.777 === Confusion Matrix === a b c d e f g <-- classified as 189 40 24 16 29 42 44 | a = chest 38 199 38 4 25 28 50 | b = forearm 28 30 228 7 42 13 38 | c = head 27 5 6 279 14 34 19 | d = shin 32 32 46 23 201 19 32 | e = thigh 49 20 7 47 17 234 10 | f = upperarm 62 41 30 15 29 14 192 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1474 54.8363 % Incorrectly Classified Instances 1214 45.1637 % Kappa statistic 0.4731 Mean absolute error 0.1318 Root mean squared error 0.3412 Relative absolute error 53.8071 % Root relative squared error 97.5057 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.378 0.093 0.404 0.378 0.39 0.673 chest 0.505 0.085 0.497 0.505 0.501 0.73 forearm 0.534 0.071 0.557 0.534 0.545 0.76 head 0.742 0.049 0.716 0.742 0.729 0.873 shin 0.592 0.076 0.564 0.592 0.578 0.784 thigh 0.589 0.065 0.601 0.589 0.595 0.785 upperarm 0.499 0.088 0.486 0.499 0.492 0.725 waist Weighted Avg. 0.548 0.075 0.547 0.548 0.547 0.761 === Confusion Matrix === a b c d e f g <-- classified as 145 39 28 20 32 54 66 | a = chest 39 193 41 10 31 23 45 | b = forearm 32 51 206 9 38 7 43 | c = head 18 8 7 285 20 35 11 | d = shin 30 26 41 21 228 18 21 | e = thigh 50 29 13 31 19 226 16 | f = upperarm 45 42 34 22 36 13 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1530 56.9196 % Incorrectly Classified Instances 1158 43.0804 % Kappa statistic 0.4974 Mean absolute error 0.1266 Root mean squared error 0.3326 Relative absolute error 51.6787 % Root relative squared error 95.041 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.482 0.087 0.479 0.482 0.481 0.705 chest 0.5 0.095 0.467 0.5 0.483 0.722 forearm 0.585 0.08 0.551 0.585 0.568 0.776 head 0.727 0.044 0.732 0.727 0.729 0.861 shin 0.543 0.072 0.557 0.543 0.55 0.749 thigh 0.641 0.054 0.663 0.641 0.652 0.82 upperarm 0.507 0.07 0.545 0.507 0.525 0.755 waist Weighted Avg. 0.569 0.072 0.571 0.569 0.57 0.77 === Confusion Matrix === a b c d e f g <-- classified as 185 45 29 17 29 34 45 | a = chest 37 191 56 7 32 21 38 | b = forearm 25 51 226 7 37 8 32 | c = head 19 12 7 279 29 23 15 | d = shin 30 34 37 23 209 27 25 | e = thigh 39 29 13 36 14 246 7 | f = upperarm 51 47 42 12 25 12 194 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1507 56.0431 % Incorrectly Classified Instances 1182 43.9569 % Kappa statistic 0.4872 Mean absolute error 0.1292 Root mean squared error 0.337 Relative absolute error 52.7538 % Root relative squared error 96.3071 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.098 0.431 0.448 0.439 0.697 chest 0.495 0.092 0.471 0.495 0.483 0.731 forearm 0.604 0.069 0.593 0.604 0.598 0.786 head 0.711 0.044 0.73 0.711 0.72 0.848 shin 0.571 0.069 0.58 0.571 0.576 0.767 thigh 0.589 0.063 0.608 0.589 0.598 0.791 upperarm 0.505 0.077 0.523 0.505 0.514 0.74 waist Weighted Avg. 0.56 0.073 0.562 0.56 0.561 0.766 === Confusion Matrix === a b c d e f g <-- classified as 172 45 23 15 32 35 62 | a = chest 42 189 51 8 24 34 34 | b = forearm 28 49 233 5 37 12 22 | c = head 17 9 5 273 21 46 13 | d = shin 35 31 35 18 220 14 32 | e = thigh 41 29 17 37 20 226 14 | f = upperarm 64 49 29 18 25 5 194 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1564 58.1629 % Incorrectly Classified Instances 1125 41.8371 % Kappa statistic 0.5119 Mean absolute error 0.1235 Root mean squared error 0.3289 Relative absolute error 50.4458 % Root relative squared error 94.0042 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.456 0.091 0.455 0.456 0.455 0.699 chest 0.542 0.079 0.532 0.542 0.537 0.755 forearm 0.645 0.072 0.6 0.645 0.622 0.811 head 0.737 0.048 0.718 0.737 0.728 0.863 shin 0.579 0.069 0.585 0.579 0.582 0.773 thigh 0.622 0.058 0.641 0.622 0.631 0.8 upperarm 0.49 0.071 0.534 0.49 0.511 0.731 waist Weighted Avg. 0.582 0.07 0.581 0.582 0.581 0.776 === Confusion Matrix === a b c d e f g <-- classified as 175 40 31 24 28 39 47 | a = chest 42 207 43 4 23 22 41 | b = forearm 26 33 249 4 41 7 26 | c = head 15 9 4 283 20 36 17 | d = shin 26 36 35 18 223 20 27 | e = thigh 41 24 14 40 20 239 6 | f = upperarm 60 40 39 21 26 10 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1514 56.3035 % Incorrectly Classified Instances 1175 43.6965 % Kappa statistic 0.4902 Mean absolute error 0.1284 Root mean squared error 0.3356 Relative absolute error 52.4334 % Root relative squared error 95.9054 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.094 0.452 0.464 0.458 0.703 chest 0.503 0.088 0.486 0.503 0.494 0.731 forearm 0.583 0.073 0.573 0.583 0.578 0.767 head 0.729 0.043 0.737 0.729 0.733 0.852 shin 0.548 0.078 0.541 0.548 0.545 0.776 thigh 0.596 0.059 0.626 0.596 0.611 0.799 upperarm 0.518 0.075 0.536 0.518 0.527 0.736 waist Weighted Avg. 0.563 0.073 0.564 0.563 0.564 0.766 === Confusion Matrix === a b c d e f g <-- classified as 178 46 23 12 35 43 47 | a = chest 41 192 51 8 27 30 33 | b = forearm 36 38 225 5 42 7 33 | c = head 17 6 10 280 22 28 21 | d = shin 28 38 45 16 211 17 30 | e = thigh 34 40 9 43 21 229 8 | f = upperarm 60 35 30 16 32 12 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1573 58.4976 % Incorrectly Classified Instances 1116 41.5024 % Kappa statistic 0.5158 Mean absolute error 0.1233 Root mean squared error 0.3267 Relative absolute error 50.3486 % Root relative squared error 93.3506 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.469 0.094 0.455 0.469 0.462 0.705 chest 0.599 0.081 0.552 0.599 0.575 0.777 forearm 0.593 0.066 0.603 0.593 0.598 0.785 head 0.74 0.046 0.73 0.74 0.735 0.867 shin 0.543 0.062 0.594 0.543 0.567 0.761 thigh 0.625 0.063 0.623 0.625 0.624 0.799 upperarm 0.526 0.074 0.543 0.526 0.534 0.749 waist Weighted Avg. 0.585 0.069 0.586 0.585 0.585 0.778 === Confusion Matrix === a b c d e f g <-- classified as 180 37 27 19 32 41 48 | a = chest 33 229 33 8 24 24 31 | b = forearm 24 56 229 4 30 11 32 | c = head 14 6 6 284 18 40 16 | d = shin 37 29 39 23 209 19 29 | e = thigh 36 26 17 38 13 240 14 | f = upperarm 72 32 29 13 26 10 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1534 57.0472 % Incorrectly Classified Instances 1155 42.9528 % Kappa statistic 0.4989 Mean absolute error 0.1267 Root mean squared error 0.3322 Relative absolute error 51.7264 % Root relative squared error 94.9473 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.466 0.097 0.444 0.466 0.455 0.695 chest 0.503 0.085 0.494 0.503 0.498 0.74 forearm 0.596 0.071 0.584 0.596 0.59 0.791 head 0.734 0.049 0.716 0.734 0.725 0.862 shin 0.578 0.063 0.605 0.578 0.591 0.777 thigh 0.616 0.059 0.635 0.616 0.625 0.782 upperarm 0.5 0.077 0.52 0.5 0.51 0.735 waist Weighted Avg. 0.57 0.072 0.571 0.57 0.571 0.769 === Confusion Matrix === a b c d e f g <-- classified as 179 52 25 21 20 38 49 | a = chest 50 192 46 7 32 15 40 | b = forearm 25 40 230 6 39 16 30 | c = head 14 10 11 282 16 38 13 | d = shin 35 23 33 20 222 17 34 | e = thigh 40 29 12 40 16 237 11 | f = upperarm 60 43 37 18 22 12 192 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1503 55.9152 % Incorrectly Classified Instances 1185 44.0848 % Kappa statistic 0.4857 Mean absolute error 0.129 Root mean squared error 0.3359 Relative absolute error 52.6773 % Root relative squared error 96.0015 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.497 0.099 0.457 0.497 0.476 0.737 chest 0.509 0.09 0.484 0.509 0.496 0.726 forearm 0.57 0.074 0.564 0.57 0.567 0.775 head 0.674 0.043 0.721 0.674 0.697 0.835 shin 0.536 0.066 0.574 0.536 0.555 0.751 thigh 0.636 0.063 0.628 0.636 0.632 0.806 upperarm 0.49 0.079 0.507 0.49 0.498 0.761 waist Weighted Avg. 0.559 0.073 0.562 0.559 0.56 0.77 === Confusion Matrix === a b c d e f g <-- classified as 191 36 27 20 20 37 53 | a = chest 42 194 55 6 24 24 36 | b = forearm 35 40 220 5 43 10 33 | c = head 24 9 9 259 22 45 16 | d = shin 31 43 44 16 206 14 30 | e = thigh 35 32 11 31 16 245 15 | f = upperarm 60 47 24 22 28 15 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1538 57.2173 % Incorrectly Classified Instances 1150 42.7827 % Kappa statistic 0.5009 Mean absolute error 0.1264 Root mean squared error 0.3313 Relative absolute error 51.5989 % Root relative squared error 94.6839 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.51 0.105 0.446 0.51 0.476 0.724 chest 0.539 0.079 0.531 0.539 0.535 0.741 forearm 0.552 0.077 0.546 0.552 0.549 0.752 head 0.708 0.039 0.753 0.708 0.73 0.862 shin 0.534 0.063 0.587 0.534 0.559 0.775 thigh 0.648 0.059 0.648 0.648 0.648 0.816 upperarm 0.513 0.078 0.523 0.513 0.518 0.74 waist Weighted Avg. 0.572 0.071 0.576 0.572 0.574 0.773 === Confusion Matrix === a b c d e f g <-- classified as 196 43 23 14 24 37 47 | a = chest 41 206 49 6 21 20 39 | b = forearm 31 37 213 5 39 14 47 | c = head 22 16 10 272 18 36 10 | d = shin 24 36 56 16 205 21 26 | e = thigh 50 19 7 32 16 249 11 | f = upperarm 75 31 32 16 26 7 197 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1504 55.9524 % Incorrectly Classified Instances 1184 44.0476 % Kappa statistic 0.4861 Mean absolute error 0.1295 Root mean squared error 0.3363 Relative absolute error 52.8822 % Root relative squared error 96.12 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.477 0.1 0.442 0.477 0.459 0.716 chest 0.497 0.092 0.473 0.497 0.485 0.728 forearm 0.591 0.073 0.576 0.591 0.583 0.785 head 0.714 0.042 0.741 0.714 0.728 0.849 shin 0.539 0.075 0.546 0.539 0.543 0.754 thigh 0.615 0.049 0.676 0.615 0.644 0.797 upperarm 0.483 0.083 0.491 0.483 0.487 0.732 waist Weighted Avg. 0.56 0.073 0.564 0.56 0.561 0.766 === Confusion Matrix === a b c d e f g <-- classified as 183 42 30 16 24 35 54 | a = chest 39 190 53 11 27 19 43 | b = forearm 36 46 228 7 33 8 28 | c = head 28 14 8 275 20 30 10 | d = shin 31 36 35 19 207 10 46 | e = thigh 44 25 13 29 26 236 11 | f = upperarm 53 49 29 14 42 11 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1543 57.4033 % Incorrectly Classified Instances 1145 42.5967 % Kappa statistic 0.503 Mean absolute error 0.1259 Root mean squared error 0.3319 Relative absolute error 51.4177 % Root relative squared error 94.8571 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.492 0.086 0.488 0.492 0.49 0.72 chest 0.51 0.083 0.505 0.51 0.508 0.73 forearm 0.606 0.073 0.584 0.606 0.595 0.785 head 0.732 0.044 0.736 0.732 0.734 0.868 shin 0.536 0.079 0.53 0.536 0.533 0.758 thigh 0.638 0.06 0.638 0.638 0.638 0.803 upperarm 0.501 0.072 0.536 0.501 0.518 0.742 waist Weighted Avg. 0.574 0.071 0.574 0.574 0.574 0.772 === Confusion Matrix === a b c d e f g <-- classified as 189 33 22 18 32 50 40 | a = chest 39 195 42 9 28 27 42 | b = forearm 18 55 234 4 41 4 30 | c = head 20 4 6 282 25 34 14 | d = shin 32 32 46 21 206 12 35 | e = thigh 38 30 10 37 19 245 5 | f = upperarm 51 37 41 12 38 12 192 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1500 55.8036 % Incorrectly Classified Instances 1188 44.1964 % Kappa statistic 0.4844 Mean absolute error 0.1284 Root mean squared error 0.3356 Relative absolute error 52.4372 % Root relative squared error 95.9183 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.429 0.106 0.403 0.429 0.416 0.691 chest 0.484 0.083 0.491 0.484 0.487 0.726 forearm 0.571 0.06 0.615 0.571 0.592 0.785 head 0.737 0.047 0.724 0.737 0.73 0.871 shin 0.553 0.077 0.545 0.553 0.549 0.758 thigh 0.609 0.062 0.622 0.609 0.616 0.797 upperarm 0.522 0.081 0.518 0.522 0.52 0.744 waist Weighted Avg. 0.558 0.074 0.56 0.558 0.559 0.767 === Confusion Matrix === a b c d e f g <-- classified as 165 44 22 18 35 47 54 | a = chest 44 185 50 2 37 24 40 | b = forearm 24 38 220 9 38 18 38 | c = head 22 12 3 283 19 30 15 | d = shin 37 33 26 27 213 17 32 | e = thigh 44 28 7 41 23 234 7 | f = upperarm 73 37 30 11 26 6 200 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1507 56.0431 % Incorrectly Classified Instances 1182 43.9569 % Kappa statistic 0.4872 Mean absolute error 0.1282 Root mean squared error 0.3347 Relative absolute error 52.3402 % Root relative squared error 95.657 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.508 0.111 0.432 0.508 0.467 0.728 chest 0.487 0.072 0.527 0.487 0.506 0.729 forearm 0.575 0.065 0.597 0.575 0.586 0.77 head 0.711 0.052 0.693 0.711 0.702 0.854 shin 0.57 0.065 0.593 0.57 0.582 0.791 thigh 0.579 0.062 0.609 0.579 0.594 0.79 upperarm 0.492 0.085 0.492 0.492 0.492 0.734 waist Weighted Avg. 0.56 0.073 0.563 0.56 0.561 0.771 === Confusion Matrix === a b c d e f g <-- classified as 195 30 21 17 24 48 49 | a = chest 46 186 46 5 24 19 56 | b = forearm 30 46 222 9 32 6 41 | c = head 24 7 7 273 24 36 13 | d = shin 34 23 39 25 219 19 25 | e = thigh 47 28 11 41 24 223 11 | f = upperarm 75 33 26 24 22 15 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1519 56.4894 % Incorrectly Classified Instances 1170 43.5106 % Kappa statistic 0.4924 Mean absolute error 0.1283 Root mean squared error 0.3339 Relative absolute error 52.3926 % Root relative squared error 95.4105 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.443 0.086 0.462 0.443 0.452 0.702 chest 0.534 0.084 0.514 0.534 0.524 0.74 forearm 0.57 0.081 0.542 0.57 0.556 0.755 head 0.727 0.051 0.705 0.727 0.715 0.867 shin 0.552 0.073 0.556 0.552 0.554 0.762 thigh 0.595 0.063 0.612 0.595 0.603 0.799 upperarm 0.534 0.07 0.559 0.534 0.546 0.76 waist Weighted Avg. 0.565 0.073 0.564 0.565 0.564 0.769 === Confusion Matrix === a b c d e f g <-- classified as 170 49 23 16 26 44 56 | a = chest 36 204 48 8 26 27 33 | b = forearm 25 45 220 8 41 14 33 | c = head 18 9 7 279 26 35 10 | d = shin 28 28 50 27 212 14 25 | e = thigh 37 31 20 43 20 229 5 | f = upperarm 54 31 38 15 30 11 205 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1536 57.1216 % Incorrectly Classified Instances 1153 42.8784 % Kappa statistic 0.4998 Mean absolute error 0.127 Root mean squared error 0.3335 Relative absolute error 51.862 % Root relative squared error 95.3018 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.099 0.437 0.464 0.45 0.683 chest 0.545 0.094 0.491 0.545 0.516 0.746 forearm 0.58 0.076 0.561 0.58 0.571 0.779 head 0.714 0.034 0.778 0.714 0.745 0.86 shin 0.53 0.06 0.596 0.53 0.561 0.763 thigh 0.654 0.053 0.673 0.654 0.663 0.814 upperarm 0.513 0.085 0.503 0.513 0.508 0.745 waist Weighted Avg. 0.571 0.071 0.577 0.571 0.573 0.77 === Confusion Matrix === a b c d e f g <-- classified as 178 53 27 12 22 29 63 | a = chest 39 208 43 4 26 17 45 | b = forearm 32 49 224 6 35 14 26 | c = head 22 7 4 274 26 39 12 | d = shin 27 33 51 19 204 17 34 | e = thigh 44 24 15 23 12 251 15 | f = upperarm 65 50 35 14 17 6 197 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1532 56.9729 % Incorrectly Classified Instances 1157 43.0271 % Kappa statistic 0.498 Mean absolute error 0.1261 Root mean squared error 0.3311 Relative absolute error 51.4888 % Root relative squared error 94.6309 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.477 0.097 0.45 0.477 0.463 0.716 chest 0.469 0.08 0.492 0.469 0.48 0.711 forearm 0.57 0.07 0.577 0.57 0.574 0.777 head 0.755 0.039 0.761 0.755 0.758 0.872 shin 0.525 0.07 0.556 0.525 0.54 0.757 thigh 0.667 0.066 0.627 0.667 0.646 0.813 upperarm 0.526 0.079 0.525 0.526 0.525 0.751 waist Weighted Avg. 0.57 0.072 0.57 0.57 0.57 0.771 === Confusion Matrix === a b c d e f g <-- classified as 183 38 29 13 25 43 53 | a = chest 55 179 38 9 31 27 43 | b = forearm 29 41 220 7 42 10 37 | c = head 19 5 4 290 13 46 7 | d = shin 27 28 52 23 202 19 34 | e = thigh 38 25 7 29 20 256 9 | f = upperarm 56 48 31 10 30 7 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1507 56.0431 % Incorrectly Classified Instances 1182 43.9569 % Kappa statistic 0.4872 Mean absolute error 0.1283 Root mean squared error 0.3349 Relative absolute error 52.3993 % Root relative squared error 95.7039 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.477 0.104 0.433 0.477 0.454 0.714 chest 0.516 0.086 0.499 0.516 0.507 0.738 forearm 0.604 0.066 0.604 0.604 0.604 0.79 head 0.701 0.037 0.761 0.701 0.73 0.853 shin 0.551 0.072 0.562 0.551 0.556 0.762 thigh 0.596 0.072 0.58 0.596 0.588 0.777 upperarm 0.478 0.076 0.511 0.478 0.494 0.732 waist Weighted Avg. 0.56 0.073 0.564 0.56 0.562 0.767 === Confusion Matrix === a b c d e f g <-- classified as 183 43 21 11 24 46 56 | a = chest 40 197 41 13 29 29 33 | b = forearm 26 47 233 6 34 14 26 | c = head 21 12 11 270 15 38 18 | d = shin 41 33 34 17 212 22 26 | e = thigh 56 21 9 26 27 229 16 | f = upperarm 56 42 37 12 36 17 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1505 55.9896 % Incorrectly Classified Instances 1183 44.0104 % Kappa statistic 0.4865 Mean absolute error 0.1288 Root mean squared error 0.3344 Relative absolute error 52.5878 % Root relative squared error 95.5594 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.471 0.093 0.457 0.471 0.464 0.7 chest 0.474 0.089 0.469 0.474 0.471 0.717 forearm 0.566 0.068 0.583 0.566 0.574 0.78 head 0.732 0.044 0.734 0.732 0.733 0.871 shin 0.574 0.073 0.568 0.574 0.571 0.779 thigh 0.591 0.062 0.614 0.591 0.602 0.78 upperarm 0.509 0.084 0.501 0.509 0.505 0.746 waist Weighted Avg. 0.56 0.073 0.561 0.56 0.56 0.768 === Confusion Matrix === a b c d e f g <-- classified as 181 44 23 21 20 37 58 | a = chest 44 181 45 8 37 26 41 | b = forearm 16 61 218 5 47 10 28 | c = head 18 5 9 282 16 39 16 | d = shin 30 22 35 18 221 22 37 | e = thigh 42 35 12 35 19 227 14 | f = upperarm 65 38 32 15 29 9 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1549 57.6265 % Incorrectly Classified Instances 1139 42.3735 % Kappa statistic 0.5056 Mean absolute error 0.1239 Root mean squared error 0.3284 Relative absolute error 50.5884 % Root relative squared error 93.852 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.442 0.095 0.438 0.442 0.44 0.691 chest 0.493 0.088 0.481 0.493 0.487 0.738 forearm 0.606 0.073 0.581 0.606 0.593 0.799 head 0.745 0.031 0.799 0.745 0.771 0.868 shin 0.61 0.065 0.61 0.61 0.61 0.783 thigh 0.654 0.056 0.659 0.654 0.656 0.82 upperarm 0.483 0.085 0.484 0.483 0.484 0.735 waist Weighted Avg. 0.576 0.071 0.579 0.576 0.577 0.776 === Confusion Matrix === a b c d e f g <-- classified as 170 50 28 14 22 35 66 | a = chest 45 188 40 2 38 24 44 | b = forearm 25 53 234 3 34 8 29 | c = head 21 7 9 286 12 31 18 | d = shin 25 22 41 13 235 21 28 | e = thigh 42 20 15 30 14 251 12 | f = upperarm 60 51 36 10 30 11 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1525 56.7336 % Incorrectly Classified Instances 1163 43.2664 % Kappa statistic 0.4952 Mean absolute error 0.127 Root mean squared error 0.3331 Relative absolute error 51.8584 % Root relative squared error 95.1877 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.443 0.097 0.431 0.443 0.437 0.705 chest 0.495 0.085 0.49 0.495 0.492 0.727 forearm 0.588 0.067 0.594 0.588 0.591 0.778 head 0.76 0.046 0.734 0.76 0.747 0.88 shin 0.594 0.076 0.564 0.594 0.579 0.775 thigh 0.586 0.053 0.65 0.586 0.616 0.807 upperarm 0.505 0.08 0.513 0.505 0.509 0.738 waist Weighted Avg. 0.567 0.072 0.568 0.567 0.567 0.773 === Confusion Matrix === a b c d e f g <-- classified as 170 55 22 23 27 28 59 | a = chest 46 189 52 7 31 24 33 | b = forearm 23 53 227 3 39 9 32 | c = head 29 6 0 292 11 33 13 | d = shin 22 29 34 19 228 16 36 | e = thigh 52 16 15 36 29 225 11 | f = upperarm 52 38 32 18 39 11 194 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1511 56.2128 % Incorrectly Classified Instances 1177 43.7872 % Kappa statistic 0.4892 Mean absolute error 0.1284 Root mean squared error 0.3358 Relative absolute error 52.4496 % Root relative squared error 95.9614 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.458 0.1 0.432 0.458 0.445 0.702 chest 0.524 0.09 0.491 0.524 0.507 0.747 forearm 0.58 0.074 0.567 0.58 0.574 0.771 head 0.727 0.044 0.734 0.727 0.73 0.864 shin 0.542 0.069 0.568 0.542 0.555 0.77 thigh 0.638 0.052 0.673 0.638 0.655 0.81 upperarm 0.466 0.082 0.485 0.466 0.475 0.711 waist Weighted Avg. 0.562 0.073 0.565 0.562 0.563 0.768 === Confusion Matrix === a b c d e f g <-- classified as 176 49 22 15 26 33 63 | a = chest 53 200 46 3 28 19 33 | b = forearm 28 49 224 5 34 14 32 | c = head 18 10 11 279 21 32 13 | d = shin 30 32 31 28 208 17 38 | e = thigh 36 21 17 32 22 245 11 | f = upperarm 66 46 44 18 27 4 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1582 58.8542 % Incorrectly Classified Instances 1106 41.1458 % Kappa statistic 0.52 Mean absolute error 0.1206 Root mean squared error 0.3228 Relative absolute error 49.2442 % Root relative squared error 92.2596 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.09 0.453 0.448 0.45 0.696 chest 0.542 0.077 0.539 0.542 0.54 0.759 forearm 0.632 0.064 0.624 0.632 0.628 0.81 head 0.701 0.049 0.704 0.701 0.702 0.858 shin 0.56 0.058 0.618 0.56 0.587 0.781 thigh 0.661 0.067 0.621 0.661 0.641 0.823 upperarm 0.576 0.075 0.561 0.576 0.568 0.773 waist Weighted Avg. 0.589 0.069 0.589 0.589 0.588 0.786 === Confusion Matrix === a b c d e f g <-- classified as 172 47 24 18 28 49 46 | a = chest 40 207 40 9 22 24 40 | b = forearm 28 35 244 9 33 14 23 | c = head 17 10 7 269 17 45 19 | d = shin 32 27 38 25 215 10 37 | e = thigh 43 24 8 32 15 254 8 | f = upperarm 48 34 30 20 18 13 221 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1557 57.9026 % Incorrectly Classified Instances 1132 42.0974 % Kappa statistic 0.5089 Mean absolute error 0.124 Root mean squared error 0.3281 Relative absolute error 50.6131 % Root relative squared error 93.7701 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.481 0.094 0.461 0.481 0.471 0.713 chest 0.5 0.085 0.494 0.5 0.497 0.727 forearm 0.614 0.062 0.624 0.614 0.619 0.793 head 0.768 0.047 0.732 0.768 0.75 0.883 shin 0.576 0.071 0.574 0.576 0.575 0.775 thigh 0.586 0.056 0.637 0.586 0.611 0.785 upperarm 0.529 0.077 0.534 0.529 0.531 0.761 waist Weighted Avg. 0.579 0.07 0.58 0.579 0.579 0.777 === Confusion Matrix === a b c d e f g <-- classified as 185 43 24 16 31 35 51 | a = chest 50 191 36 6 33 22 44 | b = forearm 23 48 237 2 29 18 29 | c = head 16 6 5 295 16 31 15 | d = shin 31 23 37 28 221 17 27 | e = thigh 36 27 15 44 26 225 11 | f = upperarm 60 49 26 12 29 5 203 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1558 57.9398 % Incorrectly Classified Instances 1131 42.0602 % Kappa statistic 0.5093 Mean absolute error 0.1247 Root mean squared error 0.3295 Relative absolute error 50.9149 % Root relative squared error 94.1513 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.451 0.082 0.479 0.451 0.464 0.708 chest 0.531 0.086 0.506 0.531 0.519 0.748 forearm 0.601 0.066 0.603 0.601 0.602 0.794 head 0.729 0.043 0.737 0.729 0.733 0.866 shin 0.605 0.07 0.59 0.605 0.597 0.789 thigh 0.641 0.069 0.607 0.641 0.624 0.809 upperarm 0.497 0.074 0.528 0.497 0.512 0.752 waist Weighted Avg. 0.579 0.07 0.579 0.579 0.579 0.781 === Confusion Matrix === a b c d e f g <-- classified as 173 36 18 16 25 53 63 | a = chest 37 203 45 12 27 24 34 | b = forearm 22 45 232 7 42 11 27 | c = head 15 11 7 280 21 41 9 | d = shin 18 32 44 16 233 13 29 | e = thigh 44 25 10 34 16 246 9 | f = upperarm 52 49 29 15 31 17 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1502 55.8572 % Incorrectly Classified Instances 1187 44.1428 % Kappa statistic 0.485 Mean absolute error 0.1298 Root mean squared error 0.3364 Relative absolute error 52.9931 % Root relative squared error 96.1387 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.443 0.086 0.462 0.443 0.452 0.706 chest 0.505 0.085 0.497 0.505 0.501 0.729 forearm 0.575 0.073 0.568 0.575 0.571 0.779 head 0.714 0.043 0.737 0.714 0.725 0.861 shin 0.53 0.084 0.514 0.53 0.522 0.75 thigh 0.625 0.062 0.628 0.625 0.627 0.807 upperarm 0.518 0.083 0.509 0.518 0.514 0.74 waist Weighted Avg. 0.559 0.074 0.559 0.559 0.559 0.767 === Confusion Matrix === a b c d e f g <-- classified as 170 47 20 13 37 38 59 | a = chest 38 193 51 10 30 16 44 | b = forearm 22 44 222 4 50 13 31 | c = head 20 10 9 274 15 40 16 | d = shin 32 35 40 15 204 27 32 | e = thigh 39 23 9 42 21 240 10 | f = upperarm 47 36 40 14 40 8 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1511 56.1919 % Incorrectly Classified Instances 1178 43.8081 % Kappa statistic 0.4889 Mean absolute error 0.1281 Root mean squared error 0.3342 Relative absolute error 52.3082 % Root relative squared error 95.5176 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.451 0.084 0.471 0.451 0.461 0.71 chest 0.552 0.097 0.485 0.552 0.517 0.731 forearm 0.583 0.073 0.571 0.583 0.577 0.778 head 0.729 0.041 0.749 0.729 0.739 0.868 shin 0.577 0.071 0.575 0.577 0.576 0.773 thigh 0.557 0.067 0.58 0.557 0.568 0.773 upperarm 0.484 0.077 0.511 0.484 0.497 0.741 waist Weighted Avg. 0.562 0.073 0.563 0.562 0.562 0.768 === Confusion Matrix === a b c d e f g <-- classified as 173 49 25 14 25 49 49 | a = chest 29 211 43 7 24 28 40 | b = forearm 22 51 225 2 42 13 31 | c = head 17 8 12 280 23 33 11 | d = shin 22 28 42 16 222 20 35 | e = thigh 49 34 14 42 19 214 12 | f = upperarm 55 54 33 13 31 12 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1546 57.4935 % Incorrectly Classified Instances 1143 42.5065 % Kappa statistic 0.5041 Mean absolute error 0.1259 Root mean squared error 0.3325 Relative absolute error 51.4156 % Root relative squared error 95.0119 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.092 0.456 0.461 0.459 0.711 chest 0.51 0.081 0.51 0.51 0.51 0.727 forearm 0.591 0.067 0.597 0.591 0.594 0.798 head 0.734 0.048 0.718 0.734 0.726 0.863 shin 0.579 0.069 0.582 0.579 0.581 0.773 thigh 0.591 0.067 0.596 0.591 0.593 0.782 upperarm 0.557 0.072 0.563 0.557 0.56 0.752 waist Weighted Avg. 0.575 0.071 0.575 0.575 0.575 0.772 === Confusion Matrix === a b c d e f g <-- classified as 177 43 24 20 28 43 49 | a = chest 42 195 36 5 30 26 48 | b = forearm 29 47 228 5 41 12 24 | c = head 20 10 7 282 13 43 9 | d = shin 20 26 40 28 223 21 27 | e = thigh 48 23 16 39 22 227 9 | f = upperarm 52 38 31 14 26 9 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1582 58.8542 % Incorrectly Classified Instances 1106 41.1458 % Kappa statistic 0.52 Mean absolute error 0.1218 Root mean squared error 0.3247 Relative absolute error 49.7237 % Root relative squared error 92.7932 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.469 0.09 0.465 0.469 0.467 0.701 chest 0.524 0.085 0.505 0.524 0.514 0.733 forearm 0.61 0.06 0.628 0.61 0.619 0.802 head 0.75 0.051 0.709 0.75 0.729 0.866 shin 0.54 0.069 0.565 0.54 0.552 0.773 thigh 0.649 0.053 0.674 0.649 0.661 0.814 upperarm 0.577 0.072 0.573 0.577 0.575 0.779 waist Weighted Avg. 0.589 0.069 0.589 0.589 0.588 0.781 === Confusion Matrix === a b c d e f g <-- classified as 180 40 18 23 28 33 62 | a = chest 43 200 43 15 29 23 29 | b = forearm 27 43 235 5 41 5 29 | c = head 24 8 7 288 17 30 10 | d = shin 23 38 39 30 208 19 28 | e = thigh 44 26 7 32 19 250 7 | f = upperarm 46 41 25 13 26 11 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1520 56.5476 % Incorrectly Classified Instances 1168 43.4524 % Kappa statistic 0.4931 Mean absolute error 0.128 Root mean squared error 0.3344 Relative absolute error 52.2797 % Root relative squared error 95.5646 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.458 0.105 0.422 0.458 0.439 0.699 chest 0.484 0.079 0.504 0.484 0.494 0.72 forearm 0.578 0.073 0.569 0.578 0.573 0.77 head 0.706 0.04 0.747 0.706 0.726 0.857 shin 0.578 0.072 0.571 0.578 0.574 0.775 thigh 0.629 0.058 0.644 0.629 0.636 0.806 upperarm 0.525 0.079 0.523 0.525 0.524 0.746 waist Weighted Avg. 0.565 0.072 0.569 0.565 0.567 0.768 === Confusion Matrix === a b c d e f g <-- classified as 176 43 26 10 33 36 60 | a = chest 56 185 44 5 27 27 38 | b = forearm 24 52 223 4 41 8 34 | c = head 18 9 10 271 16 43 17 | d = shin 30 26 48 22 222 13 23 | e = thigh 46 20 12 32 22 242 11 | f = upperarm 67 32 29 19 28 7 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1558 57.9613 % Incorrectly Classified Instances 1130 42.0387 % Kappa statistic 0.5095 Mean absolute error 0.1233 Root mean squared error 0.3272 Relative absolute error 50.3623 % Root relative squared error 93.495 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.508 0.099 0.462 0.508 0.484 0.721 chest 0.529 0.082 0.518 0.529 0.523 0.744 forearm 0.606 0.069 0.595 0.606 0.601 0.807 head 0.73 0.047 0.721 0.73 0.725 0.858 shin 0.534 0.071 0.557 0.534 0.545 0.758 thigh 0.641 0.057 0.653 0.641 0.647 0.808 upperarm 0.509 0.066 0.56 0.509 0.534 0.751 waist Weighted Avg. 0.58 0.07 0.581 0.58 0.58 0.778 === Confusion Matrix === a b c d e f g <-- classified as 195 38 29 22 27 37 36 | a = chest 56 202 34 4 32 22 32 | b = forearm 26 39 234 6 39 11 31 | c = head 17 8 8 281 19 36 16 | d = shin 32 34 45 23 205 15 30 | e = thigh 34 28 15 36 17 246 8 | f = upperarm 62 41 28 18 29 10 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1507 56.064 % Incorrectly Classified Instances 1181 43.936 % Kappa statistic 0.4874 Mean absolute error 0.1292 Root mean squared error 0.3358 Relative absolute error 52.7764 % Root relative squared error 95.969 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.109 0.44 0.513 0.474 0.721 chest 0.509 0.087 0.492 0.509 0.501 0.744 forearm 0.549 0.072 0.561 0.549 0.555 0.765 head 0.67 0.043 0.725 0.67 0.696 0.834 shin 0.549 0.072 0.561 0.549 0.555 0.758 thigh 0.617 0.061 0.627 0.617 0.622 0.788 upperarm 0.516 0.069 0.553 0.516 0.534 0.743 waist Weighted Avg. 0.561 0.073 0.566 0.561 0.562 0.765 === Confusion Matrix === a b c d e f g <-- classified as 197 48 20 11 23 38 47 | a = chest 61 194 50 6 26 19 25 | b = forearm 29 48 212 4 46 12 35 | c = head 25 14 7 258 23 46 12 | d = shin 38 25 41 24 211 15 30 | e = thigh 51 20 17 33 15 237 11 | f = upperarm 47 45 31 20 32 11 198 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1526 56.7708 % Incorrectly Classified Instances 1162 43.2292 % Kappa statistic 0.4957 Mean absolute error 0.1266 Root mean squared error 0.3321 Relative absolute error 51.6994 % Root relative squared error 94.9053 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.451 0.093 0.446 0.451 0.448 0.699 chest 0.531 0.076 0.536 0.531 0.534 0.752 forearm 0.601 0.074 0.577 0.601 0.589 0.786 head 0.68 0.053 0.681 0.68 0.681 0.834 shin 0.565 0.067 0.583 0.565 0.574 0.77 thigh 0.643 0.056 0.657 0.643 0.65 0.821 upperarm 0.503 0.085 0.497 0.503 0.5 0.737 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.568 0.772 === Confusion Matrix === a b c d e f g <-- classified as 173 45 24 27 19 36 60 | a = chest 37 203 46 8 26 17 45 | b = forearm 27 41 232 6 35 12 33 | c = head 24 5 13 261 27 34 20 | d = shin 32 23 42 20 217 22 28 | e = thigh 34 21 9 44 20 247 9 | f = upperarm 61 41 36 17 28 8 193 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1534 57.0472 % Incorrectly Classified Instances 1155 42.9528 % Kappa statistic 0.4989 Mean absolute error 0.1258 Root mean squared error 0.3308 Relative absolute error 51.3794 % Root relative squared error 94.5305 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.103 0.439 0.484 0.46 0.725 chest 0.558 0.085 0.52 0.558 0.538 0.76 forearm 0.539 0.063 0.591 0.539 0.564 0.771 head 0.719 0.043 0.735 0.719 0.727 0.855 shin 0.599 0.076 0.568 0.599 0.583 0.775 thigh 0.615 0.058 0.64 0.615 0.627 0.8 upperarm 0.479 0.073 0.523 0.479 0.5 0.739 waist Weighted Avg. 0.57 0.072 0.574 0.57 0.571 0.775 === Confusion Matrix === a b c d e f g <-- classified as 186 40 24 15 19 48 52 | a = chest 41 213 37 6 33 18 34 | b = forearm 30 52 208 6 52 12 26 | c = head 21 12 9 277 19 31 16 | d = shin 26 36 31 16 230 13 32 | e = thigh 50 19 9 45 17 236 8 | f = upperarm 70 38 34 12 35 11 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1537 57.1588 % Incorrectly Classified Instances 1152 42.8412 % Kappa statistic 0.5002 Mean absolute error 0.1263 Root mean squared error 0.3312 Relative absolute error 51.5682 % Root relative squared error 94.6531 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.419 0.098 0.416 0.419 0.418 0.687 chest 0.524 0.082 0.514 0.524 0.519 0.745 forearm 0.583 0.073 0.574 0.583 0.578 0.778 head 0.722 0.044 0.732 0.722 0.727 0.865 shin 0.557 0.062 0.598 0.557 0.577 0.768 thigh 0.654 0.064 0.631 0.654 0.642 0.809 upperarm 0.542 0.077 0.54 0.542 0.541 0.759 waist Weighted Avg. 0.572 0.071 0.572 0.572 0.572 0.773 === Confusion Matrix === a b c d e f g <-- classified as 161 47 33 18 25 40 60 | a = chest 41 200 39 5 27 29 41 | b = forearm 18 55 225 3 38 16 31 | c = head 27 5 6 278 24 36 9 | d = shin 40 25 39 21 214 16 29 | e = thigh 45 23 10 40 8 251 7 | f = upperarm 55 34 40 15 22 10 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1555 57.8282 % Incorrectly Classified Instances 1134 42.1718 % Kappa statistic 0.508 Mean absolute error 0.1229 Root mean squared error 0.3278 Relative absolute error 50.2002 % Root relative squared error 93.668 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.508 0.09 0.484 0.508 0.496 0.747 chest 0.505 0.077 0.52 0.505 0.513 0.747 forearm 0.583 0.073 0.574 0.583 0.578 0.791 head 0.719 0.043 0.734 0.719 0.726 0.865 shin 0.566 0.07 0.575 0.566 0.571 0.764 thigh 0.656 0.061 0.643 0.656 0.649 0.819 upperarm 0.51 0.078 0.521 0.51 0.516 0.758 waist Weighted Avg. 0.578 0.07 0.579 0.578 0.578 0.784 === Confusion Matrix === a b c d e f g <-- classified as 195 32 19 16 30 39 53 | a = chest 41 193 50 5 30 25 38 | b = forearm 27 43 225 5 37 13 36 | c = head 25 8 1 276 27 37 10 | d = shin 27 29 49 19 218 11 32 | e = thigh 35 27 16 29 14 252 11 | f = upperarm 53 39 32 26 23 15 196 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1533 57.01 % Incorrectly Classified Instances 1156 42.99 % Kappa statistic 0.4984 Mean absolute error 0.125 Root mean squared error 0.3287 Relative absolute error 51.0222 % Root relative squared error 93.9433 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.469 0.098 0.444 0.469 0.456 0.696 chest 0.49 0.079 0.507 0.49 0.498 0.746 forearm 0.565 0.068 0.581 0.565 0.573 0.779 head 0.708 0.046 0.721 0.708 0.715 0.87 shin 0.59 0.071 0.581 0.59 0.585 0.78 thigh 0.654 0.063 0.632 0.654 0.643 0.821 upperarm 0.516 0.077 0.528 0.516 0.522 0.759 waist Weighted Avg. 0.57 0.072 0.571 0.57 0.57 0.779 === Confusion Matrix === a b c d e f g <-- classified as 180 43 22 18 30 36 55 | a = chest 41 187 53 10 30 25 36 | b = forearm 31 44 218 6 36 11 40 | c = head 16 5 11 272 18 48 14 | d = shin 34 32 30 19 227 19 24 | e = thigh 34 23 13 40 15 251 8 | f = upperarm 69 35 28 12 35 7 198 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1559 57.9769 % Incorrectly Classified Instances 1130 42.0231 % Kappa statistic 0.5097 Mean absolute error 0.1243 Root mean squared error 0.3299 Relative absolute error 50.7621 % Root relative squared error 94.2853 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.518 0.102 0.457 0.518 0.486 0.731 chest 0.479 0.073 0.521 0.479 0.499 0.734 forearm 0.598 0.066 0.605 0.598 0.602 0.785 head 0.729 0.046 0.724 0.729 0.726 0.863 shin 0.556 0.073 0.56 0.556 0.558 0.756 thigh 0.638 0.058 0.648 0.638 0.643 0.82 upperarm 0.539 0.072 0.553 0.539 0.546 0.769 waist Weighted Avg. 0.58 0.07 0.581 0.58 0.58 0.78 === Confusion Matrix === a b c d e f g <-- classified as 199 29 19 16 32 41 48 | a = chest 49 183 39 12 28 33 38 | b = forearm 32 43 231 4 37 8 31 | c = head 25 7 7 280 19 36 10 | d = shin 30 29 48 20 214 10 34 | e = thigh 42 16 10 39 26 245 6 | f = upperarm 58 44 28 16 26 5 207 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1514 56.3244 % Incorrectly Classified Instances 1174 43.6756 % Kappa statistic 0.4905 Mean absolute error 0.1283 Root mean squared error 0.3349 Relative absolute error 52.3715 % Root relative squared error 95.7059 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.49 0.107 0.432 0.49 0.459 0.702 chest 0.529 0.085 0.509 0.529 0.519 0.741 forearm 0.618 0.068 0.603 0.618 0.61 0.804 head 0.677 0.053 0.682 0.677 0.68 0.836 shin 0.579 0.063 0.606 0.579 0.592 0.795 thigh 0.576 0.059 0.619 0.576 0.596 0.78 upperarm 0.474 0.075 0.513 0.474 0.493 0.722 waist Weighted Avg. 0.563 0.073 0.566 0.563 0.564 0.769 === Confusion Matrix === a b c d e f g <-- classified as 188 38 19 26 22 35 56 | a = chest 42 202 46 11 25 21 35 | b = forearm 32 43 238 6 32 11 23 | c = head 31 8 1 260 21 47 16 | d = shin 22 31 33 28 223 15 33 | e = thigh 55 25 17 38 18 221 10 | f = upperarm 65 50 41 12 27 7 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1520 56.5476 % Incorrectly Classified Instances 1168 43.4524 % Kappa statistic 0.4931 Mean absolute error 0.1271 Root mean squared error 0.3331 Relative absolute error 51.9177 % Root relative squared error 95.2009 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.438 0.086 0.458 0.438 0.447 0.693 chest 0.514 0.088 0.491 0.514 0.503 0.745 forearm 0.642 0.071 0.603 0.642 0.622 0.789 head 0.708 0.044 0.727 0.708 0.718 0.857 shin 0.538 0.075 0.545 0.538 0.541 0.769 thigh 0.628 0.072 0.592 0.628 0.609 0.798 upperarm 0.49 0.07 0.537 0.49 0.512 0.729 waist Weighted Avg. 0.565 0.072 0.565 0.565 0.565 0.769 === Confusion Matrix === a b c d e f g <-- classified as 168 51 22 14 22 47 60 | a = chest 34 196 39 8 44 29 31 | b = forearm 26 36 248 7 24 18 27 | c = head 11 8 12 272 32 40 9 | d = shin 38 38 43 14 207 19 26 | e = thigh 38 32 9 37 18 241 9 | f = upperarm 52 38 38 22 33 13 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1520 56.5476 % Incorrectly Classified Instances 1168 43.4524 % Kappa statistic 0.4931 Mean absolute error 0.1268 Root mean squared error 0.3332 Relative absolute error 51.7881 % Root relative squared error 95.2284 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.461 0.098 0.439 0.461 0.45 0.7 chest 0.521 0.082 0.512 0.521 0.516 0.745 forearm 0.58 0.063 0.605 0.58 0.593 0.787 head 0.714 0.051 0.701 0.714 0.707 0.858 shin 0.583 0.069 0.583 0.583 0.583 0.784 thigh 0.605 0.063 0.618 0.605 0.612 0.796 upperarm 0.493 0.08 0.505 0.493 0.499 0.728 waist Weighted Avg. 0.565 0.072 0.566 0.565 0.566 0.771 === Confusion Matrix === a b c d e f g <-- classified as 177 37 17 21 26 48 58 | a = chest 30 199 45 8 34 26 40 | b = forearm 22 43 224 6 43 14 34 | c = head 35 4 3 274 17 36 15 | d = shin 31 34 33 25 224 11 26 | e = thigh 39 34 10 42 15 233 12 | f = upperarm 69 38 38 15 25 9 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1510 56.1756 % Incorrectly Classified Instances 1178 43.8244 % Kappa statistic 0.4887 Mean absolute error 0.1279 Root mean squared error 0.3347 Relative absolute error 52.2437 % Root relative squared error 95.656 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.482 0.104 0.436 0.482 0.458 0.71 chest 0.458 0.085 0.473 0.458 0.465 0.716 forearm 0.591 0.078 0.559 0.591 0.574 0.782 head 0.727 0.041 0.746 0.727 0.736 0.873 shin 0.539 0.077 0.538 0.539 0.538 0.764 thigh 0.592 0.051 0.661 0.592 0.625 0.786 upperarm 0.543 0.075 0.545 0.543 0.544 0.756 waist Weighted Avg. 0.562 0.073 0.565 0.562 0.563 0.77 === Confusion Matrix === a b c d e f g <-- classified as 185 41 26 18 26 34 54 | a = chest 63 175 48 10 31 20 35 | b = forearm 23 40 228 6 45 14 30 | c = head 13 7 8 279 25 36 16 | d = shin 40 28 53 18 207 8 30 | e = thigh 49 39 11 30 19 228 9 | f = upperarm 51 40 34 13 32 5 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1494 55.5804 % Incorrectly Classified Instances 1194 44.4196 % Kappa statistic 0.4818 Mean absolute error 0.1298 Root mean squared error 0.3375 Relative absolute error 53.0156 % Root relative squared error 96.4377 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.47 0.1 0.439 0.47 0.454 0.707 chest 0.537 0.086 0.507 0.537 0.522 0.748 forearm 0.578 0.075 0.563 0.578 0.57 0.773 head 0.701 0.045 0.721 0.701 0.711 0.845 shin 0.508 0.076 0.527 0.508 0.517 0.753 thigh 0.57 0.062 0.605 0.57 0.587 0.778 upperarm 0.527 0.073 0.544 0.527 0.536 0.757 waist Weighted Avg. 0.556 0.074 0.558 0.556 0.557 0.766 === Confusion Matrix === a b c d e f g <-- classified as 181 33 30 18 30 49 44 | a = chest 46 205 37 7 30 25 32 | b = forearm 26 52 223 3 40 9 33 | c = head 22 13 4 269 26 33 17 | d = shin 43 29 46 22 195 18 31 | e = thigh 45 29 15 41 23 219 12 | f = upperarm 49 43 41 13 26 9 202 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1514 56.3035 % Incorrectly Classified Instances 1175 43.6965 % Kappa statistic 0.4902 Mean absolute error 0.1288 Root mean squared error 0.3349 Relative absolute error 52.6086 % Root relative squared error 95.708 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.47 0.095 0.453 0.47 0.461 0.717 chest 0.531 0.083 0.515 0.531 0.523 0.75 forearm 0.531 0.069 0.565 0.531 0.547 0.756 head 0.737 0.049 0.716 0.737 0.727 0.857 shin 0.565 0.072 0.565 0.565 0.565 0.773 thigh 0.615 0.062 0.623 0.615 0.619 0.804 upperarm 0.492 0.08 0.505 0.492 0.499 0.733 waist Weighted Avg. 0.563 0.073 0.563 0.563 0.563 0.77 === Confusion Matrix === a b c d e f g <-- classified as 181 47 19 16 27 42 53 | a = chest 35 203 39 7 37 22 39 | b = forearm 38 51 205 8 37 16 31 | c = head 23 5 4 283 20 33 16 | d = shin 24 26 44 27 217 14 32 | e = thigh 38 23 16 39 18 236 14 | f = upperarm 61 39 36 15 28 16 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1513 56.2663 % Incorrectly Classified Instances 1176 43.7337 % Kappa statistic 0.4898 Mean absolute error 0.1284 Root mean squared error 0.3347 Relative absolute error 52.4162 % Root relative squared error 95.6553 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.43 0.096 0.426 0.43 0.428 0.685 chest 0.529 0.078 0.529 0.529 0.529 0.749 forearm 0.562 0.081 0.537 0.562 0.549 0.766 head 0.716 0.043 0.737 0.716 0.727 0.871 shin 0.548 0.077 0.542 0.548 0.545 0.764 thigh 0.607 0.067 0.601 0.607 0.604 0.798 upperarm 0.547 0.068 0.574 0.547 0.56 0.754 waist Weighted Avg. 0.563 0.073 0.564 0.563 0.563 0.77 === Confusion Matrix === a b c d e f g <-- classified as 165 43 36 19 39 38 44 | a = chest 40 202 51 10 28 25 26 | b = forearm 28 46 217 5 39 21 30 | c = head 14 3 6 275 25 43 18 | d = shin 29 30 45 21 211 21 28 | e = thigh 46 20 20 33 22 233 10 | f = upperarm 65 38 29 10 25 7 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1479 55.0019 % Incorrectly Classified Instances 1210 44.9981 % Kappa statistic 0.475 Mean absolute error 0.1306 Root mean squared error 0.3381 Relative absolute error 53.3122 % Root relative squared error 96.6155 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.11 0.405 0.448 0.425 0.701 chest 0.497 0.082 0.5 0.497 0.499 0.727 forearm 0.611 0.07 0.593 0.611 0.602 0.795 head 0.716 0.045 0.726 0.716 0.721 0.867 shin 0.478 0.077 0.51 0.478 0.493 0.741 thigh 0.586 0.063 0.608 0.586 0.597 0.778 upperarm 0.513 0.078 0.524 0.513 0.518 0.737 waist Weighted Avg. 0.55 0.075 0.552 0.55 0.551 0.764 === Confusion Matrix === a b c d e f g <-- classified as 172 46 25 17 30 42 52 | a = chest 51 190 40 9 28 23 41 | b = forearm 35 36 236 3 37 16 23 | c = head 27 6 9 275 20 33 14 | d = shin 38 35 46 23 184 20 39 | e = thigh 37 25 15 43 29 225 10 | f = upperarm 65 42 27 9 33 11 197 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1488 55.3366 % Incorrectly Classified Instances 1201 44.6634 % Kappa statistic 0.4789 Mean absolute error 0.1301 Root mean squared error 0.3383 Relative absolute error 53.1104 % Root relative squared error 96.6742 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.097 0.435 0.448 0.442 0.692 chest 0.542 0.073 0.551 0.542 0.546 0.756 forearm 0.567 0.073 0.564 0.567 0.566 0.773 head 0.727 0.058 0.676 0.727 0.7 0.864 shin 0.517 0.08 0.52 0.517 0.518 0.737 thigh 0.568 0.061 0.609 0.568 0.588 0.779 upperarm 0.505 0.079 0.516 0.505 0.511 0.747 waist Weighted Avg. 0.553 0.074 0.553 0.553 0.553 0.764 === Confusion Matrix === a b c d e f g <-- classified as 172 25 28 23 33 45 58 | a = chest 41 207 45 6 24 22 37 | b = forearm 26 48 219 7 43 9 34 | c = head 22 11 7 279 22 34 9 | d = shin 34 27 44 26 199 20 35 | e = thigh 48 22 14 51 22 218 9 | f = upperarm 52 36 31 21 40 10 194 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1489 55.3737 % Incorrectly Classified Instances 1200 44.6263 % Kappa statistic 0.4794 Mean absolute error 0.1315 Root mean squared error 0.3388 Relative absolute error 53.7088 % Root relative squared error 96.8137 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.097 0.459 0.495 0.476 0.711 chest 0.44 0.087 0.457 0.44 0.448 0.698 forearm 0.58 0.076 0.56 0.58 0.57 0.772 head 0.693 0.044 0.723 0.693 0.707 0.85 shin 0.54 0.072 0.558 0.54 0.549 0.761 thigh 0.621 0.065 0.614 0.621 0.618 0.791 upperarm 0.507 0.079 0.515 0.507 0.511 0.741 waist Weighted Avg. 0.554 0.074 0.555 0.554 0.554 0.761 === Confusion Matrix === a b c d e f g <-- classified as 190 37 23 22 22 43 47 | a = chest 50 168 49 6 36 26 47 | b = forearm 18 53 224 5 43 12 31 | c = head 16 12 7 266 21 45 17 | d = shin 44 32 40 21 208 14 26 | e = thigh 39 23 18 35 16 239 15 | f = upperarm 57 43 39 13 27 10 194 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1562 58.1101 % Incorrectly Classified Instances 1126 41.8899 % Kappa statistic 0.5113 Mean absolute error 0.1242 Root mean squared error 0.3285 Relative absolute error 50.7064 % Root relative squared error 93.8783 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.492 0.09 0.477 0.492 0.485 0.733 chest 0.53 0.083 0.513 0.53 0.521 0.735 forearm 0.645 0.079 0.579 0.645 0.61 0.797 head 0.724 0.037 0.766 0.724 0.744 0.876 shin 0.545 0.063 0.59 0.545 0.567 0.765 thigh 0.634 0.064 0.624 0.634 0.629 0.796 upperarm 0.496 0.073 0.531 0.496 0.513 0.736 waist Weighted Avg. 0.581 0.07 0.583 0.581 0.581 0.777 === Confusion Matrix === a b c d e f g <-- classified as 189 42 22 10 28 47 46 | a = chest 40 202 47 6 22 24 40 | b = forearm 22 34 249 7 34 12 28 | c = head 14 12 10 278 20 33 17 | d = shin 25 37 47 21 210 22 23 | e = thigh 45 27 14 29 12 244 14 | f = upperarm 61 40 41 12 30 9 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1546 57.5149 % Incorrectly Classified Instances 1142 42.4851 % Kappa statistic 0.5043 Mean absolute error 0.1247 Root mean squared error 0.33 Relative absolute error 50.9117 % Root relative squared error 94.2953 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.087 0.448 0.424 0.436 0.716 chest 0.5 0.079 0.511 0.5 0.505 0.736 forearm 0.653 0.076 0.589 0.653 0.619 0.822 head 0.779 0.046 0.739 0.779 0.759 0.893 shin 0.529 0.07 0.556 0.529 0.542 0.75 thigh 0.659 0.054 0.669 0.659 0.664 0.812 upperarm 0.48 0.082 0.493 0.48 0.487 0.73 waist Weighted Avg. 0.575 0.071 0.572 0.575 0.573 0.78 === Confusion Matrix === a b c d e f g <-- classified as 163 36 25 32 25 40 63 | a = chest 42 191 50 5 28 19 47 | b = forearm 20 43 252 1 34 11 25 | c = head 10 6 4 300 20 36 9 | d = shin 31 30 50 21 203 10 39 | e = thigh 36 18 14 31 26 253 6 | f = upperarm 62 50 33 16 29 9 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1529 56.8824 % Incorrectly Classified Instances 1159 43.1176 % Kappa statistic 0.497 Mean absolute error 0.1264 Root mean squared error 0.3327 Relative absolute error 51.598 % Root relative squared error 95.0912 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.451 0.099 0.43 0.451 0.44 0.714 chest 0.474 0.083 0.487 0.474 0.48 0.711 forearm 0.579 0.075 0.565 0.579 0.572 0.775 head 0.735 0.039 0.761 0.735 0.748 0.876 shin 0.607 0.07 0.59 0.607 0.598 0.791 thigh 0.664 0.062 0.641 0.664 0.652 0.817 upperarm 0.471 0.075 0.511 0.471 0.491 0.719 waist Weighted Avg. 0.569 0.072 0.569 0.569 0.569 0.772 === Confusion Matrix === a b c d e f g <-- classified as 173 52 25 13 25 50 46 | a = chest 43 181 56 8 23 26 45 | b = forearm 31 41 223 5 41 11 33 | c = head 27 7 11 283 17 29 11 | d = shin 29 24 31 28 233 12 27 | e = thigh 46 20 11 22 19 255 11 | f = upperarm 53 47 38 13 37 15 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1573 58.5193 % Incorrectly Classified Instances 1115 41.4807 % Kappa statistic 0.5161 Mean absolute error 0.1228 Root mean squared error 0.3267 Relative absolute error 50.1377 % Root relative squared error 93.3577 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.518 0.098 0.468 0.518 0.492 0.727 chest 0.571 0.088 0.519 0.571 0.544 0.761 forearm 0.567 0.067 0.586 0.567 0.576 0.788 head 0.781 0.043 0.75 0.781 0.765 0.896 shin 0.573 0.072 0.571 0.573 0.572 0.765 thigh 0.589 0.051 0.657 0.589 0.621 0.799 upperarm 0.497 0.065 0.562 0.497 0.528 0.739 waist Weighted Avg. 0.585 0.069 0.588 0.585 0.585 0.782 === Confusion Matrix === a b c d e f g <-- classified as 199 48 13 20 17 36 51 | a = chest 37 218 47 7 31 18 24 | b = forearm 26 51 219 4 45 11 30 | c = head 13 5 7 300 19 30 10 | d = shin 39 27 41 19 220 15 23 | e = thigh 51 22 18 34 22 226 11 | f = upperarm 60 49 29 16 31 8 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1538 57.2173 % Incorrectly Classified Instances 1150 42.7827 % Kappa statistic 0.5009 Mean absolute error 0.126 Root mean squared error 0.3333 Relative absolute error 51.4556 % Root relative squared error 95.2362 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.103 0.428 0.464 0.445 0.702 chest 0.503 0.076 0.523 0.503 0.513 0.722 forearm 0.591 0.061 0.62 0.591 0.605 0.771 head 0.69 0.044 0.724 0.69 0.707 0.844 shin 0.563 0.074 0.558 0.563 0.56 0.778 thigh 0.635 0.065 0.621 0.635 0.628 0.811 upperarm 0.56 0.076 0.55 0.56 0.555 0.761 waist Weighted Avg. 0.572 0.071 0.575 0.572 0.573 0.77 === Confusion Matrix === a b c d e f g <-- classified as 178 44 23 20 26 41 52 | a = chest 50 192 37 4 33 27 39 | b = forearm 26 42 228 7 36 13 34 | c = head 28 8 4 265 27 39 13 | d = shin 39 23 32 24 216 21 29 | e = thigh 36 24 19 32 20 244 9 | f = upperarm 59 34 25 14 29 8 215 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1543 57.3819 % Incorrectly Classified Instances 1146 42.6181 % Kappa statistic 0.5028 Mean absolute error 0.125 Root mean squared error 0.3307 Relative absolute error 51.0248 % Root relative squared error 94.5007 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.484 0.095 0.458 0.484 0.471 0.704 chest 0.5 0.086 0.491 0.5 0.495 0.736 forearm 0.569 0.059 0.617 0.569 0.592 0.791 head 0.675 0.042 0.73 0.675 0.702 0.833 shin 0.599 0.07 0.588 0.599 0.594 0.786 thigh 0.618 0.062 0.625 0.618 0.621 0.806 upperarm 0.57 0.083 0.533 0.57 0.551 0.764 waist Weighted Avg. 0.574 0.071 0.578 0.574 0.575 0.775 === Confusion Matrix === a b c d e f g <-- classified as 186 40 23 14 23 39 59 | a = chest 41 191 44 5 35 23 43 | b = forearm 26 54 219 5 38 12 31 | c = head 20 7 5 260 25 48 20 | d = shin 33 32 28 17 230 11 33 | e = thigh 50 28 14 37 12 238 6 | f = upperarm 50 37 22 18 28 10 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1554 57.791 % Incorrectly Classified Instances 1135 42.209 % Kappa statistic 0.5076 Mean absolute error 0.1239 Root mean squared error 0.3301 Relative absolute error 50.6043 % Root relative squared error 94.3219 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.51 0.098 0.463 0.51 0.486 0.715 chest 0.476 0.083 0.487 0.476 0.481 0.709 forearm 0.578 0.064 0.603 0.578 0.59 0.781 head 0.74 0.041 0.752 0.74 0.746 0.873 shin 0.589 0.079 0.554 0.589 0.571 0.775 thigh 0.651 0.055 0.665 0.651 0.658 0.814 upperarm 0.5 0.072 0.535 0.5 0.517 0.735 waist Weighted Avg. 0.578 0.07 0.58 0.578 0.579 0.772 === Confusion Matrix === a b c d e f g <-- classified as 196 37 19 19 30 36 47 | a = chest 47 182 43 9 37 29 35 | b = forearm 35 45 223 6 36 10 31 | c = head 17 9 7 285 21 29 17 | d = shin 32 35 39 16 226 10 26 | e = thigh 35 20 14 30 24 250 11 | f = upperarm 61 46 25 14 34 12 192 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1505 55.9688 % Incorrectly Classified Instances 1184 44.0312 % Kappa statistic 0.4863 Mean absolute error 0.129 Root mean squared error 0.335 Relative absolute error 52.6592 % Root relative squared error 95.7391 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.427 0.098 0.421 0.427 0.424 0.697 chest 0.531 0.085 0.51 0.531 0.521 0.748 forearm 0.562 0.074 0.561 0.562 0.561 0.767 head 0.742 0.043 0.74 0.742 0.741 0.866 shin 0.543 0.074 0.551 0.543 0.547 0.751 thigh 0.594 0.057 0.635 0.594 0.614 0.794 upperarm 0.518 0.083 0.509 0.518 0.514 0.747 waist Weighted Avg. 0.56 0.073 0.561 0.56 0.56 0.767 === Confusion Matrix === a b c d e f g <-- classified as 164 48 23 18 28 40 63 | a = chest 41 203 51 6 29 18 34 | b = forearm 35 47 217 1 39 14 33 | c = head 17 7 9 285 21 28 17 | d = shin 29 33 42 18 209 21 33 | e = thigh 42 19 17 46 20 228 12 | f = upperarm 62 41 28 11 33 10 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1533 57.01 % Incorrectly Classified Instances 1156 42.99 % Kappa statistic 0.4985 Mean absolute error 0.1267 Root mean squared error 0.3323 Relative absolute error 51.7369 % Root relative squared error 94.9529 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.097 0.463 0.5 0.481 0.716 chest 0.542 0.096 0.484 0.542 0.511 0.738 forearm 0.598 0.062 0.619 0.598 0.609 0.783 head 0.685 0.043 0.727 0.685 0.705 0.853 shin 0.551 0.063 0.596 0.551 0.572 0.756 thigh 0.602 0.068 0.595 0.602 0.598 0.79 upperarm 0.513 0.074 0.537 0.513 0.525 0.75 waist Weighted Avg. 0.57 0.072 0.574 0.57 0.572 0.769 === Confusion Matrix === a b c d e f g <-- classified as 192 50 22 13 21 46 40 | a = chest 39 207 33 6 25 29 43 | b = forearm 26 49 231 5 29 13 33 | c = head 24 10 10 263 20 46 11 | d = shin 33 34 38 19 212 18 31 | e = thigh 44 26 9 39 23 231 12 | f = upperarm 57 52 30 17 26 5 197 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1569 58.3488 % Incorrectly Classified Instances 1120 41.6512 % Kappa statistic 0.5141 Mean absolute error 0.1232 Root mean squared error 0.3271 Relative absolute error 50.3102 % Root relative squared error 93.47 % Total Number of Instances 2689 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.473 0.092 0.462 0.473 0.467 0.716 chest 0.521 0.085 0.504 0.521 0.512 0.743 forearm 0.58 0.075 0.564 0.58 0.572 0.777 head 0.75 0.04 0.756 0.75 0.753 0.873 shin 0.616 0.069 0.6 0.616 0.608 0.788 thigh 0.672 0.054 0.674 0.672 0.673 0.827 upperarm 0.473 0.071 0.526 0.473 0.498 0.729 waist Weighted Avg. 0.583 0.069 0.584 0.583 0.583 0.779 === Confusion Matrix === a b c d e f g <-- classified as 182 52 22 15 22 39 53 | a = chest 44 199 60 3 24 18 34 | b = forearm 27 52 224 3 42 7 31 | c = head 17 9 7 288 16 35 12 | d = shin 26 24 40 23 237 15 20 | e = thigh 38 24 12 25 14 258 13 | f = upperarm 60 35 32 24 40 11 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1501 55.8408 % Incorrectly Classified Instances 1187 44.1592 % Kappa statistic 0.4848 Mean absolute error 0.129 Root mean squared error 0.3361 Relative absolute error 52.6619 % Root relative squared error 96.048 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.104 0.409 0.432 0.42 0.688 chest 0.51 0.089 0.486 0.51 0.498 0.73 forearm 0.573 0.074 0.565 0.573 0.569 0.785 head 0.75 0.046 0.729 0.75 0.739 0.872 shin 0.566 0.069 0.578 0.566 0.572 0.767 thigh 0.578 0.059 0.62 0.578 0.598 0.783 upperarm 0.499 0.073 0.531 0.499 0.514 0.734 waist Weighted Avg. 0.558 0.074 0.56 0.558 0.559 0.765 === Confusion Matrix === a b c d e f g <-- classified as 166 50 27 24 19 38 60 | a = chest 44 195 47 10 29 27 30 | b = forearm 28 42 221 7 45 11 32 | c = head 21 5 9 288 23 27 11 | d = shin 36 29 37 16 218 21 28 | e = thigh 50 33 17 37 17 222 8 | f = upperarm 61 47 33 13 26 12 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1497 55.692 % Incorrectly Classified Instances 1191 44.308 % Kappa statistic 0.4831 Mean absolute error 0.1299 Root mean squared error 0.3369 Relative absolute error 53.032 % Root relative squared error 96.2658 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.456 0.098 0.436 0.456 0.446 0.715 chest 0.524 0.09 0.49 0.524 0.506 0.741 forearm 0.547 0.07 0.569 0.547 0.557 0.763 head 0.714 0.04 0.747 0.714 0.73 0.865 shin 0.525 0.072 0.55 0.525 0.537 0.755 thigh 0.648 0.062 0.635 0.648 0.642 0.807 upperarm 0.486 0.085 0.487 0.486 0.486 0.731 waist Weighted Avg. 0.557 0.074 0.559 0.557 0.558 0.768 === Confusion Matrix === a b c d e f g <-- classified as 175 35 21 19 31 44 59 | a = chest 45 200 37 2 26 28 44 | b = forearm 20 61 211 3 42 14 35 | c = head 19 5 15 274 26 29 16 | d = shin 34 35 38 28 202 18 30 | e = thigh 45 28 17 24 9 249 12 | f = upperarm 63 44 32 17 31 10 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1514 56.3244 % Incorrectly Classified Instances 1174 43.6756 % Kappa statistic 0.4905 Mean absolute error 0.1281 Root mean squared error 0.3345 Relative absolute error 52.3258 % Root relative squared error 95.5847 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.448 0.092 0.447 0.448 0.447 0.69 chest 0.534 0.09 0.495 0.534 0.514 0.746 forearm 0.617 0.076 0.576 0.617 0.596 0.784 head 0.701 0.049 0.702 0.701 0.701 0.85 shin 0.586 0.066 0.598 0.586 0.592 0.776 thigh 0.568 0.063 0.601 0.568 0.584 0.768 upperarm 0.49 0.073 0.528 0.49 0.508 0.742 waist Weighted Avg. 0.563 0.073 0.564 0.563 0.563 0.765 === Confusion Matrix === a b c d e f g <-- classified as 172 48 27 24 18 40 55 | a = chest 47 204 51 8 21 19 32 | b = forearm 24 38 238 7 30 12 37 | c = head 17 11 5 269 27 44 11 | d = shin 27 30 45 13 225 17 27 | e = thigh 44 32 17 49 18 218 6 | f = upperarm 54 49 30 13 37 13 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1513 56.2872 % Incorrectly Classified Instances 1175 43.7128 % Kappa statistic 0.49 Mean absolute error 0.1283 Root mean squared error 0.334 Relative absolute error 52.3836 % Root relative squared error 95.4489 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.497 0.102 0.448 0.497 0.472 0.722 chest 0.45 0.066 0.531 0.45 0.487 0.713 forearm 0.619 0.08 0.564 0.619 0.59 0.792 head 0.701 0.042 0.735 0.701 0.717 0.865 shin 0.534 0.071 0.556 0.534 0.544 0.752 thigh 0.63 0.064 0.621 0.63 0.625 0.812 upperarm 0.508 0.084 0.501 0.508 0.505 0.738 waist Weighted Avg. 0.563 0.073 0.565 0.563 0.563 0.77 === Confusion Matrix === a b c d e f g <-- classified as 191 24 25 15 27 39 63 | a = chest 45 172 58 7 30 30 40 | b = forearm 25 43 239 4 35 11 29 | c = head 25 9 6 269 18 43 14 | d = shin 33 31 38 28 205 12 37 | e = thigh 42 21 22 29 17 242 11 | f = upperarm 65 24 36 14 37 13 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1506 56.0268 % Incorrectly Classified Instances 1182 43.9732 % Kappa statistic 0.487 Mean absolute error 0.1287 Root mean squared error 0.3365 Relative absolute error 52.5609 % Root relative squared error 96.1488 % Total Number of Instances 2688 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.492 0.113 0.42 0.492 0.453 0.695 chest 0.486 0.076 0.512 0.486 0.499 0.716 forearm 0.632 0.074 0.589 0.632 0.61 0.804 head 0.706 0.04 0.745 0.706 0.725 0.857 shin 0.51 0.069 0.551 0.51 0.53 0.752 thigh 0.616 0.057 0.642 0.616 0.629 0.801 upperarm 0.479 0.082 0.492 0.479 0.485 0.717 waist Weighted Avg. 0.56 0.073 0.565 0.56 0.562 0.763 === Confusion Matrix === a b c d e f g <-- classified as 189 28 35 16 24 36 56 | a = chest 46 185 47 9 25 30 39 | b = forearm 27 40 244 7 33 5 30 | c = head 30 8 3 271 23 34 15 | d = shin 42 29 40 17 196 20 40 | e = thigh 53 23 12 31 19 237 10 | f = upperarm 63 48 33 13 36 7 184 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 14 RUN: 0 FOLD: 0 Correctly Classified Instances 1656 64.5614 % Incorrectly Classified Instances 909 35.4386 % Kappa statistic 0.5865 Mean absolute error 0.1049 Root mean squared error 0.3014 Relative absolute error 42.8153 % Root relative squared error 86.1359 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.073 0.586 0.621 0.603 0.795 chest 0.602 0.066 0.602 0.602 0.602 0.785 forearm 0.738 0.056 0.686 0.738 0.711 0.855 head 0.711 0.048 0.713 0.711 0.712 0.867 shin 0.606 0.061 0.623 0.606 0.614 0.79 thigh 0.533 0.068 0.567 0.533 0.549 0.758 upperarm 0.708 0.041 0.742 0.708 0.724 0.854 waist Weighted Avg. 0.646 0.059 0.646 0.646 0.645 0.815 === Confusion Matrix === a b c d e f g <-- classified as 228 19 20 9 33 44 14 | a = chest 16 219 32 30 11 14 42 | b = forearm 14 23 271 9 11 28 11 | c = head 11 43 5 261 32 10 5 | d = shin 41 10 17 24 223 42 11 | e = thigh 61 15 37 15 36 195 7 | f = upperarm 18 35 13 18 12 11 259 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1681 65.5361 % Incorrectly Classified Instances 884 34.4639 % Kappa statistic 0.5979 Mean absolute error 0.1018 Root mean squared error 0.2966 Relative absolute error 41.5545 % Root relative squared error 84.7724 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.067 0.605 0.613 0.609 0.794 chest 0.613 0.074 0.579 0.613 0.595 0.804 forearm 0.676 0.057 0.663 0.676 0.669 0.824 head 0.755 0.031 0.801 0.755 0.777 0.898 shin 0.677 0.049 0.699 0.677 0.688 0.834 thigh 0.56 0.07 0.571 0.56 0.566 0.776 upperarm 0.694 0.054 0.681 0.694 0.687 0.848 waist Weighted Avg. 0.655 0.057 0.657 0.655 0.656 0.826 === Confusion Matrix === a b c d e f g <-- classified as 225 21 13 8 27 50 23 | a = chest 22 223 34 11 7 13 54 | b = forearm 9 32 248 10 9 39 20 | c = head 15 31 10 277 16 9 9 | d = shin 32 12 16 18 249 36 5 | e = thigh 53 18 34 10 38 205 8 | f = upperarm 16 48 19 12 10 7 254 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1667 64.9903 % Incorrectly Classified Instances 898 35.0097 % Kappa statistic 0.5916 Mean absolute error 0.104 Root mean squared error 0.2998 Relative absolute error 42.4485 % Root relative squared error 85.6617 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.078 0.578 0.645 0.61 0.805 chest 0.622 0.071 0.593 0.622 0.607 0.802 forearm 0.668 0.047 0.704 0.668 0.685 0.819 head 0.716 0.04 0.751 0.716 0.733 0.876 shin 0.674 0.052 0.683 0.674 0.679 0.832 thigh 0.541 0.069 0.566 0.541 0.553 0.761 upperarm 0.684 0.051 0.69 0.684 0.687 0.843 waist Weighted Avg. 0.65 0.058 0.652 0.65 0.651 0.82 === Confusion Matrix === a b c d e f g <-- classified as 236 19 19 11 20 48 13 | a = chest 20 227 23 27 8 12 48 | b = forearm 19 30 245 6 17 30 20 | c = head 13 33 8 262 21 20 9 | d = shin 30 14 12 22 248 29 13 | e = thigh 64 8 29 17 40 198 10 | f = upperarm 26 52 12 4 9 13 251 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1702 66.3548 % Incorrectly Classified Instances 863 33.6452 % Kappa statistic 0.6075 Mean absolute error 0.0993 Root mean squared error 0.2931 Relative absolute error 40.5647 % Root relative squared error 83.7726 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.067 0.611 0.634 0.622 0.807 chest 0.622 0.074 0.582 0.622 0.601 0.808 forearm 0.686 0.048 0.703 0.686 0.694 0.84 head 0.73 0.042 0.744 0.73 0.737 0.856 shin 0.677 0.044 0.722 0.677 0.698 0.829 thigh 0.613 0.077 0.571 0.613 0.591 0.786 upperarm 0.684 0.04 0.738 0.684 0.71 0.855 waist Weighted Avg. 0.664 0.056 0.667 0.664 0.665 0.826 === Confusion Matrix === a b c d e f g <-- classified as 232 25 14 12 18 53 12 | a = chest 17 227 30 32 8 10 41 | b = forearm 12 34 251 6 11 41 11 | c = head 18 30 9 267 19 12 11 | d = shin 29 18 11 17 249 40 4 | e = thigh 50 12 30 11 29 225 10 | f = upperarm 22 44 12 14 11 13 251 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1647 64.2105 % Incorrectly Classified Instances 918 35.7895 % Kappa statistic 0.5825 Mean absolute error 0.1059 Root mean squared error 0.3041 Relative absolute error 43.2313 % Root relative squared error 86.9019 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.601 0.064 0.611 0.601 0.606 0.787 chest 0.608 0.078 0.563 0.608 0.585 0.796 forearm 0.719 0.064 0.651 0.719 0.683 0.841 head 0.721 0.036 0.77 0.721 0.745 0.867 shin 0.666 0.059 0.655 0.666 0.66 0.809 thigh 0.501 0.068 0.553 0.501 0.526 0.727 upperarm 0.678 0.049 0.697 0.678 0.688 0.845 waist Weighted Avg. 0.642 0.06 0.643 0.642 0.642 0.81 === Confusion Matrix === a b c d e f g <-- classified as 220 29 15 12 27 48 15 | a = chest 19 222 38 23 7 7 49 | b = forearm 10 24 263 8 12 29 20 | c = head 7 35 12 264 27 11 10 | d = shin 30 9 13 17 245 48 6 | e = thigh 56 14 43 12 50 184 8 | f = upperarm 18 61 20 7 6 6 249 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1663 64.8343 % Incorrectly Classified Instances 902 35.1657 % Kappa statistic 0.5897 Mean absolute error 0.1034 Root mean squared error 0.301 Relative absolute error 42.2121 % Root relative squared error 86.0286 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.069 0.582 0.579 0.581 0.778 chest 0.608 0.074 0.577 0.608 0.592 0.795 forearm 0.691 0.046 0.715 0.691 0.703 0.844 head 0.76 0.045 0.736 0.76 0.748 0.879 shin 0.665 0.056 0.665 0.665 0.665 0.832 thigh 0.559 0.066 0.584 0.559 0.571 0.776 upperarm 0.676 0.053 0.679 0.676 0.678 0.839 waist Weighted Avg. 0.648 0.059 0.648 0.648 0.648 0.821 === Confusion Matrix === a b c d e f g <-- classified as 212 21 14 13 36 48 22 | a = chest 19 222 24 38 2 8 52 | b = forearm 17 36 253 7 11 30 12 | c = head 12 28 8 279 24 9 7 | d = shin 28 10 7 25 244 43 10 | e = thigh 49 19 33 9 38 205 14 | f = upperarm 27 49 15 8 12 8 248 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1644 64.0936 % Incorrectly Classified Instances 921 35.9064 % Kappa statistic 0.5811 Mean absolute error 0.1066 Root mean squared error 0.3044 Relative absolute error 43.5349 % Root relative squared error 86.9865 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.077 0.567 0.608 0.587 0.789 chest 0.544 0.072 0.556 0.544 0.55 0.78 forearm 0.664 0.048 0.698 0.664 0.681 0.823 head 0.774 0.041 0.759 0.774 0.767 0.889 shin 0.673 0.053 0.68 0.673 0.677 0.825 thigh 0.499 0.078 0.515 0.499 0.507 0.73 upperarm 0.725 0.05 0.707 0.725 0.716 0.864 waist Weighted Avg. 0.641 0.06 0.641 0.641 0.641 0.814 === Confusion Matrix === a b c d e f g <-- classified as 223 25 14 6 24 58 17 | a = chest 25 198 36 25 13 19 48 | b = forearm 21 28 243 12 9 32 21 | c = head 15 32 6 284 16 9 5 | d = shin 32 8 5 22 247 45 8 | e = thigh 59 13 36 19 46 183 11 | f = upperarm 18 52 8 6 8 9 266 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1660 64.7173 % Incorrectly Classified Instances 905 35.2827 % Kappa statistic 0.5884 Mean absolute error 0.1044 Root mean squared error 0.302 Relative absolute error 42.6442 % Root relative squared error 86.2935 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.073 0.577 0.599 0.588 0.786 chest 0.626 0.075 0.58 0.626 0.602 0.808 forearm 0.676 0.056 0.668 0.676 0.672 0.841 head 0.749 0.039 0.764 0.749 0.757 0.886 shin 0.651 0.06 0.644 0.651 0.648 0.8 thigh 0.553 0.064 0.59 0.553 0.571 0.76 upperarm 0.675 0.045 0.716 0.675 0.695 0.839 waist Weighted Avg. 0.647 0.059 0.649 0.647 0.648 0.817 === Confusion Matrix === a b c d e f g <-- classified as 220 16 24 8 35 50 14 | a = chest 17 228 36 24 9 4 46 | b = forearm 25 34 248 8 6 29 17 | c = head 8 42 10 275 20 8 4 | d = shin 34 11 9 24 239 39 11 | e = thigh 55 11 31 15 46 203 6 | f = upperarm 22 51 13 6 16 11 247 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1679 65.4836 % Incorrectly Classified Instances 885 34.5164 % Kappa statistic 0.5973 Mean absolute error 0.1021 Root mean squared error 0.2974 Relative absolute error 41.6726 % Root relative squared error 84.9877 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.077 0.578 0.635 0.605 0.8 chest 0.632 0.072 0.593 0.632 0.612 0.814 forearm 0.687 0.049 0.7 0.687 0.693 0.832 head 0.725 0.041 0.749 0.725 0.737 0.869 shin 0.657 0.05 0.687 0.657 0.671 0.817 thigh 0.53 0.061 0.591 0.53 0.559 0.757 upperarm 0.719 0.053 0.694 0.719 0.706 0.856 waist Weighted Avg. 0.655 0.058 0.656 0.655 0.655 0.821 === Confusion Matrix === a b c d e f g <-- classified as 233 21 18 16 19 42 18 | a = chest 23 230 30 23 10 6 42 | b = forearm 16 33 252 14 10 21 21 | c = head 19 30 7 266 21 12 12 | d = shin 26 14 7 21 241 45 13 | e = thigh 64 11 32 12 43 194 10 | f = upperarm 22 49 14 3 7 8 263 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1684 65.6786 % Incorrectly Classified Instances 880 34.3214 % Kappa statistic 0.5996 Mean absolute error 0.1009 Root mean squared error 0.2955 Relative absolute error 41.204 % Root relative squared error 84.4362 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.572 0.073 0.566 0.572 0.569 0.772 chest 0.618 0.065 0.61 0.618 0.614 0.818 forearm 0.749 0.056 0.693 0.749 0.72 0.86 head 0.722 0.032 0.791 0.722 0.755 0.871 shin 0.703 0.056 0.677 0.703 0.69 0.854 thigh 0.541 0.075 0.545 0.541 0.543 0.769 upperarm 0.691 0.043 0.727 0.691 0.709 0.859 waist Weighted Avg. 0.657 0.057 0.659 0.657 0.657 0.829 === Confusion Matrix === a b c d e f g <-- classified as 210 21 21 12 29 55 19 | a = chest 17 225 28 21 9 22 42 | b = forearm 7 23 275 6 14 35 7 | c = head 20 34 9 265 22 9 8 | d = shin 32 7 10 15 258 38 7 | e = thigh 59 13 36 8 40 198 12 | f = upperarm 26 46 18 8 9 6 253 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1638 63.8596 % Incorrectly Classified Instances 927 36.1404 % Kappa statistic 0.5784 Mean absolute error 0.1065 Root mean squared error 0.304 Relative absolute error 43.5078 % Root relative squared error 86.8816 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.578 0.066 0.592 0.578 0.585 0.787 chest 0.599 0.08 0.553 0.599 0.575 0.789 forearm 0.7 0.061 0.657 0.7 0.678 0.841 head 0.713 0.032 0.786 0.713 0.748 0.868 shin 0.701 0.06 0.663 0.701 0.682 0.835 thigh 0.527 0.072 0.55 0.527 0.538 0.768 upperarm 0.651 0.051 0.683 0.651 0.667 0.834 waist Weighted Avg. 0.639 0.06 0.641 0.639 0.639 0.818 === Confusion Matrix === a b c d e f g <-- classified as 212 21 20 7 31 59 17 | a = chest 24 218 32 20 5 10 55 | b = forearm 12 32 257 10 11 30 15 | c = head 9 47 8 261 27 9 5 | d = shin 29 9 13 13 258 38 8 | e = thigh 55 17 35 11 44 193 11 | f = upperarm 17 50 26 10 13 12 239 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1658 64.6394 % Incorrectly Classified Instances 907 35.3606 % Kappa statistic 0.5875 Mean absolute error 0.1052 Root mean squared error 0.3028 Relative absolute error 42.9375 % Root relative squared error 86.5214 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.078 0.566 0.608 0.586 0.793 chest 0.591 0.065 0.601 0.591 0.596 0.782 forearm 0.669 0.055 0.668 0.669 0.668 0.819 head 0.73 0.039 0.759 0.73 0.744 0.864 shin 0.698 0.056 0.675 0.698 0.686 0.83 thigh 0.525 0.077 0.532 0.525 0.528 0.751 upperarm 0.703 0.042 0.735 0.703 0.719 0.855 waist Weighted Avg. 0.646 0.059 0.648 0.646 0.647 0.813 === Confusion Matrix === a b c d e f g <-- classified as 223 13 13 15 36 51 16 | a = chest 13 215 34 36 7 20 39 | b = forearm 23 30 245 3 15 33 17 | c = head 16 34 12 268 18 12 7 | d = shin 22 7 13 14 257 48 7 | e = thigh 69 11 37 15 35 192 7 | f = upperarm 28 48 13 2 13 5 258 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1727 67.3294 % Incorrectly Classified Instances 838 32.6706 % Kappa statistic 0.6188 Mean absolute error 0.0973 Root mean squared error 0.2886 Relative absolute error 39.7342 % Root relative squared error 82.4682 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.062 0.629 0.629 0.629 0.812 chest 0.626 0.065 0.615 0.626 0.62 0.817 forearm 0.749 0.055 0.695 0.749 0.721 0.864 head 0.787 0.03 0.814 0.787 0.801 0.91 shin 0.685 0.054 0.679 0.685 0.682 0.823 thigh 0.541 0.072 0.555 0.541 0.548 0.759 upperarm 0.695 0.043 0.729 0.695 0.711 0.845 waist Weighted Avg. 0.673 0.054 0.674 0.673 0.673 0.833 === Confusion Matrix === a b c d e f g <-- classified as 231 17 15 7 39 44 14 | a = chest 22 228 32 18 14 11 39 | b = forearm 11 29 274 6 5 29 12 | c = head 4 29 9 289 9 16 11 | d = shin 28 7 6 13 252 50 12 | e = thigh 53 19 42 11 36 198 7 | f = upperarm 18 42 16 11 16 9 255 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1634 63.7037 % Incorrectly Classified Instances 931 36.2963 % Kappa statistic 0.5766 Mean absolute error 0.1066 Root mean squared error 0.3029 Relative absolute error 43.5267 % Root relative squared error 86.5508 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.564 0.068 0.581 0.564 0.573 0.786 chest 0.582 0.081 0.544 0.582 0.562 0.799 forearm 0.678 0.057 0.665 0.678 0.671 0.83 head 0.728 0.043 0.738 0.728 0.733 0.858 shin 0.649 0.051 0.683 0.649 0.666 0.824 thigh 0.593 0.075 0.568 0.593 0.58 0.785 upperarm 0.665 0.049 0.693 0.665 0.679 0.832 waist Weighted Avg. 0.637 0.06 0.639 0.637 0.638 0.816 === Confusion Matrix === a b c d e f g <-- classified as 207 30 24 7 27 54 18 | a = chest 22 212 27 33 11 9 50 | b = forearm 15 38 248 13 13 31 8 | c = head 14 36 14 267 16 11 9 | d = shin 27 9 9 22 239 47 15 | e = thigh 42 14 38 12 35 217 8 | f = upperarm 29 51 13 8 9 13 244 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1640 63.9376 % Incorrectly Classified Instances 925 36.0624 % Kappa statistic 0.5793 Mean absolute error 0.1066 Root mean squared error 0.303 Relative absolute error 43.5273 % Root relative squared error 86.6025 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.071 0.593 0.626 0.609 0.8 chest 0.581 0.082 0.541 0.581 0.56 0.79 forearm 0.68 0.06 0.655 0.68 0.668 0.822 head 0.725 0.039 0.758 0.725 0.741 0.875 shin 0.666 0.051 0.688 0.666 0.677 0.835 thigh 0.542 0.072 0.556 0.542 0.549 0.761 upperarm 0.656 0.046 0.702 0.656 0.678 0.818 waist Weighted Avg. 0.639 0.06 0.642 0.639 0.64 0.815 === Confusion Matrix === a b c d e f g <-- classified as 229 27 18 11 15 49 17 | a = chest 20 212 45 26 9 13 40 | b = forearm 18 34 249 7 8 33 17 | c = head 12 38 11 266 21 12 7 | d = shin 29 12 14 18 245 41 9 | e = thigh 58 17 31 6 44 199 12 | f = upperarm 20 52 12 17 14 11 240 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1687 65.77 % Incorrectly Classified Instances 878 34.23 % Kappa statistic 0.6007 Mean absolute error 0.1016 Root mean squared error 0.297 Relative absolute error 41.4739 % Root relative squared error 84.8663 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.065 0.617 0.634 0.625 0.803 chest 0.622 0.08 0.562 0.622 0.59 0.795 forearm 0.681 0.045 0.714 0.681 0.697 0.837 head 0.741 0.039 0.762 0.741 0.751 0.875 shin 0.643 0.059 0.645 0.643 0.644 0.819 thigh 0.564 0.063 0.598 0.564 0.581 0.769 upperarm 0.719 0.047 0.719 0.719 0.719 0.855 waist Weighted Avg. 0.658 0.057 0.66 0.658 0.658 0.822 === Confusion Matrix === a b c d e f g <-- classified as 232 20 13 6 35 44 16 | a = chest 24 227 22 28 8 10 46 | b = forearm 13 35 250 13 17 27 12 | c = head 6 42 8 272 22 11 6 | d = shin 35 16 14 13 236 37 16 | e = thigh 52 13 34 15 39 207 7 | f = upperarm 14 51 9 10 9 10 263 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1683 65.614 % Incorrectly Classified Instances 882 34.386 % Kappa statistic 0.5988 Mean absolute error 0.1023 Root mean squared error 0.2976 Relative absolute error 41.7631 % Root relative squared error 85.0437 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.563 0.074 0.558 0.563 0.561 0.767 chest 0.603 0.069 0.593 0.603 0.598 0.811 forearm 0.725 0.045 0.727 0.725 0.726 0.856 head 0.763 0.035 0.782 0.763 0.772 0.883 shin 0.657 0.052 0.679 0.657 0.668 0.823 thigh 0.553 0.077 0.546 0.553 0.549 0.74 upperarm 0.73 0.049 0.714 0.73 0.722 0.873 waist Weighted Avg. 0.656 0.057 0.657 0.656 0.657 0.822 === Confusion Matrix === a b c d e f g <-- classified as 206 21 17 14 25 70 13 | a = chest 20 220 30 27 7 11 50 | b = forearm 13 31 266 3 11 26 17 | c = head 14 31 5 280 22 11 4 | d = shin 36 7 7 22 241 42 12 | e = thigh 63 14 31 5 40 203 11 | f = upperarm 17 47 10 7 9 9 267 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1665 64.9123 % Incorrectly Classified Instances 900 35.0877 % Kappa statistic 0.5906 Mean absolute error 0.1041 Root mean squared error 0.302 Relative absolute error 42.5067 % Root relative squared error 86.2938 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.067 0.588 0.574 0.581 0.771 chest 0.633 0.073 0.589 0.633 0.61 0.809 forearm 0.64 0.051 0.677 0.64 0.658 0.816 head 0.717 0.038 0.758 0.717 0.737 0.868 shin 0.692 0.061 0.653 0.692 0.672 0.825 thigh 0.55 0.075 0.552 0.55 0.551 0.758 upperarm 0.738 0.044 0.736 0.738 0.737 0.867 waist Weighted Avg. 0.649 0.058 0.651 0.649 0.649 0.816 === Confusion Matrix === a b c d e f g <-- classified as 210 16 22 9 36 52 21 | a = chest 21 231 36 18 13 11 35 | b = forearm 20 39 235 13 10 32 18 | c = head 9 41 7 263 22 17 8 | d = shin 23 9 4 20 254 49 8 | e = thigh 61 11 28 13 45 202 7 | f = upperarm 13 45 15 11 9 3 270 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1661 64.7816 % Incorrectly Classified Instances 903 35.2184 % Kappa statistic 0.5891 Mean absolute error 0.1047 Root mean squared error 0.3022 Relative absolute error 42.7447 % Root relative squared error 86.3478 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.605 0.079 0.562 0.605 0.583 0.767 chest 0.588 0.069 0.585 0.588 0.586 0.802 forearm 0.698 0.048 0.707 0.698 0.702 0.855 head 0.76 0.036 0.777 0.76 0.768 0.87 shin 0.67 0.063 0.639 0.67 0.654 0.806 thigh 0.507 0.063 0.572 0.507 0.538 0.751 upperarm 0.708 0.052 0.694 0.708 0.701 0.845 waist Weighted Avg. 0.648 0.059 0.648 0.648 0.647 0.814 === Confusion Matrix === a b c d e f g <-- classified as 222 17 14 6 44 49 15 | a = chest 19 214 34 27 9 8 53 | b = forearm 23 30 256 12 5 27 14 | c = head 8 26 13 278 19 15 7 | d = shin 38 15 9 15 246 31 13 | e = thigh 59 15 27 14 54 186 12 | f = upperarm 26 49 9 6 8 9 259 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1672 65.2106 % Incorrectly Classified Instances 892 34.7894 % Kappa statistic 0.5941 Mean absolute error 0.1029 Root mean squared error 0.2971 Relative absolute error 42.0176 % Root relative squared error 84.8897 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.067 0.608 0.627 0.617 0.803 chest 0.533 0.07 0.556 0.533 0.544 0.778 forearm 0.733 0.048 0.717 0.733 0.725 0.858 head 0.757 0.042 0.749 0.757 0.753 0.865 shin 0.695 0.053 0.685 0.695 0.69 0.847 thigh 0.549 0.076 0.545 0.549 0.547 0.774 upperarm 0.67 0.048 0.701 0.67 0.685 0.841 waist Weighted Avg. 0.652 0.058 0.652 0.652 0.652 0.824 === Confusion Matrix === a b c d e f g <-- classified as 230 16 10 10 30 57 14 | a = chest 20 194 40 27 13 20 50 | b = forearm 14 26 269 11 11 27 9 | c = head 12 29 10 277 17 14 7 | d = shin 28 11 7 14 255 41 11 | e = thigh 52 15 32 18 34 201 14 | f = upperarm 22 58 7 13 12 9 246 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1667 64.9903 % Incorrectly Classified Instances 898 35.0097 % Kappa statistic 0.5916 Mean absolute error 0.1033 Root mean squared error 0.2984 Relative absolute error 42.2001 % Root relative squared error 85.2782 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.083 0.547 0.602 0.573 0.797 chest 0.619 0.071 0.592 0.619 0.605 0.803 forearm 0.705 0.06 0.66 0.705 0.682 0.842 head 0.733 0.035 0.78 0.733 0.756 0.88 shin 0.668 0.048 0.698 0.668 0.682 0.841 thigh 0.534 0.064 0.583 0.534 0.558 0.75 upperarm 0.689 0.047 0.708 0.689 0.698 0.841 waist Weighted Avg. 0.65 0.058 0.653 0.65 0.651 0.822 === Confusion Matrix === a b c d e f g <-- classified as 221 18 23 9 30 51 15 | a = chest 25 226 36 24 10 8 36 | b = forearm 17 32 258 5 7 32 15 | c = head 12 43 7 269 14 11 11 | d = shin 42 6 12 19 245 28 15 | e = thigh 66 9 36 13 35 196 12 | f = upperarm 21 48 19 6 10 10 252 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1716 66.9006 % Incorrectly Classified Instances 849 33.0994 % Kappa statistic 0.6138 Mean absolute error 0.0993 Root mean squared error 0.2941 Relative absolute error 40.5346 % Root relative squared error 84.0543 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.066 0.613 0.627 0.62 0.801 chest 0.625 0.073 0.586 0.625 0.605 0.794 forearm 0.716 0.045 0.724 0.716 0.72 0.843 head 0.744 0.046 0.728 0.744 0.736 0.883 shin 0.687 0.056 0.672 0.687 0.679 0.826 thigh 0.583 0.06 0.618 0.583 0.6 0.771 upperarm 0.702 0.039 0.749 0.702 0.725 0.845 waist Weighted Avg. 0.669 0.055 0.67 0.669 0.669 0.823 === Confusion Matrix === a b c d e f g <-- classified as 230 24 14 10 34 44 11 | a = chest 24 228 29 27 8 5 44 | b = forearm 15 31 262 16 6 24 12 | c = head 8 47 9 273 17 9 4 | d = shin 28 6 10 22 252 39 10 | e = thigh 52 11 23 20 42 214 5 | f = upperarm 18 42 15 7 16 11 257 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1621 63.1969 % Incorrectly Classified Instances 944 36.8031 % Kappa statistic 0.5706 Mean absolute error 0.1079 Root mean squared error 0.3058 Relative absolute error 44.0567 % Root relative squared error 87.401 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.077 0.562 0.591 0.576 0.79 chest 0.571 0.081 0.537 0.571 0.554 0.769 forearm 0.689 0.053 0.684 0.689 0.687 0.84 head 0.714 0.039 0.753 0.714 0.733 0.857 shin 0.668 0.056 0.667 0.668 0.668 0.822 thigh 0.527 0.074 0.544 0.527 0.535 0.761 upperarm 0.661 0.049 0.691 0.661 0.676 0.839 waist Weighted Avg. 0.632 0.061 0.634 0.632 0.633 0.811 === Confusion Matrix === a b c d e f g <-- classified as 217 26 16 8 23 63 14 | a = chest 14 208 30 41 9 7 55 | b = forearm 19 41 253 2 12 27 13 | c = head 13 37 5 262 26 10 14 | d = shin 28 12 8 23 246 45 6 | e = thigh 73 16 33 3 42 193 6 | f = upperarm 22 47 25 9 11 10 242 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1669 65.0682 % Incorrectly Classified Instances 896 34.9318 % Kappa statistic 0.5925 Mean absolute error 0.1027 Root mean squared error 0.298 Relative absolute error 41.9253 % Root relative squared error 85.1723 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.07 0.585 0.591 0.588 0.791 chest 0.577 0.066 0.592 0.577 0.584 0.791 forearm 0.703 0.06 0.663 0.703 0.683 0.854 head 0.732 0.035 0.775 0.732 0.753 0.865 shin 0.671 0.053 0.679 0.671 0.675 0.832 thigh 0.557 0.077 0.547 0.557 0.552 0.754 upperarm 0.722 0.046 0.722 0.722 0.722 0.855 waist Weighted Avg. 0.651 0.058 0.652 0.651 0.651 0.82 === Confusion Matrix === a b c d e f g <-- classified as 217 23 19 12 28 51 17 | a = chest 21 210 41 29 10 13 40 | b = forearm 8 32 258 7 11 34 17 | c = head 10 27 16 268 25 15 5 | d = shin 28 8 14 13 247 45 13 | e = thigh 61 10 31 15 35 204 10 | f = upperarm 26 45 10 2 8 11 265 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1663 64.8343 % Incorrectly Classified Instances 902 35.1657 % Kappa statistic 0.5897 Mean absolute error 0.1034 Root mean squared error 0.2991 Relative absolute error 42.2133 % Root relative squared error 85.4765 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.575 0.072 0.57 0.575 0.573 0.785 chest 0.591 0.071 0.578 0.591 0.584 0.793 forearm 0.706 0.045 0.723 0.706 0.714 0.857 head 0.702 0.039 0.749 0.702 0.725 0.854 shin 0.688 0.062 0.649 0.688 0.668 0.839 thigh 0.579 0.072 0.571 0.579 0.575 0.783 upperarm 0.698 0.048 0.709 0.698 0.703 0.857 waist Weighted Avg. 0.648 0.059 0.65 0.648 0.649 0.824 === Confusion Matrix === a b c d e f g <-- classified as 211 18 12 12 30 61 23 | a = chest 16 215 30 29 14 8 52 | b = forearm 13 37 259 10 7 28 13 | c = head 16 39 9 257 27 15 3 | d = shin 30 15 8 19 253 34 9 | e = thigh 60 9 27 7 46 212 5 | f = upperarm 24 39 13 9 13 13 256 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1655 64.5224 % Incorrectly Classified Instances 910 35.4776 % Kappa statistic 0.5861 Mean absolute error 0.105 Root mean squared error 0.3007 Relative absolute error 42.8931 % Root relative squared error 85.93 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.58 0.073 0.57 0.58 0.575 0.78 chest 0.629 0.074 0.584 0.629 0.606 0.816 forearm 0.668 0.048 0.7 0.668 0.683 0.83 head 0.71 0.039 0.751 0.71 0.73 0.871 shin 0.677 0.058 0.662 0.677 0.669 0.827 thigh 0.541 0.074 0.55 0.541 0.545 0.771 upperarm 0.711 0.048 0.711 0.711 0.711 0.852 waist Weighted Avg. 0.645 0.059 0.647 0.645 0.646 0.821 === Confusion Matrix === a b c d e f g <-- classified as 213 20 23 9 28 57 17 | a = chest 24 229 24 25 4 11 47 | b = forearm 21 39 245 9 10 27 16 | c = head 11 46 7 260 23 13 6 | d = shin 30 9 4 24 249 41 11 | e = thigh 61 14 25 10 49 198 9 | f = upperarm 14 35 22 9 13 13 261 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1714 66.8226 % Incorrectly Classified Instances 851 33.1774 % Kappa statistic 0.6129 Mean absolute error 0.0986 Root mean squared error 0.2912 Relative absolute error 40.2417 % Root relative squared error 83.2141 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.067 0.606 0.623 0.615 0.802 chest 0.569 0.062 0.602 0.569 0.585 0.796 forearm 0.728 0.053 0.697 0.728 0.712 0.86 head 0.755 0.035 0.782 0.755 0.768 0.885 shin 0.717 0.061 0.665 0.717 0.69 0.845 thigh 0.577 0.066 0.591 0.577 0.584 0.78 upperarm 0.708 0.043 0.734 0.708 0.721 0.863 waist Weighted Avg. 0.668 0.055 0.668 0.668 0.668 0.833 === Confusion Matrix === a b c d e f g <-- classified as 228 18 10 14 31 47 18 | a = chest 19 207 35 33 13 16 41 | b = forearm 22 26 267 3 9 26 14 | c = head 14 34 10 277 19 10 3 | d = shin 29 6 14 13 264 33 9 | e = thigh 48 8 40 6 44 211 9 | f = upperarm 16 45 7 8 17 14 260 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1680 65.4971 % Incorrectly Classified Instances 885 34.5029 % Kappa statistic 0.5975 Mean absolute error 0.1026 Root mean squared error 0.2974 Relative absolute error 41.9001 % Root relative squared error 84.997 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.075 0.588 0.642 0.614 0.8 chest 0.618 0.07 0.595 0.618 0.606 0.815 forearm 0.684 0.049 0.701 0.684 0.692 0.844 head 0.749 0.035 0.779 0.749 0.764 0.89 shin 0.651 0.046 0.701 0.651 0.675 0.824 thigh 0.542 0.078 0.538 0.542 0.54 0.772 upperarm 0.698 0.05 0.701 0.698 0.699 0.841 waist Weighted Avg. 0.655 0.057 0.658 0.655 0.656 0.827 === Confusion Matrix === a b c d e f g <-- classified as 235 22 18 7 21 48 15 | a = chest 19 225 29 22 6 7 56 | b = forearm 22 28 251 4 7 39 16 | c = head 8 39 16 275 15 10 4 | d = shin 28 11 7 18 239 57 7 | e = thigh 63 17 22 19 36 199 11 | f = upperarm 25 36 15 8 17 10 256 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1646 64.1966 % Incorrectly Classified Instances 918 35.8034 % Kappa statistic 0.5823 Mean absolute error 0.1048 Root mean squared error 0.3011 Relative absolute error 42.7788 % Root relative squared error 86.0378 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.546 0.067 0.576 0.546 0.561 0.77 chest 0.616 0.071 0.589 0.616 0.602 0.803 forearm 0.648 0.051 0.677 0.648 0.662 0.827 head 0.741 0.046 0.729 0.741 0.735 0.879 shin 0.673 0.059 0.657 0.673 0.665 0.827 thigh 0.529 0.078 0.53 0.529 0.529 0.751 upperarm 0.74 0.045 0.732 0.74 0.736 0.875 waist Weighted Avg. 0.642 0.06 0.642 0.642 0.642 0.819 === Confusion Matrix === a b c d e f g <-- classified as 200 16 16 9 34 69 22 | a = chest 18 225 31 31 7 10 43 | b = forearm 18 39 237 12 10 39 11 | c = head 7 39 7 272 19 14 9 | d = shin 30 5 10 30 247 35 10 | e = thigh 57 12 36 15 49 194 4 | f = upperarm 17 46 13 4 10 5 271 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1659 64.7036 % Incorrectly Classified Instances 905 35.2964 % Kappa statistic 0.5882 Mean absolute error 0.1046 Root mean squared error 0.302 Relative absolute error 42.7097 % Root relative squared error 86.2959 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.066 0.61 0.62 0.615 0.804 chest 0.584 0.071 0.577 0.584 0.58 0.775 forearm 0.694 0.056 0.672 0.694 0.683 0.84 head 0.741 0.044 0.737 0.741 0.739 0.874 shin 0.635 0.052 0.67 0.635 0.652 0.805 thigh 0.575 0.074 0.566 0.575 0.57 0.788 upperarm 0.68 0.048 0.701 0.68 0.691 0.844 waist Weighted Avg. 0.647 0.059 0.648 0.647 0.647 0.819 === Confusion Matrix === a b c d e f g <-- classified as 227 13 16 13 26 51 20 | a = chest 18 213 39 27 4 15 49 | b = forearm 18 36 254 7 7 27 17 | c = head 15 30 8 272 23 13 6 | d = shin 35 15 10 23 233 42 9 | e = thigh 45 12 37 19 38 211 5 | f = upperarm 14 50 14 8 17 14 249 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1685 65.692 % Incorrectly Classified Instances 880 34.308 % Kappa statistic 0.5997 Mean absolute error 0.1022 Root mean squared error 0.2958 Relative absolute error 41.729 % Root relative squared error 84.5259 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.598 0.065 0.607 0.598 0.602 0.803 chest 0.649 0.071 0.603 0.649 0.625 0.819 forearm 0.691 0.055 0.678 0.691 0.685 0.839 head 0.749 0.035 0.781 0.749 0.765 0.89 shin 0.66 0.058 0.657 0.66 0.659 0.813 thigh 0.544 0.073 0.554 0.544 0.549 0.75 upperarm 0.706 0.045 0.725 0.706 0.715 0.856 waist Weighted Avg. 0.657 0.057 0.658 0.657 0.657 0.824 === Confusion Matrix === a b c d e f g <-- classified as 219 21 23 9 28 49 17 | a = chest 9 237 32 26 7 13 41 | b = forearm 16 24 253 6 20 32 15 | c = head 17 36 5 275 14 14 6 | d = shin 31 13 15 14 243 43 9 | e = thigh 53 12 34 12 46 199 10 | f = upperarm 16 50 11 10 12 9 259 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1670 65.1072 % Incorrectly Classified Instances 895 34.8928 % Kappa statistic 0.5929 Mean absolute error 0.1039 Root mean squared error 0.2991 Relative absolute error 42.4266 % Root relative squared error 85.4826 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.064 0.625 0.637 0.631 0.796 chest 0.63 0.069 0.602 0.63 0.616 0.802 forearm 0.697 0.057 0.671 0.697 0.684 0.837 head 0.73 0.037 0.766 0.73 0.748 0.867 shin 0.641 0.06 0.641 0.641 0.641 0.803 thigh 0.549 0.071 0.563 0.549 0.556 0.762 upperarm 0.673 0.049 0.696 0.673 0.684 0.834 waist Weighted Avg. 0.651 0.058 0.652 0.651 0.651 0.814 === Confusion Matrix === a b c d e f g <-- classified as 233 17 14 9 23 51 19 | a = chest 16 230 37 17 7 12 46 | b = forearm 14 35 255 11 10 28 13 | c = head 16 33 5 268 27 11 7 | d = shin 24 9 14 30 236 47 8 | e = thigh 54 10 36 7 43 201 15 | f = upperarm 16 48 19 8 22 7 247 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1668 65.0292 % Incorrectly Classified Instances 897 34.9708 % Kappa statistic 0.592 Mean absolute error 0.1039 Root mean squared error 0.2991 Relative absolute error 42.4437 % Root relative squared error 85.4734 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.575 0.063 0.603 0.575 0.589 0.792 chest 0.595 0.066 0.599 0.595 0.597 0.809 forearm 0.699 0.056 0.674 0.699 0.686 0.831 head 0.735 0.038 0.764 0.735 0.749 0.874 shin 0.658 0.058 0.654 0.658 0.656 0.819 thigh 0.577 0.07 0.577 0.577 0.577 0.772 upperarm 0.714 0.056 0.681 0.714 0.697 0.855 waist Weighted Avg. 0.65 0.058 0.65 0.65 0.65 0.822 === Confusion Matrix === a b c d e f g <-- classified as 211 19 19 11 28 56 23 | a = chest 16 217 35 24 12 14 47 | b = forearm 14 28 256 9 13 29 17 | c = head 9 36 13 269 15 10 14 | d = shin 33 14 11 17 242 36 15 | e = thigh 44 10 32 14 48 211 7 | f = upperarm 23 38 14 8 12 10 262 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1666 64.9513 % Incorrectly Classified Instances 899 35.0487 % Kappa statistic 0.5911 Mean absolute error 0.1042 Root mean squared error 0.3009 Relative absolute error 42.5493 % Root relative squared error 85.9838 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.065 0.62 0.635 0.627 0.803 chest 0.603 0.077 0.566 0.603 0.584 0.794 forearm 0.686 0.058 0.662 0.686 0.674 0.828 head 0.727 0.036 0.771 0.727 0.748 0.867 shin 0.666 0.056 0.668 0.666 0.667 0.815 thigh 0.538 0.064 0.583 0.538 0.56 0.769 upperarm 0.692 0.053 0.685 0.692 0.688 0.844 waist Weighted Avg. 0.65 0.058 0.651 0.65 0.65 0.817 === Confusion Matrix === a b c d e f g <-- classified as 233 19 21 11 28 39 16 | a = chest 13 220 30 27 10 11 54 | b = forearm 22 36 251 1 9 28 19 | c = head 13 31 11 266 24 11 10 | d = shin 30 8 16 19 245 42 8 | e = thigh 48 18 39 13 41 197 10 | f = upperarm 17 57 11 8 10 10 254 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1686 65.731 % Incorrectly Classified Instances 879 34.269 % Kappa statistic 0.6002 Mean absolute error 0.1025 Root mean squared error 0.2985 Relative absolute error 41.8342 % Root relative squared error 85.3137 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.076 0.571 0.602 0.586 0.78 chest 0.618 0.07 0.594 0.618 0.606 0.793 forearm 0.722 0.043 0.738 0.722 0.73 0.863 head 0.73 0.032 0.792 0.73 0.76 0.862 shin 0.704 0.059 0.666 0.704 0.684 0.831 thigh 0.511 0.079 0.519 0.511 0.515 0.727 upperarm 0.714 0.042 0.74 0.714 0.727 0.861 waist Weighted Avg. 0.657 0.057 0.66 0.657 0.658 0.817 === Confusion Matrix === a b c d e f g <-- classified as 221 15 13 16 30 55 17 | a = chest 22 225 35 17 11 13 41 | b = forearm 14 34 265 5 8 33 8 | c = head 11 37 6 267 18 18 9 | d = shin 29 14 9 15 259 38 4 | e = thigh 71 12 22 9 52 187 13 | f = upperarm 19 42 9 8 11 16 262 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1645 64.1326 % Incorrectly Classified Instances 920 35.8674 % Kappa statistic 0.5815 Mean absolute error 0.1055 Root mean squared error 0.3018 Relative absolute error 43.0951 % Root relative squared error 86.2514 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.087 0.544 0.624 0.581 0.793 chest 0.552 0.075 0.551 0.552 0.551 0.78 forearm 0.717 0.056 0.68 0.717 0.698 0.845 head 0.703 0.038 0.757 0.703 0.729 0.859 shin 0.659 0.047 0.701 0.659 0.68 0.819 thigh 0.545 0.067 0.575 0.545 0.559 0.761 upperarm 0.689 0.048 0.704 0.689 0.696 0.847 waist Weighted Avg. 0.641 0.06 0.644 0.641 0.642 0.815 === Confusion Matrix === a b c d e f g <-- classified as 229 12 20 11 29 48 18 | a = chest 22 201 41 32 4 17 47 | b = forearm 25 31 263 6 9 22 11 | c = head 14 42 14 258 15 12 12 | d = shin 46 13 6 16 242 38 6 | e = thigh 64 13 31 12 35 200 12 | f = upperarm 21 53 12 6 11 11 252 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1629 63.5088 % Incorrectly Classified Instances 936 36.4912 % Kappa statistic 0.5743 Mean absolute error 0.1085 Root mean squared error 0.3057 Relative absolute error 44.3039 % Root relative squared error 87.3549 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.076 0.591 0.654 0.621 0.804 chest 0.599 0.075 0.571 0.599 0.584 0.79 forearm 0.668 0.057 0.662 0.668 0.665 0.828 head 0.719 0.04 0.748 0.719 0.733 0.878 shin 0.659 0.063 0.637 0.659 0.648 0.812 thigh 0.507 0.066 0.564 0.507 0.534 0.754 upperarm 0.639 0.05 0.68 0.639 0.659 0.82 waist Weighted Avg. 0.635 0.061 0.636 0.635 0.635 0.812 === Confusion Matrix === a b c d e f g <-- classified as 240 16 10 10 29 45 17 | a = chest 21 218 35 30 6 7 47 | b = forearm 18 36 245 6 9 34 19 | c = head 16 35 7 264 27 11 7 | d = shin 30 13 16 18 242 39 9 | e = thigh 58 12 37 12 51 186 11 | f = upperarm 23 52 20 13 16 8 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1660 64.7173 % Incorrectly Classified Instances 905 35.2827 % Kappa statistic 0.5884 Mean absolute error 0.1042 Root mean squared error 0.2989 Relative absolute error 42.5651 % Root relative squared error 85.4312 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.081 0.57 0.64 0.603 0.81 chest 0.602 0.073 0.578 0.602 0.59 0.783 forearm 0.714 0.058 0.674 0.714 0.693 0.845 head 0.73 0.039 0.757 0.73 0.743 0.864 shin 0.654 0.049 0.692 0.654 0.672 0.807 thigh 0.523 0.067 0.565 0.523 0.543 0.779 upperarm 0.667 0.045 0.709 0.667 0.687 0.829 waist Weighted Avg. 0.647 0.059 0.649 0.647 0.647 0.817 === Confusion Matrix === a b c d e f g <-- classified as 235 16 13 12 22 51 18 | a = chest 23 219 36 22 11 5 48 | b = forearm 17 36 262 1 13 29 9 | c = head 13 28 12 268 22 16 8 | d = shin 33 16 13 23 240 36 6 | e = thigh 65 20 34 17 28 192 11 | f = upperarm 26 44 19 11 11 11 244 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1661 64.7816 % Incorrectly Classified Instances 903 35.2184 % Kappa statistic 0.5891 Mean absolute error 0.1027 Root mean squared error 0.2989 Relative absolute error 41.9519 % Root relative squared error 85.4123 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.071 0.601 0.637 0.618 0.816 chest 0.549 0.067 0.576 0.549 0.563 0.782 forearm 0.673 0.05 0.692 0.673 0.682 0.847 head 0.736 0.046 0.726 0.736 0.731 0.891 shin 0.676 0.054 0.676 0.676 0.676 0.831 thigh 0.542 0.073 0.553 0.542 0.547 0.758 upperarm 0.721 0.05 0.708 0.721 0.714 0.863 waist Weighted Avg. 0.648 0.059 0.647 0.648 0.647 0.827 === Confusion Matrix === a b c d e f g <-- classified as 233 17 10 6 35 51 14 | a = chest 21 200 35 39 6 7 56 | b = forearm 17 33 247 9 10 36 15 | c = head 17 29 7 270 16 17 11 | d = shin 25 11 14 22 248 41 6 | e = thigh 57 15 33 16 40 199 7 | f = upperarm 18 42 11 10 12 9 264 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1667 65.0156 % Incorrectly Classified Instances 897 34.9844 % Kappa statistic 0.5918 Mean absolute error 0.1022 Root mean squared error 0.2987 Relative absolute error 41.7414 % Root relative squared error 85.3511 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.065 0.6 0.582 0.591 0.799 chest 0.588 0.065 0.598 0.588 0.593 0.795 forearm 0.687 0.065 0.64 0.687 0.662 0.837 head 0.779 0.035 0.79 0.779 0.785 0.886 shin 0.687 0.046 0.712 0.687 0.699 0.824 thigh 0.54 0.08 0.529 0.54 0.534 0.755 upperarm 0.689 0.052 0.687 0.689 0.688 0.853 waist Weighted Avg. 0.65 0.058 0.651 0.65 0.65 0.821 === Confusion Matrix === a b c d e f g <-- classified as 213 16 14 8 26 67 22 | a = chest 19 214 39 29 9 11 43 | b = forearm 19 28 252 3 10 34 21 | c = head 14 23 12 286 16 8 8 | d = shin 14 13 17 15 252 42 14 | e = thigh 57 17 41 14 33 198 7 | f = upperarm 19 47 19 7 8 14 252 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1684 65.653 % Incorrectly Classified Instances 881 34.347 % Kappa statistic 0.5993 Mean absolute error 0.1012 Root mean squared error 0.2971 Relative absolute error 41.3169 % Root relative squared error 84.9098 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.065 0.618 0.629 0.623 0.809 chest 0.614 0.065 0.612 0.614 0.613 0.815 forearm 0.661 0.048 0.697 0.661 0.679 0.818 head 0.779 0.04 0.765 0.779 0.772 0.877 shin 0.649 0.061 0.638 0.649 0.643 0.814 thigh 0.567 0.075 0.558 0.567 0.562 0.772 upperarm 0.697 0.047 0.712 0.697 0.704 0.852 waist Weighted Avg. 0.657 0.057 0.657 0.657 0.657 0.822 === Confusion Matrix === a b c d e f g <-- classified as 231 14 15 5 31 57 14 | a = chest 20 224 30 29 12 10 40 | b = forearm 19 27 242 8 17 36 17 | c = head 5 26 7 286 17 16 10 | d = shin 29 17 13 23 238 36 11 | e = thigh 49 17 24 12 46 208 11 | f = upperarm 21 41 16 11 12 10 255 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1702 66.3548 % Incorrectly Classified Instances 863 33.6452 % Kappa statistic 0.6075 Mean absolute error 0.1005 Root mean squared error 0.2941 Relative absolute error 41.0358 % Root relative squared error 84.0376 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.067 0.614 0.638 0.626 0.807 chest 0.627 0.076 0.577 0.627 0.601 0.814 forearm 0.706 0.045 0.721 0.706 0.713 0.849 head 0.735 0.04 0.754 0.735 0.744 0.878 shin 0.649 0.052 0.674 0.649 0.661 0.82 thigh 0.556 0.074 0.557 0.556 0.557 0.748 upperarm 0.735 0.038 0.764 0.735 0.749 0.874 waist Weighted Avg. 0.664 0.056 0.666 0.664 0.664 0.827 === Confusion Matrix === a b c d e f g <-- classified as 234 18 16 10 26 45 18 | a = chest 22 229 29 33 10 11 31 | b = forearm 12 32 259 10 9 33 12 | c = head 16 31 8 269 27 10 5 | d = shin 29 15 8 17 238 54 6 | e = thigh 57 17 30 12 36 204 11 | f = upperarm 11 55 9 6 7 9 269 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1686 65.731 % Incorrectly Classified Instances 879 34.269 % Kappa statistic 0.6002 Mean absolute error 0.1024 Root mean squared error 0.2959 Relative absolute error 41.8266 % Root relative squared error 84.5463 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.071 0.602 0.643 0.622 0.807 chest 0.586 0.07 0.583 0.586 0.585 0.783 forearm 0.703 0.053 0.69 0.703 0.696 0.845 head 0.749 0.035 0.778 0.749 0.763 0.876 shin 0.687 0.05 0.698 0.687 0.692 0.84 thigh 0.548 0.075 0.549 0.548 0.548 0.753 upperarm 0.686 0.046 0.711 0.686 0.698 0.85 waist Weighted Avg. 0.657 0.057 0.659 0.657 0.658 0.822 === Confusion Matrix === a b c d e f g <-- classified as 236 17 11 8 23 59 13 | a = chest 27 214 33 24 14 7 46 | b = forearm 16 28 258 7 8 30 20 | c = head 15 40 6 274 15 9 7 | d = shin 24 11 14 18 252 41 7 | e = thigh 60 12 31 15 39 201 9 | f = upperarm 14 45 21 6 10 19 251 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1657 64.6004 % Incorrectly Classified Instances 908 35.3996 % Kappa statistic 0.587 Mean absolute error 0.1038 Root mean squared error 0.2999 Relative absolute error 42.3786 % Root relative squared error 85.6894 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.078 0.553 0.582 0.567 0.791 chest 0.597 0.07 0.584 0.597 0.591 0.798 forearm 0.668 0.06 0.65 0.668 0.659 0.836 head 0.746 0.032 0.796 0.746 0.77 0.881 shin 0.692 0.05 0.698 0.692 0.695 0.839 thigh 0.553 0.079 0.54 0.553 0.546 0.751 upperarm 0.684 0.044 0.723 0.684 0.703 0.854 waist Weighted Avg. 0.646 0.059 0.649 0.646 0.647 0.821 === Confusion Matrix === a b c d e f g <-- classified as 213 13 17 10 30 67 16 | a = chest 24 218 42 20 10 12 39 | b = forearm 17 35 245 10 8 30 22 | c = head 15 30 9 273 19 13 7 | d = shin 30 13 12 12 254 39 7 | e = thigh 66 17 33 13 30 203 5 | f = upperarm 20 47 19 5 13 12 251 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1661 64.7563 % Incorrectly Classified Instances 904 35.2437 % Kappa statistic 0.5888 Mean absolute error 0.1044 Root mean squared error 0.302 Relative absolute error 42.6199 % Root relative squared error 86.3048 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.076 0.573 0.615 0.593 0.791 chest 0.602 0.066 0.602 0.602 0.602 0.791 forearm 0.654 0.049 0.69 0.654 0.671 0.814 head 0.771 0.045 0.741 0.771 0.756 0.882 shin 0.674 0.048 0.703 0.674 0.688 0.833 thigh 0.53 0.075 0.539 0.53 0.534 0.736 upperarm 0.687 0.051 0.69 0.687 0.689 0.834 waist Weighted Avg. 0.648 0.059 0.648 0.648 0.648 0.812 === Confusion Matrix === a b c d e f g <-- classified as 225 23 11 13 29 49 16 | a = chest 17 219 32 29 9 15 43 | b = forearm 17 28 240 12 11 40 19 | c = head 16 20 6 283 20 15 7 | d = shin 31 9 10 21 248 37 12 | e = thigh 63 20 31 13 29 194 16 | f = upperarm 24 45 18 11 7 10 252 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1681 65.5361 % Incorrectly Classified Instances 884 34.4639 % Kappa statistic 0.5979 Mean absolute error 0.1019 Root mean squared error 0.2976 Relative absolute error 41.6288 % Root relative squared error 85.0451 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.612 0.073 0.582 0.612 0.597 0.799 chest 0.58 0.063 0.605 0.58 0.592 0.803 forearm 0.714 0.051 0.702 0.714 0.708 0.844 head 0.728 0.045 0.732 0.728 0.73 0.868 shin 0.671 0.056 0.669 0.671 0.67 0.817 thigh 0.555 0.071 0.565 0.555 0.56 0.752 upperarm 0.728 0.045 0.732 0.728 0.73 0.873 waist Weighted Avg. 0.655 0.057 0.655 0.655 0.655 0.822 === Confusion Matrix === a b c d e f g <-- classified as 224 17 15 16 21 57 16 | a = chest 22 211 37 32 11 13 38 | b = forearm 20 30 262 9 9 26 11 | c = head 15 30 9 267 21 15 10 | d = shin 23 8 16 21 247 39 14 | e = thigh 60 13 24 13 44 203 9 | f = upperarm 21 40 10 7 16 6 267 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1677 65.3801 % Incorrectly Classified Instances 888 34.6199 % Kappa statistic 0.5961 Mean absolute error 0.1042 Root mean squared error 0.2994 Relative absolute error 42.5549 % Root relative squared error 85.562 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.068 0.596 0.604 0.6 0.786 chest 0.593 0.069 0.587 0.593 0.59 0.795 forearm 0.692 0.056 0.674 0.692 0.683 0.843 head 0.698 0.031 0.79 0.698 0.741 0.861 shin 0.679 0.055 0.674 0.679 0.677 0.824 thigh 0.617 0.073 0.585 0.617 0.601 0.797 upperarm 0.692 0.052 0.69 0.692 0.691 0.841 waist Weighted Avg. 0.654 0.058 0.657 0.654 0.655 0.821 === Confusion Matrix === a b c d e f g <-- classified as 221 19 20 3 34 55 14 | a = chest 19 216 26 27 17 9 50 | b = forearm 24 27 254 8 11 29 14 | c = head 10 48 8 256 18 15 12 | d = shin 28 3 20 13 250 40 14 | e = thigh 49 8 34 7 32 226 10 | f = upperarm 20 47 15 10 9 12 254 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1630 63.5478 % Incorrectly Classified Instances 935 36.4522 % Kappa statistic 0.5747 Mean absolute error 0.1075 Root mean squared error 0.3056 Relative absolute error 43.882 % Root relative squared error 87.3407 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.561 0.076 0.551 0.561 0.556 0.755 chest 0.582 0.071 0.576 0.582 0.579 0.786 forearm 0.713 0.06 0.662 0.713 0.687 0.838 head 0.706 0.044 0.728 0.706 0.716 0.851 shin 0.663 0.055 0.668 0.663 0.666 0.829 thigh 0.514 0.068 0.556 0.514 0.534 0.766 upperarm 0.708 0.05 0.703 0.708 0.706 0.857 waist Weighted Avg. 0.635 0.061 0.635 0.635 0.635 0.812 === Confusion Matrix === a b c d e f g <-- classified as 206 23 22 11 31 58 16 | a = chest 20 212 31 36 7 9 49 | b = forearm 18 34 261 4 15 22 12 | c = head 16 37 14 259 19 12 10 | d = shin 31 7 14 19 244 40 13 | e = thigh 56 12 38 17 45 188 10 | f = upperarm 27 43 14 10 4 9 260 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1622 63.2605 % Incorrectly Classified Instances 942 36.7395 % Kappa statistic 0.5714 Mean absolute error 0.1084 Root mean squared error 0.3073 Relative absolute error 44.2433 % Root relative squared error 87.8257 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.077 0.567 0.608 0.587 0.795 chest 0.591 0.075 0.566 0.591 0.578 0.796 forearm 0.691 0.052 0.688 0.691 0.689 0.831 head 0.73 0.041 0.749 0.73 0.739 0.871 shin 0.614 0.064 0.616 0.614 0.615 0.803 thigh 0.514 0.073 0.54 0.514 0.527 0.735 upperarm 0.68 0.046 0.711 0.68 0.696 0.844 waist Weighted Avg. 0.633 0.061 0.634 0.633 0.633 0.811 === Confusion Matrix === a b c d e f g <-- classified as 223 25 15 4 38 49 13 | a = chest 16 215 34 33 8 15 43 | b = forearm 17 26 253 9 14 32 15 | c = head 14 34 8 268 27 9 7 | d = shin 37 14 11 25 226 42 13 | e = thigh 68 18 26 13 43 188 10 | f = upperarm 18 48 21 6 11 13 249 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1653 64.4696 % Incorrectly Classified Instances 911 35.5304 % Kappa statistic 0.5855 Mean absolute error 0.105 Root mean squared error 0.3011 Relative absolute error 42.8566 % Root relative squared error 86.0423 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.556 0.066 0.583 0.556 0.569 0.771 chest 0.651 0.066 0.62 0.651 0.635 0.824 forearm 0.735 0.061 0.667 0.735 0.7 0.849 head 0.725 0.043 0.737 0.725 0.731 0.863 shin 0.695 0.059 0.662 0.695 0.678 0.838 thigh 0.496 0.073 0.532 0.496 0.513 0.744 upperarm 0.656 0.046 0.704 0.656 0.679 0.834 waist Weighted Avg. 0.645 0.059 0.644 0.645 0.644 0.817 === Confusion Matrix === a b c d e f g <-- classified as 204 18 27 11 25 61 21 | a = chest 15 237 30 23 8 11 40 | b = forearm 17 26 269 10 7 24 13 | c = head 14 34 7 266 28 10 8 | d = shin 25 7 12 18 255 41 9 | e = thigh 56 8 45 20 46 182 10 | f = upperarm 19 52 13 13 16 13 240 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1652 64.4055 % Incorrectly Classified Instances 913 35.5945 % Kappa statistic 0.5847 Mean absolute error 0.106 Root mean squared error 0.3031 Relative absolute error 43.2983 % Root relative squared error 86.6319 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.585 0.072 0.574 0.585 0.579 0.779 chest 0.58 0.074 0.566 0.58 0.573 0.8 forearm 0.695 0.055 0.68 0.695 0.687 0.827 head 0.782 0.038 0.776 0.782 0.779 0.894 shin 0.668 0.048 0.699 0.668 0.683 0.824 thigh 0.508 0.077 0.522 0.508 0.515 0.737 upperarm 0.689 0.051 0.691 0.689 0.69 0.856 waist Weighted Avg. 0.644 0.059 0.644 0.644 0.644 0.817 === Confusion Matrix === a b c d e f g <-- classified as 214 26 15 5 27 61 18 | a = chest 16 211 37 31 4 12 53 | b = forearm 17 30 255 7 13 32 13 | c = head 14 32 7 287 10 12 5 | d = shin 25 12 11 22 246 41 11 | e = thigh 65 14 34 11 43 186 13 | f = upperarm 22 48 16 7 9 12 253 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1674 65.2632 % Incorrectly Classified Instances 891 34.7368 % Kappa statistic 0.5947 Mean absolute error 0.1036 Root mean squared error 0.2983 Relative absolute error 42.2868 % Root relative squared error 85.2422 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.587 0.071 0.578 0.587 0.583 0.789 chest 0.596 0.068 0.591 0.596 0.594 0.791 forearm 0.725 0.05 0.707 0.725 0.716 0.857 head 0.719 0.037 0.763 0.719 0.741 0.853 shin 0.674 0.056 0.667 0.674 0.67 0.824 thigh 0.571 0.074 0.562 0.571 0.566 0.774 upperarm 0.695 0.048 0.708 0.695 0.702 0.843 waist Weighted Avg. 0.653 0.058 0.654 0.653 0.653 0.819 === Confusion Matrix === a b c d e f g <-- classified as 215 24 11 7 34 58 17 | a = chest 18 217 30 24 11 18 46 | b = forearm 13 17 266 10 13 33 15 | c = head 20 37 8 264 21 8 9 | d = shin 30 12 11 20 248 34 13 | e = thigh 55 17 31 13 36 209 5 | f = upperarm 21 43 19 8 9 12 255 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1685 65.692 % Incorrectly Classified Instances 880 34.308 % Kappa statistic 0.5997 Mean absolute error 0.102 Root mean squared error 0.2978 Relative absolute error 41.632 % Root relative squared error 85.1018 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.06 0.631 0.61 0.62 0.805 chest 0.615 0.071 0.588 0.615 0.601 0.79 forearm 0.732 0.062 0.662 0.732 0.695 0.854 head 0.757 0.038 0.768 0.757 0.763 0.886 shin 0.682 0.053 0.682 0.682 0.682 0.821 thigh 0.527 0.063 0.583 0.527 0.554 0.757 upperarm 0.673 0.053 0.68 0.673 0.677 0.834 waist Weighted Avg. 0.657 0.057 0.656 0.657 0.656 0.821 === Confusion Matrix === a b c d e f g <-- classified as 224 17 18 11 35 47 15 | a = chest 10 224 34 27 3 12 54 | b = forearm 14 29 268 7 5 32 11 | c = head 9 32 9 278 20 10 9 | d = shin 30 16 8 21 251 29 13 | e = thigh 52 13 41 10 43 193 14 | f = upperarm 16 50 27 8 11 8 247 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1673 65.2242 % Incorrectly Classified Instances 892 34.7758 % Kappa statistic 0.5943 Mean absolute error 0.1034 Root mean squared error 0.2981 Relative absolute error 42.2028 % Root relative squared error 85.1957 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.073 0.591 0.629 0.609 0.803 chest 0.591 0.072 0.576 0.591 0.583 0.803 forearm 0.702 0.053 0.689 0.702 0.696 0.843 head 0.749 0.044 0.741 0.749 0.745 0.882 shin 0.679 0.055 0.674 0.679 0.677 0.827 thigh 0.525 0.059 0.598 0.525 0.559 0.768 upperarm 0.689 0.051 0.693 0.689 0.691 0.851 waist Weighted Avg. 0.652 0.058 0.652 0.652 0.652 0.825 === Confusion Matrix === a b c d e f g <-- classified as 231 11 15 14 29 49 18 | a = chest 23 215 33 31 11 11 40 | b = forearm 18 30 257 11 8 19 23 | c = head 12 37 7 275 22 6 8 | d = shin 25 13 8 23 250 37 12 | e = thigh 63 15 38 9 38 192 11 | f = upperarm 19 52 15 8 13 7 253 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1668 65.0292 % Incorrectly Classified Instances 897 34.9708 % Kappa statistic 0.592 Mean absolute error 0.1035 Root mean squared error 0.3008 Relative absolute error 42.2455 % Root relative squared error 85.9663 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.069 0.602 0.627 0.614 0.807 chest 0.61 0.069 0.594 0.61 0.602 0.79 forearm 0.691 0.06 0.659 0.691 0.675 0.833 head 0.687 0.04 0.741 0.687 0.713 0.854 shin 0.693 0.053 0.687 0.693 0.69 0.839 thigh 0.548 0.069 0.569 0.548 0.558 0.752 upperarm 0.697 0.048 0.706 0.697 0.702 0.847 waist Weighted Avg. 0.65 0.058 0.651 0.65 0.651 0.818 === Confusion Matrix === a b c d e f g <-- classified as 230 17 15 14 16 53 22 | a = chest 20 222 37 25 12 6 42 | b = forearm 21 35 253 6 8 30 13 | c = head 9 37 15 252 26 18 10 | d = shin 33 10 13 17 255 33 7 | e = thigh 51 8 37 14 44 201 12 | f = upperarm 18 45 14 12 10 12 255 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1671 65.1462 % Incorrectly Classified Instances 894 34.8538 % Kappa statistic 0.5934 Mean absolute error 0.1032 Root mean squared error 0.2973 Relative absolute error 42.1198 % Root relative squared error 84.9634 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.589 0.076 0.563 0.589 0.575 0.788 chest 0.619 0.07 0.596 0.619 0.608 0.799 forearm 0.683 0.055 0.676 0.683 0.679 0.853 head 0.722 0.039 0.757 0.722 0.739 0.864 shin 0.638 0.051 0.674 0.638 0.655 0.821 thigh 0.583 0.071 0.577 0.583 0.58 0.773 upperarm 0.727 0.045 0.731 0.727 0.729 0.864 waist Weighted Avg. 0.651 0.058 0.653 0.651 0.652 0.823 === Confusion Matrix === a b c d e f g <-- classified as 216 14 13 8 30 63 23 | a = chest 18 226 37 33 8 12 31 | b = forearm 20 36 250 10 6 25 19 | c = head 16 35 12 265 25 10 4 | d = shin 39 11 14 19 234 41 9 | e = thigh 51 12 30 11 37 214 12 | f = upperarm 24 45 14 4 7 6 266 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1711 66.7057 % Incorrectly Classified Instances 854 33.2943 % Kappa statistic 0.6116 Mean absolute error 0.0991 Root mean squared error 0.2918 Relative absolute error 40.4475 % Root relative squared error 83.3992 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.08 0.574 0.643 0.607 0.799 chest 0.608 0.06 0.627 0.608 0.618 0.818 forearm 0.728 0.053 0.697 0.728 0.712 0.86 head 0.773 0.035 0.788 0.773 0.781 0.893 shin 0.695 0.052 0.691 0.695 0.693 0.821 thigh 0.529 0.067 0.569 0.529 0.548 0.765 upperarm 0.694 0.043 0.73 0.694 0.711 0.851 waist Weighted Avg. 0.667 0.056 0.668 0.667 0.667 0.83 === Confusion Matrix === a b c d e f g <-- classified as 236 18 16 8 27 47 15 | a = chest 29 222 33 25 5 10 41 | b = forearm 21 25 267 8 6 26 14 | c = head 11 27 6 283 19 11 9 | d = shin 24 10 12 14 255 43 9 | e = thigh 65 14 31 14 43 194 6 | f = upperarm 25 38 18 7 14 10 254 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1659 64.6784 % Incorrectly Classified Instances 906 35.3216 % Kappa statistic 0.5879 Mean absolute error 0.1048 Root mean squared error 0.3016 Relative absolute error 42.7857 % Root relative squared error 86.1843 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.572 0.068 0.585 0.572 0.579 0.772 chest 0.597 0.081 0.551 0.597 0.573 0.794 forearm 0.662 0.051 0.686 0.662 0.674 0.829 head 0.749 0.04 0.759 0.749 0.754 0.875 shin 0.687 0.056 0.67 0.687 0.678 0.837 thigh 0.567 0.071 0.57 0.567 0.568 0.78 upperarm 0.694 0.045 0.718 0.694 0.706 0.836 waist Weighted Avg. 0.647 0.059 0.648 0.647 0.647 0.817 === Confusion Matrix === a b c d e f g <-- classified as 210 26 19 14 21 61 16 | a = chest 19 218 26 28 15 12 47 | b = forearm 19 39 243 5 17 26 18 | c = head 12 34 13 274 11 13 9 | d = shin 34 10 8 21 252 37 5 | e = thigh 47 16 38 10 43 208 5 | f = upperarm 18 53 7 9 17 8 254 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1674 65.2886 % Incorrectly Classified Instances 890 34.7114 % Kappa statistic 0.595 Mean absolute error 0.1032 Root mean squared error 0.2998 Relative absolute error 42.1239 % Root relative squared error 85.6822 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.066 0.593 0.582 0.588 0.797 chest 0.542 0.065 0.581 0.542 0.561 0.77 forearm 0.722 0.055 0.688 0.722 0.705 0.841 head 0.721 0.038 0.761 0.721 0.741 0.86 shin 0.706 0.052 0.693 0.706 0.699 0.835 thigh 0.605 0.08 0.558 0.605 0.58 0.773 upperarm 0.691 0.049 0.703 0.691 0.697 0.839 waist Weighted Avg. 0.653 0.058 0.654 0.653 0.653 0.816 === Confusion Matrix === a b c d e f g <-- classified as 213 26 22 7 28 52 18 | a = chest 26 198 37 34 10 22 38 | b = forearm 17 22 265 3 7 33 20 | c = head 17 32 9 264 21 13 10 | d = shin 18 10 7 19 259 44 10 | e = thigh 53 14 25 9 33 222 11 | f = upperarm 15 39 20 11 16 12 253 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1629 63.5335 % Incorrectly Classified Instances 935 36.4665 % Kappa statistic 0.5746 Mean absolute error 0.1074 Root mean squared error 0.3058 Relative absolute error 43.8577 % Root relative squared error 87.3971 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.56 0.079 0.542 0.56 0.551 0.774 chest 0.596 0.072 0.579 0.596 0.587 0.791 forearm 0.703 0.056 0.679 0.703 0.691 0.833 head 0.76 0.039 0.764 0.76 0.762 0.885 shin 0.613 0.061 0.627 0.613 0.62 0.786 thigh 0.527 0.068 0.564 0.527 0.545 0.742 upperarm 0.687 0.051 0.69 0.687 0.689 0.843 waist Weighted Avg. 0.635 0.061 0.635 0.635 0.635 0.808 === Confusion Matrix === a b c d e f g <-- classified as 205 18 14 11 37 60 21 | a = chest 25 217 43 24 7 6 42 | b = forearm 16 26 258 6 9 28 24 | c = head 9 30 6 279 26 9 8 | d = shin 41 17 15 26 225 35 8 | e = thigh 56 15 31 15 46 193 10 | f = upperarm 26 52 13 4 9 11 252 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1667 64.9903 % Incorrectly Classified Instances 898 35.0097 % Kappa statistic 0.5916 Mean absolute error 0.1036 Root mean squared error 0.2999 Relative absolute error 42.3208 % Root relative squared error 85.7016 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.587 0.065 0.599 0.587 0.593 0.788 chest 0.603 0.071 0.584 0.603 0.593 0.815 forearm 0.673 0.056 0.666 0.673 0.669 0.83 head 0.722 0.038 0.761 0.722 0.741 0.854 shin 0.706 0.055 0.683 0.706 0.694 0.844 thigh 0.577 0.078 0.552 0.577 0.564 0.783 upperarm 0.681 0.045 0.716 0.681 0.698 0.837 waist Weighted Avg. 0.65 0.058 0.652 0.65 0.651 0.822 === Confusion Matrix === a b c d e f g <-- classified as 215 21 20 10 22 63 15 | a = chest 25 220 38 30 5 6 41 | b = forearm 17 34 247 7 14 31 17 | c = head 7 37 12 265 20 15 11 | d = shin 22 12 8 18 259 41 7 | e = thigh 46 11 31 10 49 211 8 | f = upperarm 27 42 15 8 10 15 250 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1648 64.2495 % Incorrectly Classified Instances 917 35.7505 % Kappa statistic 0.5829 Mean absolute error 0.1062 Root mean squared error 0.3018 Relative absolute error 43.3613 % Root relative squared error 86.2551 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.078 0.567 0.615 0.59 0.794 chest 0.608 0.08 0.556 0.608 0.581 0.795 forearm 0.678 0.05 0.696 0.678 0.687 0.84 head 0.689 0.039 0.746 0.689 0.717 0.865 shin 0.665 0.053 0.678 0.665 0.671 0.816 thigh 0.56 0.068 0.577 0.56 0.569 0.768 upperarm 0.681 0.049 0.7 0.681 0.691 0.844 waist Weighted Avg. 0.642 0.06 0.646 0.642 0.644 0.817 === Confusion Matrix === a b c d e f g <-- classified as 225 22 15 12 24 49 19 | a = chest 21 222 28 19 10 17 48 | b = forearm 25 30 249 8 13 28 14 | c = head 11 57 10 253 19 8 9 | d = shin 31 13 5 25 244 36 13 | e = thigh 60 14 32 10 41 205 4 | f = upperarm 24 41 19 12 9 12 250 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1657 64.6004 % Incorrectly Classified Instances 908 35.3996 % Kappa statistic 0.587 Mean absolute error 0.1043 Root mean squared error 0.3009 Relative absolute error 42.6081 % Root relative squared error 85.9817 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.593 0.069 0.588 0.593 0.59 0.798 chest 0.584 0.075 0.563 0.584 0.573 0.792 forearm 0.692 0.062 0.651 0.692 0.671 0.831 head 0.777 0.04 0.766 0.777 0.771 0.881 shin 0.654 0.056 0.659 0.654 0.657 0.817 thigh 0.527 0.065 0.576 0.527 0.551 0.75 upperarm 0.695 0.046 0.714 0.695 0.704 0.842 waist Weighted Avg. 0.646 0.059 0.646 0.646 0.646 0.816 === Confusion Matrix === a b c d e f g <-- classified as 217 23 20 9 37 37 23 | a = chest 15 213 40 37 11 14 35 | b = forearm 19 32 254 3 11 32 16 | c = head 10 37 6 285 13 9 7 | d = shin 28 14 15 20 240 40 10 | e = thigh 63 14 27 16 42 193 11 | f = upperarm 17 45 28 2 10 10 255 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1620 63.1579 % Incorrectly Classified Instances 945 36.8421 % Kappa statistic 0.5702 Mean absolute error 0.1083 Root mean squared error 0.3071 Relative absolute error 44.2085 % Root relative squared error 87.7751 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.555 0.074 0.556 0.555 0.555 0.758 chest 0.611 0.074 0.579 0.611 0.595 0.806 forearm 0.678 0.055 0.672 0.678 0.675 0.828 head 0.73 0.046 0.726 0.73 0.728 0.861 shin 0.652 0.059 0.65 0.652 0.651 0.817 thigh 0.546 0.078 0.539 0.546 0.543 0.771 upperarm 0.649 0.045 0.706 0.649 0.676 0.821 waist Weighted Avg. 0.632 0.061 0.633 0.632 0.632 0.809 === Confusion Matrix === a b c d e f g <-- classified as 203 22 19 13 34 55 20 | a = chest 13 223 32 32 5 9 51 | b = forearm 17 37 248 10 13 35 6 | c = head 8 37 9 268 18 18 9 | d = shin 31 12 13 23 240 40 9 | e = thigh 58 12 34 13 45 200 4 | f = upperarm 35 42 14 10 14 14 238 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1663 64.8343 % Incorrectly Classified Instances 902 35.1657 % Kappa statistic 0.5897 Mean absolute error 0.1046 Root mean squared error 0.3003 Relative absolute error 42.7242 % Root relative squared error 85.8245 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.08 0.564 0.621 0.591 0.785 chest 0.571 0.075 0.558 0.571 0.564 0.779 forearm 0.68 0.063 0.642 0.68 0.66 0.828 head 0.768 0.046 0.736 0.768 0.752 0.88 shin 0.709 0.046 0.721 0.709 0.715 0.846 thigh 0.504 0.059 0.589 0.504 0.543 0.75 upperarm 0.683 0.041 0.733 0.683 0.707 0.847 waist Weighted Avg. 0.648 0.059 0.649 0.648 0.648 0.816 === Confusion Matrix === a b c d e f g <-- classified as 228 26 26 10 28 41 8 | a = chest 22 208 39 31 14 9 41 | b = forearm 23 32 249 8 10 32 12 | c = head 15 36 7 282 10 9 8 | d = shin 30 7 12 27 261 26 5 | e = thigh 65 11 37 16 36 185 17 | f = upperarm 21 53 18 9 3 12 250 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1648 64.2495 % Incorrectly Classified Instances 917 35.7505 % Kappa statistic 0.5829 Mean absolute error 0.1041 Root mean squared error 0.3008 Relative absolute error 42.526 % Root relative squared error 85.9586 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.564 0.078 0.546 0.564 0.555 0.767 chest 0.571 0.072 0.567 0.571 0.569 0.797 forearm 0.716 0.06 0.663 0.716 0.689 0.848 head 0.719 0.039 0.756 0.719 0.737 0.868 shin 0.636 0.047 0.694 0.636 0.664 0.82 thigh 0.542 0.074 0.551 0.542 0.547 0.751 upperarm 0.749 0.047 0.727 0.749 0.738 0.877 waist Weighted Avg. 0.642 0.06 0.644 0.642 0.643 0.818 === Confusion Matrix === a b c d e f g <-- classified as 207 25 25 11 21 53 25 | a = chest 23 208 38 29 5 13 48 | b = forearm 18 30 262 7 12 27 10 | c = head 14 40 6 264 22 17 4 | d = shin 39 15 8 21 234 41 10 | e = thigh 65 10 42 11 34 199 6 | f = upperarm 13 39 14 6 9 11 274 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1678 65.4191 % Incorrectly Classified Instances 887 34.5809 % Kappa statistic 0.5966 Mean absolute error 0.1023 Root mean squared error 0.2981 Relative absolute error 41.7883 % Root relative squared error 85.1947 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.605 0.063 0.617 0.605 0.611 0.8 chest 0.588 0.07 0.58 0.588 0.584 0.789 forearm 0.699 0.043 0.731 0.699 0.715 0.842 head 0.747 0.04 0.755 0.747 0.751 0.871 shin 0.671 0.057 0.662 0.671 0.667 0.816 thigh 0.583 0.079 0.552 0.583 0.567 0.766 upperarm 0.686 0.05 0.693 0.686 0.69 0.846 waist Weighted Avg. 0.654 0.058 0.656 0.654 0.655 0.819 === Confusion Matrix === a b c d e f g <-- classified as 222 19 15 6 28 54 23 | a = chest 19 214 29 37 4 15 46 | b = forearm 13 30 256 10 7 35 15 | c = head 14 28 7 274 26 12 6 | d = shin 28 14 11 11 247 45 12 | e = thigh 52 11 22 12 47 214 9 | f = upperarm 12 53 10 13 14 13 251 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1660 64.7173 % Incorrectly Classified Instances 905 35.2827 % Kappa statistic 0.5884 Mean absolute error 0.1045 Root mean squared error 0.3012 Relative absolute error 42.6596 % Root relative squared error 86.0648 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.08 0.554 0.591 0.572 0.773 chest 0.591 0.077 0.558 0.591 0.574 0.785 forearm 0.695 0.049 0.702 0.695 0.699 0.837 head 0.76 0.031 0.801 0.76 0.78 0.882 shin 0.696 0.05 0.699 0.696 0.698 0.83 thigh 0.496 0.074 0.528 0.496 0.511 0.748 upperarm 0.702 0.05 0.7 0.702 0.701 0.852 waist Weighted Avg. 0.647 0.059 0.649 0.647 0.648 0.815 === Confusion Matrix === a b c d e f g <-- classified as 217 23 18 15 25 52 17 | a = chest 29 215 23 22 10 18 47 | b = forearm 14 36 255 5 4 37 16 | c = head 8 35 7 278 18 8 12 | d = shin 36 8 11 12 256 38 7 | e = thigh 68 16 38 9 43 182 11 | f = upperarm 20 52 11 6 10 10 257 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1697 66.1856 % Incorrectly Classified Instances 867 33.8144 % Kappa statistic 0.6055 Mean absolute error 0.1 Root mean squared error 0.2941 Relative absolute error 40.8489 % Root relative squared error 84.0336 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.066 0.612 0.624 0.618 0.799 chest 0.604 0.069 0.591 0.604 0.598 0.797 forearm 0.714 0.047 0.716 0.714 0.715 0.862 head 0.719 0.036 0.767 0.719 0.742 0.867 shin 0.698 0.054 0.684 0.698 0.691 0.835 thigh 0.553 0.073 0.558 0.553 0.555 0.761 upperarm 0.721 0.049 0.712 0.721 0.716 0.863 waist Weighted Avg. 0.662 0.056 0.663 0.662 0.662 0.826 === Confusion Matrix === a b c d e f g <-- classified as 229 19 8 8 20 60 23 | a = chest 22 220 30 32 11 14 35 | b = forearm 22 22 262 5 10 23 23 | c = head 16 33 8 263 24 12 10 | d = shin 24 10 13 15 256 39 10 | e = thigh 50 15 34 15 44 203 6 | f = upperarm 11 53 11 5 9 13 264 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1667 65.0156 % Incorrectly Classified Instances 897 34.9844 % Kappa statistic 0.5918 Mean absolute error 0.1034 Root mean squared error 0.3001 Relative absolute error 42.242 % Root relative squared error 85.7474 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.077 0.575 0.627 0.6 0.791 chest 0.571 0.077 0.552 0.571 0.561 0.774 forearm 0.681 0.052 0.685 0.681 0.683 0.829 head 0.76 0.036 0.777 0.76 0.768 0.884 shin 0.684 0.053 0.682 0.684 0.683 0.839 thigh 0.546 0.066 0.58 0.546 0.563 0.763 upperarm 0.681 0.046 0.712 0.681 0.696 0.841 waist Weighted Avg. 0.65 0.058 0.652 0.65 0.651 0.818 === Confusion Matrix === a b c d e f g <-- classified as 230 21 10 6 29 49 22 | a = chest 28 208 40 26 9 15 38 | b = forearm 19 36 250 7 6 34 15 | c = head 6 32 8 278 23 11 8 | d = shin 37 14 10 19 251 27 9 | e = thigh 57 12 32 15 41 200 9 | f = upperarm 23 54 15 7 9 9 250 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1697 66.1598 % Incorrectly Classified Instances 868 33.8402 % Kappa statistic 0.6052 Mean absolute error 0.1014 Root mean squared error 0.2957 Relative absolute error 41.386 % Root relative squared error 84.4905 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.071 0.59 0.608 0.599 0.795 chest 0.588 0.062 0.61 0.588 0.599 0.8 forearm 0.732 0.06 0.672 0.732 0.701 0.845 head 0.787 0.04 0.767 0.787 0.777 0.885 shin 0.652 0.049 0.692 0.652 0.671 0.824 thigh 0.559 0.069 0.574 0.559 0.566 0.767 upperarm 0.705 0.045 0.725 0.705 0.715 0.848 waist Weighted Avg. 0.662 0.056 0.661 0.662 0.661 0.824 === Confusion Matrix === a b c d e f g <-- classified as 223 26 16 8 26 51 17 | a = chest 19 214 42 22 11 9 47 | b = forearm 18 23 268 10 6 31 10 | c = head 12 21 8 289 18 12 7 | d = shin 36 10 14 24 240 39 5 | e = thigh 55 9 36 14 36 205 12 | f = upperarm 15 48 15 10 10 10 258 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1679 65.4581 % Incorrectly Classified Instances 886 34.5419 % Kappa statistic 0.597 Mean absolute error 0.1027 Root mean squared error 0.2995 Relative absolute error 41.9366 % Root relative squared error 85.5864 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.075 0.594 0.657 0.624 0.809 chest 0.618 0.073 0.584 0.618 0.601 0.791 forearm 0.699 0.045 0.723 0.699 0.711 0.848 head 0.719 0.04 0.75 0.719 0.734 0.861 shin 0.69 0.057 0.668 0.69 0.679 0.845 thigh 0.493 0.062 0.571 0.493 0.529 0.748 upperarm 0.705 0.051 0.695 0.705 0.7 0.844 waist Weighted Avg. 0.655 0.058 0.655 0.655 0.654 0.821 === Confusion Matrix === a b c d e f g <-- classified as 241 28 8 7 23 38 22 | a = chest 19 225 25 24 11 15 45 | b = forearm 15 34 256 9 12 23 17 | c = head 15 36 11 264 22 12 7 | d = shin 27 7 8 21 254 44 7 | e = thigh 67 14 28 17 45 181 15 | f = upperarm 22 41 18 10 13 4 258 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1670 65.1072 % Incorrectly Classified Instances 895 34.8928 % Kappa statistic 0.5929 Mean absolute error 0.1031 Root mean squared error 0.2991 Relative absolute error 42.0871 % Root relative squared error 85.4863 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.583 0.076 0.562 0.583 0.572 0.788 chest 0.659 0.075 0.594 0.659 0.625 0.819 forearm 0.678 0.056 0.669 0.678 0.674 0.832 head 0.751 0.038 0.766 0.751 0.759 0.88 shin 0.688 0.047 0.711 0.688 0.699 0.829 thigh 0.559 0.066 0.587 0.559 0.573 0.762 upperarm 0.639 0.05 0.68 0.639 0.659 0.831 waist Weighted Avg. 0.651 0.058 0.653 0.651 0.651 0.82 === Confusion Matrix === a b c d e f g <-- classified as 214 16 20 5 28 58 26 | a = chest 18 240 39 19 10 6 32 | b = forearm 15 32 249 15 6 30 20 | c = head 14 37 7 275 13 14 6 | d = shin 32 9 8 25 253 27 14 | e = thigh 62 17 31 7 33 205 12 | f = upperarm 26 53 18 13 13 9 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1626 63.3918 % Incorrectly Classified Instances 939 36.6082 % Kappa statistic 0.5729 Mean absolute error 0.1077 Root mean squared error 0.3062 Relative absolute error 43.981 % Root relative squared error 87.5131 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.578 0.074 0.565 0.578 0.571 0.766 chest 0.591 0.074 0.57 0.591 0.58 0.794 forearm 0.684 0.059 0.659 0.684 0.671 0.842 head 0.754 0.034 0.789 0.754 0.771 0.88 shin 0.609 0.053 0.659 0.609 0.633 0.805 thigh 0.556 0.076 0.548 0.556 0.552 0.763 upperarm 0.667 0.057 0.659 0.667 0.663 0.83 waist Weighted Avg. 0.634 0.061 0.636 0.634 0.635 0.811 === Confusion Matrix === a b c d e f g <-- classified as 212 26 16 12 24 58 19 | a = chest 23 215 33 21 11 6 55 | b = forearm 22 30 251 4 9 29 22 | c = head 11 32 11 276 21 7 8 | d = shin 26 16 14 20 224 56 12 | e = thigh 61 10 37 7 38 204 10 | f = upperarm 20 48 19 10 13 12 244 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1661 64.7563 % Incorrectly Classified Instances 904 35.2437 % Kappa statistic 0.5888 Mean absolute error 0.1033 Root mean squared error 0.2992 Relative absolute error 42.1826 % Root relative squared error 85.5118 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.578 0.074 0.565 0.578 0.571 0.787 chest 0.582 0.072 0.573 0.582 0.578 0.781 forearm 0.719 0.055 0.688 0.719 0.703 0.856 head 0.724 0.037 0.766 0.724 0.744 0.87 shin 0.674 0.044 0.721 0.674 0.697 0.828 thigh 0.541 0.079 0.534 0.541 0.537 0.762 upperarm 0.714 0.051 0.699 0.714 0.706 0.844 waist Weighted Avg. 0.648 0.059 0.649 0.648 0.648 0.818 === Confusion Matrix === a b c d e f g <-- classified as 212 17 16 10 33 59 20 | a = chest 21 212 44 29 1 16 41 | b = forearm 14 30 264 5 5 32 17 | c = head 14 42 6 265 19 11 9 | d = shin 26 7 11 18 248 47 11 | e = thigh 68 18 29 12 26 198 15 | f = upperarm 20 44 14 7 12 8 262 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1668 65.0292 % Incorrectly Classified Instances 897 34.9708 % Kappa statistic 0.592 Mean absolute error 0.1032 Root mean squared error 0.2994 Relative absolute error 42.1472 % Root relative squared error 85.5711 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.075 0.581 0.626 0.603 0.802 chest 0.6 0.075 0.572 0.6 0.586 0.801 forearm 0.681 0.049 0.7 0.681 0.691 0.83 head 0.703 0.037 0.759 0.703 0.73 0.868 shin 0.695 0.059 0.664 0.695 0.679 0.829 thigh 0.546 0.07 0.565 0.546 0.556 0.758 upperarm 0.7 0.044 0.728 0.7 0.714 0.848 waist Weighted Avg. 0.65 0.058 0.653 0.65 0.651 0.819 === Confusion Matrix === a b c d e f g <-- classified as 229 28 18 6 23 54 8 | a = chest 12 219 32 25 14 9 54 | b = forearm 24 27 250 8 15 30 13 | c = head 13 45 10 258 26 7 8 | d = shin 29 10 8 25 255 32 8 | e = thigh 57 15 32 14 43 200 5 | f = upperarm 30 39 7 4 8 22 257 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1656 64.5614 % Incorrectly Classified Instances 909 35.4386 % Kappa statistic 0.5865 Mean absolute error 0.1044 Root mean squared error 0.3019 Relative absolute error 42.6246 % Root relative squared error 86.2646 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.08 0.557 0.604 0.579 0.78 chest 0.556 0.075 0.553 0.556 0.555 0.78 forearm 0.703 0.051 0.699 0.703 0.701 0.832 head 0.681 0.038 0.749 0.681 0.713 0.852 shin 0.725 0.061 0.663 0.725 0.693 0.857 thigh 0.544 0.06 0.603 0.544 0.572 0.752 upperarm 0.706 0.049 0.706 0.706 0.706 0.853 waist Weighted Avg. 0.646 0.059 0.647 0.646 0.646 0.815 === Confusion Matrix === a b c d e f g <-- classified as 221 24 18 8 36 47 12 | a = chest 30 203 27 33 12 15 45 | b = forearm 18 33 258 10 10 25 13 | c = head 16 46 10 250 24 7 14 | d = shin 29 7 10 13 266 30 12 | e = thigh 57 14 31 10 43 199 12 | f = upperarm 26 40 15 10 10 7 259 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1650 64.3275 % Incorrectly Classified Instances 915 35.6725 % Kappa statistic 0.5838 Mean absolute error 0.1055 Root mean squared error 0.3013 Relative absolute error 43.0687 % Root relative squared error 86.1175 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.076 0.559 0.579 0.569 0.781 chest 0.6 0.069 0.592 0.6 0.596 0.809 forearm 0.706 0.054 0.687 0.706 0.696 0.85 head 0.741 0.045 0.733 0.741 0.737 0.88 shin 0.668 0.056 0.668 0.668 0.668 0.821 thigh 0.53 0.069 0.562 0.53 0.546 0.755 upperarm 0.678 0.049 0.699 0.678 0.689 0.848 waist Weighted Avg. 0.643 0.059 0.643 0.643 0.643 0.821 === Confusion Matrix === a b c d e f g <-- classified as 212 25 17 14 25 57 16 | a = chest 19 219 22 31 10 8 56 | b = forearm 22 25 259 11 6 31 13 | c = head 3 40 14 272 21 8 9 | d = shin 30 10 14 23 245 40 5 | e = thigh 60 12 33 14 45 194 8 | f = upperarm 33 39 18 6 15 7 249 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1656 64.5866 % Incorrectly Classified Instances 908 35.4134 % Kappa statistic 0.5868 Mean absolute error 0.1041 Root mean squared error 0.3011 Relative absolute error 42.5071 % Root relative squared error 86.0346 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.074 0.577 0.607 0.591 0.787 chest 0.608 0.07 0.592 0.608 0.6 0.814 forearm 0.699 0.051 0.696 0.699 0.698 0.841 head 0.73 0.046 0.724 0.73 0.727 0.865 shin 0.638 0.056 0.657 0.638 0.647 0.795 thigh 0.546 0.075 0.549 0.546 0.548 0.777 upperarm 0.692 0.042 0.734 0.692 0.712 0.856 waist Weighted Avg. 0.646 0.059 0.647 0.646 0.646 0.819 === Confusion Matrix === a b c d e f g <-- classified as 222 23 18 8 27 50 18 | a = chest 16 222 33 27 9 16 42 | b = forearm 19 28 256 12 15 28 8 | c = head 13 36 3 268 20 19 8 | d = shin 34 15 7 27 234 42 8 | e = thigh 60 8 28 20 42 200 8 | f = upperarm 21 43 23 8 9 9 254 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1713 66.8097 % Incorrectly Classified Instances 851 33.1903 % Kappa statistic 0.6128 Mean absolute error 0.099 Root mean squared error 0.2924 Relative absolute error 40.4306 % Root relative squared error 83.5547 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.594 0.071 0.583 0.594 0.588 0.789 chest 0.648 0.065 0.623 0.648 0.635 0.82 forearm 0.702 0.051 0.695 0.702 0.698 0.832 head 0.719 0.036 0.77 0.719 0.744 0.853 shin 0.736 0.055 0.692 0.736 0.713 0.859 thigh 0.564 0.064 0.595 0.564 0.579 0.773 upperarm 0.713 0.045 0.725 0.713 0.719 0.867 waist Weighted Avg. 0.668 0.055 0.669 0.668 0.668 0.828 === Confusion Matrix === a b c d e f g <-- classified as 218 16 18 18 24 58 15 | a = chest 20 236 20 27 6 10 45 | b = forearm 17 33 257 4 15 26 14 | c = head 18 30 9 264 27 11 8 | d = shin 22 8 14 14 270 30 9 | e = thigh 57 13 34 11 37 207 8 | f = upperarm 22 43 18 5 11 6 261 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1668 65.0292 % Incorrectly Classified Instances 897 34.9708 % Kappa statistic 0.592 Mean absolute error 0.1031 Root mean squared error 0.2987 Relative absolute error 42.0943 % Root relative squared error 85.3558 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.598 0.066 0.6 0.598 0.599 0.794 chest 0.603 0.073 0.579 0.603 0.591 0.8 forearm 0.686 0.051 0.69 0.686 0.688 0.83 head 0.741 0.045 0.735 0.741 0.738 0.872 shin 0.674 0.058 0.66 0.674 0.667 0.825 thigh 0.572 0.064 0.598 0.572 0.585 0.776 upperarm 0.678 0.05 0.691 0.678 0.684 0.839 waist Weighted Avg. 0.65 0.058 0.65 0.65 0.65 0.819 === Confusion Matrix === a b c d e f g <-- classified as 219 19 24 15 31 46 12 | a = chest 22 220 28 25 7 5 58 | b = forearm 16 24 251 8 15 33 19 | c = head 9 38 9 272 23 11 5 | d = shin 31 8 9 24 248 40 8 | e = thigh 47 13 28 17 43 210 9 | f = upperarm 21 58 15 9 9 6 248 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1633 63.6647 % Incorrectly Classified Instances 932 36.3353 % Kappa statistic 0.5761 Mean absolute error 0.1067 Root mean squared error 0.3055 Relative absolute error 43.5646 % Root relative squared error 87.3168 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.071 0.564 0.553 0.558 0.756 chest 0.61 0.084 0.545 0.61 0.576 0.792 forearm 0.689 0.054 0.679 0.689 0.684 0.845 head 0.747 0.035 0.783 0.747 0.764 0.888 shin 0.658 0.061 0.644 0.658 0.651 0.824 thigh 0.523 0.075 0.539 0.523 0.531 0.757 upperarm 0.678 0.044 0.719 0.678 0.698 0.841 waist Weighted Avg. 0.637 0.061 0.639 0.637 0.637 0.815 === Confusion Matrix === a b c d e f g <-- classified as 203 22 25 10 33 55 19 | a = chest 17 222 26 34 10 10 45 | b = forearm 22 33 252 7 15 31 6 | c = head 10 41 8 274 13 14 7 | d = shin 33 18 12 11 242 42 10 | e = thigh 57 15 33 11 49 192 10 | f = upperarm 18 56 15 3 14 12 248 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1637 63.8207 % Incorrectly Classified Instances 928 36.1793 % Kappa statistic 0.5779 Mean absolute error 0.1059 Root mean squared error 0.3032 Relative absolute error 43.2286 % Root relative squared error 86.6419 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.531 0.069 0.562 0.531 0.546 0.76 chest 0.61 0.065 0.61 0.61 0.61 0.809 forearm 0.695 0.056 0.675 0.695 0.685 0.848 head 0.747 0.04 0.759 0.747 0.753 0.884 shin 0.659 0.057 0.658 0.659 0.659 0.827 thigh 0.522 0.09 0.49 0.522 0.505 0.742 upperarm 0.703 0.045 0.723 0.703 0.713 0.856 waist Weighted Avg. 0.638 0.06 0.639 0.638 0.639 0.818 === Confusion Matrix === a b c d e f g <-- classified as 195 21 16 15 38 63 19 | a = chest 17 222 35 30 8 12 40 | b = forearm 13 25 255 8 7 44 15 | c = head 12 34 11 274 17 14 5 | d = shin 30 9 7 12 242 55 12 | e = thigh 62 14 34 14 43 191 8 | f = upperarm 18 39 20 8 13 11 258 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1664 64.8733 % Incorrectly Classified Instances 901 35.1267 % Kappa statistic 0.5902 Mean absolute error 0.104 Root mean squared error 0.3015 Relative absolute error 42.4755 % Root relative squared error 86.1625 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.605 0.068 0.598 0.605 0.602 0.792 chest 0.588 0.072 0.575 0.588 0.582 0.786 forearm 0.678 0.054 0.678 0.678 0.678 0.824 head 0.722 0.044 0.732 0.722 0.727 0.867 shin 0.678 0.06 0.655 0.678 0.667 0.821 thigh 0.533 0.068 0.565 0.533 0.549 0.758 upperarm 0.736 0.045 0.734 0.736 0.735 0.863 waist Weighted Avg. 0.649 0.059 0.648 0.649 0.648 0.816 === Confusion Matrix === a b c d e f g <-- classified as 222 15 21 9 32 48 20 | a = chest 18 214 41 29 9 16 37 | b = forearm 16 34 249 15 11 27 15 | c = head 10 44 12 265 19 10 7 | d = shin 29 13 10 17 249 38 11 | e = thigh 60 18 24 16 45 195 8 | f = upperarm 16 34 10 11 15 11 270 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1648 64.2495 % Incorrectly Classified Instances 917 35.7505 % Kappa statistic 0.5829 Mean absolute error 0.1052 Root mean squared error 0.302 Relative absolute error 42.9679 % Root relative squared error 86.3112 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.605 0.08 0.559 0.605 0.581 0.795 chest 0.591 0.072 0.576 0.591 0.583 0.794 forearm 0.689 0.059 0.661 0.689 0.675 0.827 head 0.752 0.038 0.767 0.752 0.759 0.883 shin 0.654 0.049 0.692 0.654 0.672 0.822 thigh 0.497 0.068 0.55 0.497 0.522 0.741 upperarm 0.708 0.052 0.695 0.708 0.702 0.853 waist Weighted Avg. 0.642 0.06 0.643 0.642 0.642 0.817 === Confusion Matrix === a b c d e f g <-- classified as 222 24 15 13 24 53 16 | a = chest 19 215 37 22 12 10 49 | b = forearm 22 28 253 11 8 27 18 | c = head 19 30 6 276 20 8 8 | d = shin 30 13 6 25 240 42 11 | e = thigh 64 17 51 6 34 182 12 | f = upperarm 21 46 15 7 9 9 260 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1670 65.1072 % Incorrectly Classified Instances 895 34.8928 % Kappa statistic 0.5929 Mean absolute error 0.1031 Root mean squared error 0.3 Relative absolute error 42.1074 % Root relative squared error 85.7291 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.071 0.602 0.646 0.623 0.805 chest 0.596 0.064 0.606 0.596 0.601 0.787 forearm 0.676 0.051 0.687 0.676 0.681 0.829 head 0.703 0.037 0.759 0.703 0.73 0.854 shin 0.7 0.053 0.687 0.7 0.694 0.842 thigh 0.525 0.077 0.532 0.525 0.528 0.752 upperarm 0.711 0.053 0.692 0.711 0.702 0.849 waist Weighted Avg. 0.651 0.058 0.652 0.651 0.651 0.817 === Confusion Matrix === a b c d e f g <-- classified as 237 10 17 6 29 48 20 | a = chest 17 217 33 27 9 12 49 | b = forearm 17 29 248 7 4 45 17 | c = head 15 32 9 258 27 17 9 | d = shin 28 7 8 19 257 40 8 | e = thigh 62 14 32 15 38 192 13 | f = upperarm 18 49 14 8 10 7 261 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1635 63.7427 % Incorrectly Classified Instances 930 36.2573 % Kappa statistic 0.577 Mean absolute error 0.1076 Root mean squared error 0.3059 Relative absolute error 43.933 % Root relative squared error 87.4263 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.605 0.08 0.558 0.605 0.58 0.791 chest 0.574 0.072 0.568 0.574 0.571 0.792 forearm 0.747 0.053 0.701 0.747 0.723 0.859 head 0.73 0.039 0.757 0.73 0.743 0.88 shin 0.649 0.06 0.643 0.649 0.646 0.797 thigh 0.508 0.078 0.521 0.508 0.515 0.752 upperarm 0.649 0.04 0.728 0.649 0.686 0.833 waist Weighted Avg. 0.637 0.06 0.64 0.637 0.638 0.815 === Confusion Matrix === a b c d e f g <-- classified as 222 21 12 15 30 51 16 | a = chest 22 209 36 25 12 17 43 | b = forearm 19 20 274 3 12 30 9 | c = head 14 38 6 268 19 17 5 | d = shin 29 15 8 22 238 45 10 | e = thigh 71 13 35 13 42 186 6 | f = upperarm 21 52 20 8 17 11 238 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1654 64.4834 % Incorrectly Classified Instances 911 35.5166 % Kappa statistic 0.5856 Mean absolute error 0.1042 Root mean squared error 0.3005 Relative absolute error 42.5548 % Root relative squared error 85.8696 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.081 0.569 0.645 0.604 0.8 chest 0.597 0.079 0.558 0.597 0.577 0.789 forearm 0.717 0.044 0.731 0.717 0.724 0.839 head 0.724 0.035 0.775 0.724 0.749 0.879 shin 0.617 0.05 0.674 0.617 0.644 0.815 thigh 0.523 0.076 0.533 0.523 0.528 0.751 upperarm 0.691 0.049 0.703 0.691 0.697 0.836 waist Weighted Avg. 0.645 0.059 0.649 0.645 0.646 0.816 === Confusion Matrix === a b c d e f g <-- classified as 236 27 15 9 18 50 11 | a = chest 25 218 24 19 6 20 53 | b = forearm 18 28 263 9 9 23 17 | c = head 15 34 6 265 17 18 11 | d = shin 37 18 8 23 227 46 9 | e = thigh 65 16 33 10 45 192 6 | f = upperarm 19 50 11 7 15 11 253 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1670 65.1326 % Incorrectly Classified Instances 894 34.8674 % Kappa statistic 0.5932 Mean absolute error 0.103 Root mean squared error 0.2998 Relative absolute error 42.0643 % Root relative squared error 85.6657 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.059 0.635 0.617 0.626 0.795 chest 0.589 0.063 0.609 0.589 0.599 0.799 forearm 0.678 0.06 0.654 0.678 0.666 0.821 head 0.749 0.046 0.731 0.749 0.74 0.874 shin 0.682 0.06 0.657 0.682 0.669 0.824 thigh 0.534 0.071 0.558 0.534 0.546 0.765 upperarm 0.71 0.049 0.707 0.71 0.708 0.852 waist Weighted Avg. 0.651 0.058 0.65 0.651 0.651 0.818 === Confusion Matrix === a b c d e f g <-- classified as 226 12 14 9 32 55 18 | a = chest 18 215 31 39 8 9 45 | b = forearm 17 34 248 8 12 29 18 | c = head 7 27 13 274 26 11 8 | d = shin 19 11 10 22 251 44 11 | e = thigh 47 16 45 10 45 196 8 | f = upperarm 22 38 18 13 8 7 260 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1659 64.7036 % Incorrectly Classified Instances 905 35.2964 % Kappa statistic 0.5882 Mean absolute error 0.1042 Root mean squared error 0.2993 Relative absolute error 42.5553 % Root relative squared error 85.5276 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.062 0.607 0.579 0.593 0.787 chest 0.611 0.072 0.584 0.611 0.597 0.795 forearm 0.656 0.056 0.663 0.656 0.659 0.825 head 0.719 0.035 0.771 0.719 0.744 0.869 shin 0.698 0.058 0.669 0.698 0.684 0.85 thigh 0.591 0.076 0.565 0.591 0.578 0.77 upperarm 0.675 0.052 0.682 0.675 0.679 0.858 waist Weighted Avg. 0.647 0.059 0.649 0.647 0.648 0.822 === Confusion Matrix === a b c d e f g <-- classified as 212 25 12 10 26 58 23 | a = chest 19 223 39 20 11 9 44 | b = forearm 18 37 240 7 14 32 18 | c = head 9 41 4 263 25 10 14 | d = shin 17 4 10 23 257 50 7 | e = thigh 48 8 38 10 37 217 9 | f = upperarm 26 44 19 8 14 8 247 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1703 66.3938 % Incorrectly Classified Instances 862 33.6062 % Kappa statistic 0.6079 Mean absolute error 0.0996 Root mean squared error 0.2941 Relative absolute error 40.6508 % Root relative squared error 84.0469 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.075 0.589 0.643 0.615 0.805 chest 0.613 0.06 0.63 0.613 0.621 0.804 forearm 0.692 0.048 0.708 0.692 0.7 0.836 head 0.801 0.043 0.756 0.801 0.778 0.893 shin 0.662 0.055 0.669 0.662 0.666 0.828 thigh 0.545 0.066 0.581 0.545 0.563 0.759 upperarm 0.691 0.046 0.713 0.691 0.702 0.84 waist Weighted Avg. 0.664 0.056 0.664 0.664 0.663 0.824 === Confusion Matrix === a b c d e f g <-- classified as 236 16 16 8 29 43 19 | a = chest 18 223 24 37 5 17 40 | b = forearm 23 30 254 9 15 26 10 | c = head 11 15 7 294 19 14 7 | d = shin 32 9 9 25 243 37 12 | e = thigh 59 14 31 10 39 200 14 | f = upperarm 22 47 18 6 13 7 253 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1660 64.7173 % Incorrectly Classified Instances 905 35.2827 % Kappa statistic 0.5884 Mean absolute error 0.1052 Root mean squared error 0.3025 Relative absolute error 42.9384 % Root relative squared error 86.4591 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.58 0.073 0.57 0.58 0.575 0.777 chest 0.599 0.07 0.586 0.599 0.592 0.786 forearm 0.67 0.056 0.668 0.67 0.669 0.821 head 0.744 0.038 0.765 0.744 0.754 0.874 shin 0.662 0.055 0.668 0.662 0.665 0.817 thigh 0.569 0.064 0.597 0.569 0.583 0.784 upperarm 0.705 0.055 0.679 0.705 0.692 0.842 waist Weighted Avg. 0.647 0.059 0.648 0.647 0.647 0.814 === Confusion Matrix === a b c d e f g <-- classified as 213 19 27 10 27 50 21 | a = chest 18 218 32 27 9 11 49 | b = forearm 21 37 246 5 13 23 22 | c = head 12 31 7 273 22 7 15 | d = shin 39 9 9 18 243 41 8 | e = thigh 51 11 31 15 43 209 7 | f = upperarm 20 47 16 9 7 9 258 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1699 66.2378 % Incorrectly Classified Instances 866 33.7622 % Kappa statistic 0.6061 Mean absolute error 0.0996 Root mean squared error 0.2919 Relative absolute error 40.6609 % Root relative squared error 83.4157 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.076 0.6 0.681 0.638 0.83 chest 0.577 0.071 0.574 0.577 0.575 0.814 forearm 0.698 0.045 0.719 0.698 0.708 0.836 head 0.76 0.043 0.746 0.76 0.753 0.882 shin 0.676 0.045 0.715 0.676 0.695 0.831 thigh 0.518 0.069 0.557 0.518 0.537 0.763 upperarm 0.727 0.045 0.731 0.727 0.729 0.862 waist Weighted Avg. 0.662 0.056 0.663 0.662 0.662 0.831 === Confusion Matrix === a b c d e f g <-- classified as 250 18 15 8 16 46 14 | a = chest 22 210 32 40 6 12 42 | b = forearm 21 32 256 12 9 28 9 | c = head 13 35 4 279 20 10 6 | d = shin 31 8 8 16 248 43 13 | e = thigh 60 16 30 15 42 190 14 | f = upperarm 20 47 11 4 6 12 266 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1641 63.9766 % Incorrectly Classified Instances 924 36.0234 % Kappa statistic 0.5797 Mean absolute error 0.106 Root mean squared error 0.3026 Relative absolute error 43.3035 % Root relative squared error 86.4694 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.568 0.076 0.555 0.568 0.561 0.785 chest 0.61 0.07 0.589 0.61 0.599 0.814 forearm 0.689 0.057 0.668 0.689 0.678 0.83 head 0.711 0.032 0.786 0.711 0.747 0.874 shin 0.663 0.056 0.667 0.663 0.665 0.838 thigh 0.552 0.073 0.556 0.552 0.554 0.769 upperarm 0.684 0.056 0.673 0.684 0.678 0.828 waist Weighted Avg. 0.64 0.06 0.642 0.64 0.641 0.82 === Confusion Matrix === a b c d e f g <-- classified as 208 18 15 10 36 51 28 | a = chest 22 222 31 25 11 12 41 | b = forearm 21 25 253 3 10 32 23 | c = head 19 34 14 261 14 15 10 | d = shin 26 16 17 16 244 40 9 | e = thigh 57 11 33 12 40 202 11 | f = upperarm 22 51 16 5 11 11 251 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1671 65.1462 % Incorrectly Classified Instances 894 34.8538 % Kappa statistic 0.5934 Mean absolute error 0.1039 Root mean squared error 0.2987 Relative absolute error 42.4129 % Root relative squared error 85.3624 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.577 0.079 0.549 0.577 0.563 0.767 chest 0.607 0.072 0.583 0.607 0.595 0.794 forearm 0.714 0.047 0.718 0.714 0.716 0.868 head 0.755 0.036 0.778 0.755 0.766 0.884 shin 0.693 0.054 0.682 0.693 0.687 0.834 thigh 0.533 0.071 0.554 0.533 0.543 0.758 upperarm 0.681 0.048 0.704 0.681 0.693 0.844 waist Weighted Avg. 0.651 0.058 0.653 0.651 0.652 0.821 === Confusion Matrix === a b c d e f g <-- classified as 211 19 20 8 28 64 16 | a = chest 26 221 26 22 10 9 50 | b = forearm 15 35 262 6 9 32 8 | c = head 12 34 8 277 20 6 10 | d = shin 27 6 13 23 255 37 7 | e = thigh 71 12 26 11 37 195 14 | f = upperarm 22 52 10 9 15 9 250 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1649 64.2885 % Incorrectly Classified Instances 916 35.7115 % Kappa statistic 0.5834 Mean absolute error 0.1061 Root mean squared error 0.3038 Relative absolute error 43.3274 % Root relative squared error 86.8167 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.077 0.567 0.604 0.585 0.776 chest 0.602 0.061 0.62 0.602 0.611 0.8 forearm 0.719 0.054 0.689 0.719 0.704 0.84 head 0.689 0.048 0.707 0.689 0.698 0.843 shin 0.636 0.064 0.626 0.636 0.631 0.795 thigh 0.522 0.062 0.584 0.522 0.551 0.744 upperarm 0.728 0.051 0.703 0.728 0.715 0.849 waist Weighted Avg. 0.643 0.06 0.642 0.643 0.642 0.807 === Confusion Matrix === a b c d e f g <-- classified as 221 20 18 11 34 42 20 | a = chest 13 219 34 28 11 10 49 | b = forearm 15 28 264 11 10 22 17 | c = head 16 32 15 253 30 13 8 | d = shin 46 7 7 22 234 40 12 | e = thigh 58 15 33 17 45 191 7 | f = upperarm 21 32 12 16 10 9 267 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1677 65.3801 % Incorrectly Classified Instances 888 34.6199 % Kappa statistic 0.5961 Mean absolute error 0.1031 Root mean squared error 0.2984 Relative absolute error 42.0899 % Root relative squared error 85.2713 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.068 0.588 0.582 0.585 0.771 chest 0.652 0.076 0.588 0.652 0.618 0.83 forearm 0.702 0.05 0.698 0.702 0.7 0.841 head 0.749 0.041 0.753 0.749 0.751 0.882 shin 0.666 0.054 0.673 0.666 0.669 0.824 thigh 0.557 0.076 0.55 0.557 0.554 0.758 upperarm 0.668 0.039 0.742 0.668 0.703 0.854 waist Weighted Avg. 0.654 0.058 0.656 0.654 0.655 0.823 === Confusion Matrix === a b c d e f g <-- classified as 213 17 19 7 38 59 13 | a = chest 17 238 29 27 10 8 36 | b = forearm 17 35 257 6 8 32 11 | c = head 14 38 11 275 10 14 5 | d = shin 24 11 9 25 245 42 12 | e = thigh 53 14 27 12 48 204 8 | f = upperarm 24 52 16 13 5 12 245 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1673 65.2242 % Incorrectly Classified Instances 892 34.7758 % Kappa statistic 0.5943 Mean absolute error 0.1017 Root mean squared error 0.2969 Relative absolute error 41.5321 % Root relative squared error 84.8431 % Total Number of Instances 2565 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.067 0.606 0.616 0.611 0.795 chest 0.627 0.07 0.598 0.627 0.612 0.8 forearm 0.699 0.058 0.667 0.699 0.683 0.844 head 0.719 0.036 0.767 0.719 0.742 0.878 shin 0.641 0.061 0.636 0.641 0.639 0.822 thigh 0.59 0.071 0.579 0.59 0.585 0.784 upperarm 0.673 0.041 0.731 0.673 0.701 0.846 waist Weighted Avg. 0.652 0.058 0.655 0.652 0.653 0.824 === Confusion Matrix === a b c d e f g <-- classified as 226 18 14 12 30 50 17 | a = chest 22 229 33 17 16 16 32 | b = forearm 18 34 256 5 11 24 18 | c = head 10 38 11 263 26 14 4 | d = shin 27 10 16 28 236 39 12 | e = thigh 44 7 41 11 39 216 8 | f = upperarm 26 47 13 7 13 14 247 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1692 65.9906 % Incorrectly Classified Instances 872 34.0094 % Kappa statistic 0.6032 Mean absolute error 0.1001 Root mean squared error 0.2954 Relative absolute error 40.8893 % Root relative squared error 84.4089 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.081 0.569 0.643 0.604 0.793 chest 0.603 0.069 0.591 0.603 0.597 0.804 forearm 0.713 0.058 0.671 0.713 0.691 0.832 head 0.757 0.04 0.757 0.757 0.757 0.87 shin 0.67 0.047 0.703 0.67 0.686 0.837 thigh 0.531 0.061 0.591 0.531 0.56 0.764 upperarm 0.702 0.039 0.751 0.702 0.726 0.86 waist Weighted Avg. 0.66 0.057 0.662 0.66 0.66 0.823 === Confusion Matrix === a b c d e f g <-- classified as 236 20 13 17 21 44 16 | a = chest 26 220 40 31 3 10 35 | b = forearm 26 27 261 6 12 27 7 | c = head 9 33 10 277 20 12 5 | d = shin 39 11 8 15 246 36 12 | e = thigh 59 17 31 12 43 195 10 | f = upperarm 20 44 26 8 5 6 257 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1645 64.1576 % Incorrectly Classified Instances 919 35.8424 % Kappa statistic 0.5818 Mean absolute error 0.1055 Root mean squared error 0.3033 Relative absolute error 43.0674 % Root relative squared error 86.6667 % Total Number of Instances 2564 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.589 0.081 0.55 0.589 0.568 0.791 chest 0.597 0.073 0.575 0.597 0.586 0.792 forearm 0.653 0.044 0.711 0.653 0.681 0.828 head 0.716 0.038 0.759 0.716 0.737 0.866 shin 0.681 0.046 0.71 0.681 0.695 0.844 thigh 0.583 0.082 0.543 0.583 0.562 0.763 upperarm 0.672 0.054 0.674 0.672 0.673 0.833 waist Weighted Avg. 0.642 0.06 0.646 0.642 0.643 0.817 === Confusion Matrix === a b c d e f g <-- classified as 216 16 14 9 28 69 15 | a = chest 20 218 30 25 6 12 54 | b = forearm 18 31 239 8 9 40 21 | c = head 15 48 8 262 17 8 8 | d = shin 33 6 5 20 250 41 12 | e = thigh 64 10 22 14 34 214 9 | f = upperarm 27 50 18 7 8 10 246 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 15 RUN: 0 FOLD: 0 Correctly Classified Instances 1505 57.2026 % Incorrectly Classified Instances 1126 42.7974 % Kappa statistic 0.5007 Mean absolute error 0.1254 Root mean squared error 0.3313 Relative absolute error 51.2216 % Root relative squared error 94.685 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.562 0.095 0.496 0.562 0.527 0.754 chest 0.531 0.082 0.516 0.531 0.523 0.756 forearm 0.665 0.063 0.636 0.665 0.65 0.835 head 0.676 0.05 0.692 0.676 0.684 0.834 shin 0.488 0.074 0.524 0.488 0.505 0.724 thigh 0.588 0.06 0.619 0.588 0.603 0.791 upperarm 0.495 0.074 0.528 0.495 0.511 0.73 waist Weighted Avg. 0.572 0.071 0.573 0.572 0.572 0.775 === Confusion Matrix === a b c d e f g <-- classified as 212 47 16 14 19 38 31 | a = chest 47 198 36 7 32 16 37 | b = forearm 18 27 250 11 40 11 19 | c = head 26 14 13 254 26 21 22 | d = shin 32 43 52 28 184 13 25 | e = thigh 54 19 8 23 19 221 32 | f = upperarm 38 36 18 30 31 37 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1443 54.8461 % Incorrectly Classified Instances 1188 45.1539 % Kappa statistic 0.4732 Mean absolute error 0.1324 Root mean squared error 0.34 Relative absolute error 54.0809 % Root relative squared error 97.1758 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.499 0.087 0.491 0.499 0.495 0.745 chest 0.55 0.089 0.506 0.55 0.527 0.754 forearm 0.622 0.063 0.622 0.622 0.622 0.81 head 0.665 0.055 0.67 0.665 0.668 0.819 shin 0.48 0.081 0.497 0.48 0.489 0.72 thigh 0.556 0.058 0.617 0.556 0.585 0.788 upperarm 0.468 0.095 0.45 0.468 0.459 0.704 waist Weighted Avg. 0.548 0.075 0.551 0.548 0.549 0.763 === Confusion Matrix === a b c d e f g <-- classified as 188 34 16 16 28 49 46 | a = chest 38 205 27 10 40 9 44 | b = forearm 22 34 234 11 44 2 29 | c = head 21 10 14 250 20 27 34 | d = shin 26 47 50 32 181 10 31 | e = thigh 51 29 7 33 16 209 31 | f = upperarm 37 46 28 21 35 33 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1505 57.2026 % Incorrectly Classified Instances 1126 42.7974 % Kappa statistic 0.5007 Mean absolute error 0.1263 Root mean squared error 0.3316 Relative absolute error 51.5884 % Root relative squared error 94.7751 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.533 0.094 0.487 0.533 0.509 0.751 chest 0.555 0.071 0.564 0.555 0.559 0.758 forearm 0.652 0.065 0.627 0.652 0.639 0.82 head 0.67 0.055 0.668 0.67 0.669 0.816 shin 0.499 0.071 0.542 0.499 0.519 0.722 thigh 0.604 0.063 0.614 0.604 0.609 0.802 upperarm 0.492 0.08 0.505 0.492 0.499 0.716 waist Weighted Avg. 0.572 0.071 0.572 0.572 0.572 0.769 === Confusion Matrix === a b c d e f g <-- classified as 201 33 16 17 26 49 35 | a = chest 37 207 32 12 36 21 28 | b = forearm 18 20 245 16 45 9 23 | c = head 24 13 12 252 22 27 26 | d = shin 26 34 53 25 188 12 39 | e = thigh 60 16 4 26 13 227 30 | f = upperarm 47 44 29 29 17 25 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1439 54.694 % Incorrectly Classified Instances 1192 45.306 % Kappa statistic 0.4714 Mean absolute error 0.1307 Root mean squared error 0.3389 Relative absolute error 53.3871 % Root relative squared error 96.852 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.549 0.083 0.524 0.549 0.536 0.766 chest 0.547 0.091 0.499 0.547 0.522 0.751 forearm 0.601 0.067 0.601 0.601 0.601 0.805 head 0.625 0.05 0.677 0.625 0.65 0.804 shin 0.477 0.094 0.459 0.477 0.468 0.723 thigh 0.545 0.061 0.598 0.545 0.57 0.78 upperarm 0.484 0.083 0.493 0.484 0.489 0.724 waist Weighted Avg. 0.547 0.076 0.55 0.547 0.548 0.765 === Confusion Matrix === a b c d e f g <-- classified as 207 28 18 13 30 48 33 | a = chest 36 204 34 10 38 17 34 | b = forearm 19 41 226 8 56 3 23 | c = head 21 12 19 235 25 32 32 | d = shin 29 56 47 27 180 15 23 | e = thigh 45 23 11 28 22 205 42 | f = upperarm 38 45 21 26 41 23 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1463 55.6062 % Incorrectly Classified Instances 1168 44.3938 % Kappa statistic 0.4821 Mean absolute error 0.1291 Root mean squared error 0.3358 Relative absolute error 52.71 % Root relative squared error 95.961 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.507 0.093 0.476 0.507 0.491 0.734 chest 0.563 0.074 0.556 0.563 0.559 0.77 forearm 0.644 0.066 0.621 0.644 0.632 0.807 head 0.66 0.063 0.634 0.66 0.647 0.812 shin 0.483 0.085 0.488 0.483 0.485 0.739 thigh 0.59 0.069 0.589 0.59 0.59 0.799 upperarm 0.447 0.068 0.523 0.447 0.482 0.728 waist Weighted Avg. 0.556 0.074 0.555 0.556 0.555 0.77 === Confusion Matrix === a b c d e f g <-- classified as 191 31 23 27 30 49 26 | a = chest 34 210 30 9 43 22 25 | b = forearm 19 23 242 21 51 7 13 | c = head 19 11 19 248 24 23 32 | d = shin 35 35 51 28 182 17 29 | e = thigh 52 20 9 32 13 222 28 | f = upperarm 51 48 16 26 30 37 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1476 56.1217 % Incorrectly Classified Instances 1154 43.8783 % Kappa statistic 0.4881 Mean absolute error 0.1293 Root mean squared error 0.338 Relative absolute error 52.7853 % Root relative squared error 96.5917 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.576 0.086 0.529 0.576 0.551 0.758 chest 0.55 0.087 0.51 0.55 0.529 0.745 forearm 0.593 0.06 0.623 0.593 0.608 0.786 head 0.673 0.052 0.682 0.673 0.677 0.832 shin 0.476 0.084 0.486 0.476 0.481 0.698 thigh 0.622 0.061 0.629 0.622 0.626 0.815 upperarm 0.439 0.082 0.473 0.439 0.455 0.699 waist Weighted Avg. 0.561 0.073 0.562 0.561 0.561 0.762 === Confusion Matrix === a b c d e f g <-- classified as 217 25 13 17 25 41 39 | a = chest 30 205 33 8 44 16 37 | b = forearm 17 43 223 17 46 11 19 | c = head 23 9 14 253 30 20 27 | d = shin 27 42 57 30 179 12 29 | e = thigh 40 30 7 18 14 234 33 | f = upperarm 56 48 11 28 30 38 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1510 57.4144 % Incorrectly Classified Instances 1120 42.5856 % Kappa statistic 0.5032 Mean absolute error 0.1267 Root mean squared error 0.331 Relative absolute error 51.7268 % Root relative squared error 94.5947 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.083 0.526 0.548 0.536 0.76 chest 0.566 0.071 0.569 0.566 0.567 0.765 forearm 0.663 0.068 0.619 0.663 0.64 0.827 head 0.657 0.056 0.66 0.657 0.659 0.814 shin 0.5 0.091 0.478 0.5 0.489 0.713 thigh 0.617 0.061 0.629 0.617 0.623 0.799 upperarm 0.468 0.067 0.538 0.468 0.501 0.713 waist Weighted Avg. 0.574 0.071 0.574 0.574 0.574 0.77 === Confusion Matrix === a b c d e f g <-- classified as 206 27 13 13 28 51 38 | a = chest 28 211 35 6 46 18 29 | b = forearm 12 35 250 16 47 5 12 | c = head 24 8 13 247 37 22 25 | d = shin 37 38 53 26 188 15 19 | e = thigh 41 15 9 33 18 232 28 | f = upperarm 44 37 31 33 29 26 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1490 56.654 % Incorrectly Classified Instances 1140 43.346 % Kappa statistic 0.4943 Mean absolute error 0.1277 Root mean squared error 0.3343 Relative absolute error 52.1262 % Root relative squared error 95.5436 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.083 0.527 0.553 0.54 0.742 chest 0.523 0.07 0.554 0.523 0.538 0.764 forearm 0.671 0.066 0.631 0.671 0.65 0.835 head 0.662 0.059 0.652 0.662 0.657 0.827 shin 0.497 0.077 0.518 0.497 0.507 0.723 thigh 0.553 0.066 0.583 0.553 0.568 0.776 upperarm 0.505 0.085 0.497 0.505 0.501 0.745 waist Weighted Avg. 0.567 0.072 0.566 0.567 0.566 0.773 === Confusion Matrix === a b c d e f g <-- classified as 208 29 14 19 27 34 45 | a = chest 35 195 39 7 32 23 42 | b = forearm 18 22 253 10 52 6 16 | c = head 23 6 22 249 22 26 28 | d = shin 28 42 45 28 187 21 25 | e = thigh 42 21 9 42 18 208 36 | f = upperarm 41 37 19 27 23 39 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1516 57.6426 % Incorrectly Classified Instances 1114 42.3574 % Kappa statistic 0.5058 Mean absolute error 0.1246 Root mean squared error 0.3295 Relative absolute error 50.8698 % Root relative squared error 94.1686 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.593 0.079 0.555 0.593 0.573 0.79 chest 0.592 0.074 0.57 0.592 0.581 0.767 forearm 0.641 0.068 0.612 0.641 0.626 0.82 head 0.636 0.051 0.673 0.636 0.654 0.823 shin 0.479 0.087 0.477 0.479 0.478 0.71 thigh 0.629 0.056 0.651 0.629 0.64 0.814 upperarm 0.465 0.078 0.5 0.465 0.482 0.712 waist Weighted Avg. 0.576 0.071 0.577 0.576 0.576 0.777 === Confusion Matrix === a b c d e f g <-- classified as 223 30 15 11 22 39 36 | a = chest 23 221 31 14 47 9 28 | b = forearm 19 25 241 10 48 7 26 | c = head 16 11 16 239 37 30 27 | d = shin 29 44 54 23 180 15 31 | e = thigh 50 12 11 28 12 237 27 | f = upperarm 42 45 26 30 31 27 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1457 55.3992 % Incorrectly Classified Instances 1173 44.6008 % Kappa statistic 0.4797 Mean absolute error 0.1305 Root mean squared error 0.3376 Relative absolute error 53.2727 % Root relative squared error 96.4734 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.096 0.465 0.5 0.482 0.73 chest 0.536 0.086 0.506 0.536 0.521 0.75 forearm 0.633 0.059 0.642 0.633 0.637 0.817 head 0.654 0.046 0.705 0.654 0.679 0.827 shin 0.483 0.084 0.491 0.483 0.487 0.729 thigh 0.625 0.065 0.615 0.625 0.62 0.796 upperarm 0.447 0.084 0.469 0.447 0.458 0.707 waist Weighted Avg. 0.554 0.074 0.556 0.554 0.555 0.765 === Confusion Matrix === a b c d e f g <-- classified as 188 38 24 18 17 45 46 | a = chest 44 200 22 9 46 16 36 | b = forearm 19 32 238 4 50 9 24 | c = head 29 14 10 246 22 31 24 | d = shin 29 47 45 26 182 21 27 | e = thigh 44 20 8 26 10 235 33 | f = upperarm 51 44 24 20 44 25 168 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1480 56.2524 % Incorrectly Classified Instances 1151 43.7476 % Kappa statistic 0.4896 Mean absolute error 0.1284 Root mean squared error 0.3351 Relative absolute error 52.4249 % Root relative squared error 95.7611 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.086 0.499 0.512 0.505 0.736 chest 0.512 0.084 0.501 0.512 0.507 0.734 forearm 0.622 0.063 0.624 0.622 0.623 0.802 head 0.694 0.06 0.657 0.694 0.675 0.829 shin 0.464 0.082 0.486 0.464 0.475 0.71 thigh 0.612 0.05 0.671 0.612 0.64 0.794 upperarm 0.521 0.085 0.505 0.521 0.513 0.738 waist Weighted Avg. 0.563 0.073 0.563 0.563 0.563 0.763 === Confusion Matrix === a b c d e f g <-- classified as 193 39 18 19 29 39 40 | a = chest 41 191 31 7 39 21 43 | b = forearm 22 28 234 20 46 4 22 | c = head 18 12 9 261 24 21 31 | d = shin 30 52 50 36 175 11 23 | e = thigh 39 17 12 26 19 230 33 | f = upperarm 44 42 21 28 28 17 196 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1436 54.58 % Incorrectly Classified Instances 1195 45.42 % Kappa statistic 0.4701 Mean absolute error 0.1335 Root mean squared error 0.3415 Relative absolute error 54.5291 % Root relative squared error 97.5777 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.541 0.092 0.495 0.541 0.517 0.753 chest 0.52 0.076 0.532 0.52 0.526 0.741 forearm 0.654 0.067 0.62 0.654 0.636 0.808 head 0.622 0.057 0.646 0.622 0.634 0.806 shin 0.454 0.09 0.458 0.454 0.456 0.689 thigh 0.566 0.066 0.59 0.566 0.578 0.778 upperarm 0.463 0.083 0.482 0.463 0.472 0.725 waist Weighted Avg. 0.546 0.076 0.546 0.546 0.546 0.757 === Confusion Matrix === a b c d e f g <-- classified as 204 33 19 17 33 37 34 | a = chest 27 194 37 17 41 25 32 | b = forearm 18 30 246 13 51 4 14 | c = head 17 8 9 234 33 35 40 | d = shin 42 42 52 25 171 12 33 | e = thigh 54 23 9 32 11 213 34 | f = upperarm 50 35 25 24 33 35 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1491 56.6705 % Incorrectly Classified Instances 1140 43.3295 % Kappa statistic 0.4945 Mean absolute error 0.1276 Root mean squared error 0.3322 Relative absolute error 52.1199 % Root relative squared error 94.9201 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.527 0.088 0.5 0.527 0.513 0.747 chest 0.555 0.075 0.549 0.555 0.552 0.771 forearm 0.593 0.051 0.662 0.593 0.626 0.806 head 0.684 0.055 0.675 0.684 0.679 0.843 shin 0.504 0.089 0.487 0.504 0.495 0.742 thigh 0.647 0.072 0.601 0.647 0.623 0.819 upperarm 0.457 0.076 0.5 0.457 0.478 0.718 waist Weighted Avg. 0.567 0.072 0.568 0.567 0.567 0.778 === Confusion Matrix === a b c d e f g <-- classified as 198 34 10 16 26 56 36 | a = chest 34 207 32 9 46 16 29 | b = forearm 20 31 223 18 51 5 28 | c = head 26 11 7 257 23 27 25 | d = shin 26 41 42 25 190 19 34 | e = thigh 51 16 3 25 18 244 20 | f = upperarm 41 37 20 31 36 39 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1477 56.1384 % Incorrectly Classified Instances 1154 43.8616 % Kappa statistic 0.4883 Mean absolute error 0.1295 Root mean squared error 0.3346 Relative absolute error 52.8609 % Root relative squared error 95.61 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.084 0.513 0.532 0.522 0.737 chest 0.555 0.081 0.531 0.555 0.543 0.751 forearm 0.61 0.066 0.607 0.61 0.608 0.8 head 0.641 0.055 0.66 0.641 0.65 0.823 shin 0.501 0.08 0.512 0.501 0.507 0.735 thigh 0.625 0.066 0.614 0.625 0.619 0.808 upperarm 0.465 0.08 0.493 0.465 0.479 0.721 waist Weighted Avg. 0.561 0.073 0.561 0.561 0.561 0.768 === Confusion Matrix === a b c d e f g <-- classified as 200 31 24 16 28 43 34 | a = chest 31 207 33 10 34 17 41 | b = forearm 20 34 230 17 48 11 17 | c = head 21 15 13 241 31 29 26 | d = shin 31 43 47 23 189 11 33 | e = thigh 44 21 7 28 12 235 29 | f = upperarm 43 39 25 30 27 37 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1510 57.3926 % Incorrectly Classified Instances 1121 42.6074 % Kappa statistic 0.5029 Mean absolute error 0.1247 Root mean squared error 0.3293 Relative absolute error 50.9249 % Root relative squared error 94.1159 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.551 0.081 0.532 0.551 0.541 0.755 chest 0.584 0.076 0.559 0.584 0.571 0.786 forearm 0.65 0.063 0.631 0.65 0.641 0.831 head 0.678 0.054 0.678 0.678 0.678 0.836 shin 0.48 0.09 0.473 0.48 0.476 0.712 thigh 0.596 0.054 0.649 0.596 0.621 0.802 upperarm 0.479 0.08 0.5 0.479 0.489 0.716 waist Weighted Avg. 0.574 0.071 0.575 0.574 0.574 0.777 === Confusion Matrix === a b c d e f g <-- classified as 207 31 18 20 27 37 36 | a = chest 26 218 19 8 46 17 39 | b = forearm 16 34 245 9 59 2 12 | c = head 23 9 21 255 23 23 22 | d = shin 30 38 49 31 181 11 37 | e = thigh 44 20 15 28 11 224 34 | f = upperarm 43 40 21 25 36 31 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1487 56.5399 % Incorrectly Classified Instances 1143 43.4601 % Kappa statistic 0.493 Mean absolute error 0.127 Root mean squared error 0.3318 Relative absolute error 51.868 % Root relative squared error 94.8249 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.086 0.515 0.548 0.531 0.764 chest 0.598 0.074 0.57 0.598 0.584 0.798 forearm 0.633 0.06 0.636 0.633 0.635 0.82 head 0.609 0.055 0.649 0.609 0.628 0.796 shin 0.467 0.08 0.493 0.467 0.48 0.72 thigh 0.628 0.066 0.615 0.628 0.621 0.801 upperarm 0.476 0.085 0.482 0.476 0.479 0.723 waist Weighted Avg. 0.565 0.072 0.566 0.565 0.565 0.774 === Confusion Matrix === a b c d e f g <-- classified as 206 34 19 13 20 48 36 | a = chest 33 223 19 10 36 18 34 | b = forearm 17 35 238 8 50 5 23 | c = head 32 10 19 229 24 29 33 | d = shin 27 37 53 40 176 14 30 | e = thigh 36 18 13 25 12 236 36 | f = upperarm 49 34 13 28 39 34 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1469 55.8555 % Incorrectly Classified Instances 1161 44.1445 % Kappa statistic 0.485 Mean absolute error 0.1293 Root mean squared error 0.3347 Relative absolute error 52.7908 % Root relative squared error 95.6532 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.52 0.09 0.491 0.52 0.505 0.744 chest 0.539 0.084 0.515 0.539 0.527 0.758 forearm 0.574 0.067 0.587 0.574 0.581 0.784 head 0.652 0.06 0.643 0.652 0.647 0.824 shin 0.559 0.091 0.506 0.559 0.531 0.747 thigh 0.601 0.051 0.663 0.601 0.63 0.806 upperarm 0.465 0.071 0.521 0.465 0.492 0.711 waist Weighted Avg. 0.559 0.074 0.561 0.559 0.559 0.768 === Confusion Matrix === a b c d e f g <-- classified as 196 46 23 14 37 32 29 | a = chest 34 201 36 12 37 17 36 | b = forearm 26 35 216 14 56 11 18 | c = head 23 12 19 245 36 19 22 | d = shin 20 34 45 26 210 10 31 | e = thigh 53 20 9 30 13 226 25 | f = upperarm 47 42 20 40 26 26 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1483 56.3878 % Incorrectly Classified Instances 1147 43.6122 % Kappa statistic 0.4912 Mean absolute error 0.128 Root mean squared error 0.3352 Relative absolute error 52.2809 % Root relative squared error 95.7912 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.541 0.091 0.5 0.541 0.52 0.746 chest 0.501 0.076 0.522 0.501 0.512 0.749 forearm 0.638 0.056 0.654 0.638 0.646 0.806 head 0.678 0.048 0.702 0.678 0.69 0.831 shin 0.487 0.088 0.479 0.487 0.483 0.707 thigh 0.657 0.068 0.616 0.657 0.636 0.825 upperarm 0.444 0.082 0.476 0.444 0.459 0.701 waist Weighted Avg. 0.564 0.073 0.564 0.564 0.564 0.766 === Confusion Matrix === a b c d e f g <-- classified as 204 30 24 11 27 44 37 | a = chest 45 187 26 11 42 21 41 | b = forearm 26 24 240 11 48 13 14 | c = head 15 13 10 255 35 20 28 | d = shin 37 37 39 28 183 17 35 | e = thigh 36 19 8 22 15 247 29 | f = upperarm 45 48 20 25 32 39 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1489 56.616 % Incorrectly Classified Instances 1141 43.384 % Kappa statistic 0.4939 Mean absolute error 0.1271 Root mean squared error 0.3332 Relative absolute error 51.8968 % Root relative squared error 95.22 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.56 0.083 0.531 0.56 0.545 0.759 chest 0.547 0.078 0.535 0.547 0.541 0.76 forearm 0.638 0.062 0.632 0.638 0.635 0.814 head 0.665 0.059 0.651 0.665 0.658 0.818 shin 0.455 0.075 0.504 0.455 0.478 0.722 thigh 0.585 0.06 0.62 0.585 0.602 0.789 upperarm 0.513 0.089 0.49 0.513 0.501 0.729 waist Weighted Avg. 0.566 0.072 0.566 0.566 0.566 0.77 === Confusion Matrix === a b c d e f g <-- classified as 211 32 16 14 25 40 39 | a = chest 31 204 29 18 36 20 35 | b = forearm 17 33 240 14 39 9 24 | c = head 19 15 13 250 25 23 31 | d = shin 32 40 56 30 171 15 32 | e = thigh 49 14 6 31 16 220 40 | f = upperarm 38 43 20 27 27 28 193 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1515 57.6046 % Incorrectly Classified Instances 1115 42.3954 % Kappa statistic 0.5054 Mean absolute error 0.1254 Root mean squared error 0.3304 Relative absolute error 51.1881 % Root relative squared error 94.4221 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.554 0.091 0.505 0.554 0.528 0.753 chest 0.555 0.078 0.542 0.555 0.548 0.772 forearm 0.649 0.069 0.612 0.649 0.63 0.824 head 0.689 0.056 0.673 0.689 0.681 0.821 shin 0.473 0.075 0.511 0.473 0.492 0.726 thigh 0.617 0.05 0.674 0.617 0.644 0.796 upperarm 0.495 0.076 0.52 0.495 0.507 0.718 waist Weighted Avg. 0.576 0.071 0.577 0.576 0.576 0.773 === Confusion Matrix === a b c d e f g <-- classified as 209 34 14 27 20 27 46 | a = chest 46 207 32 8 34 17 29 | b = forearm 21 30 244 8 43 7 23 | c = head 22 13 14 259 25 18 25 | d = shin 35 38 61 25 178 16 23 | e = thigh 49 18 11 24 16 232 26 | f = upperarm 32 42 23 34 32 27 186 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1438 54.656 % Incorrectly Classified Instances 1193 45.344 % Kappa statistic 0.471 Mean absolute error 0.1329 Root mean squared error 0.3409 Relative absolute error 54.2584 % Root relative squared error 97.4341 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.477 0.09 0.471 0.477 0.474 0.723 chest 0.507 0.074 0.529 0.507 0.518 0.739 forearm 0.622 0.059 0.636 0.622 0.629 0.806 head 0.63 0.051 0.673 0.63 0.651 0.808 shin 0.509 0.084 0.503 0.509 0.506 0.721 thigh 0.604 0.079 0.56 0.604 0.581 0.78 upperarm 0.476 0.091 0.465 0.476 0.47 0.711 waist Weighted Avg. 0.547 0.076 0.548 0.547 0.547 0.755 === Confusion Matrix === a b c d e f g <-- classified as 180 29 21 16 31 52 48 | a = chest 44 189 25 7 41 24 43 | b = forearm 23 31 234 13 48 9 18 | c = head 19 9 18 237 23 39 31 | d = shin 29 35 42 27 192 15 37 | e = thigh 46 21 11 30 12 227 29 | f = upperarm 41 43 17 22 35 39 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1541 58.5709 % Incorrectly Classified Instances 1090 41.4291 % Kappa statistic 0.5167 Mean absolute error 0.1227 Root mean squared error 0.3245 Relative absolute error 50.1193 % Root relative squared error 92.731 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.541 0.081 0.527 0.541 0.534 0.745 chest 0.576 0.089 0.516 0.576 0.544 0.766 forearm 0.673 0.066 0.631 0.673 0.651 0.827 head 0.705 0.05 0.703 0.705 0.704 0.838 shin 0.528 0.072 0.55 0.528 0.539 0.741 thigh 0.585 0.045 0.683 0.585 0.63 0.804 upperarm 0.492 0.08 0.507 0.492 0.499 0.733 waist Weighted Avg. 0.586 0.069 0.588 0.586 0.586 0.779 === Confusion Matrix === a b c d e f g <-- classified as 204 37 18 20 25 41 32 | a = chest 36 215 36 16 29 8 33 | b = forearm 17 37 253 9 37 7 16 | c = head 18 15 17 265 28 11 22 | d = shin 33 36 45 20 199 7 37 | e = thigh 41 30 10 19 16 220 40 | f = upperarm 38 47 22 28 28 28 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1479 56.2144 % Incorrectly Classified Instances 1152 43.7856 % Kappa statistic 0.4892 Mean absolute error 0.1281 Root mean squared error 0.3335 Relative absolute error 52.3168 % Root relative squared error 95.2974 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.491 0.078 0.512 0.491 0.501 0.73 chest 0.552 0.09 0.502 0.552 0.526 0.751 forearm 0.644 0.066 0.619 0.644 0.631 0.82 head 0.657 0.061 0.642 0.657 0.649 0.825 shin 0.485 0.076 0.517 0.485 0.501 0.738 thigh 0.604 0.063 0.617 0.604 0.61 0.803 upperarm 0.503 0.077 0.522 0.503 0.512 0.725 waist Weighted Avg. 0.562 0.073 0.562 0.562 0.562 0.77 === Confusion Matrix === a b c d e f g <-- classified as 185 38 19 18 33 54 30 | a = chest 28 206 36 14 34 16 39 | b = forearm 18 39 242 10 39 6 22 | c = head 18 17 15 247 24 24 31 | d = shin 34 50 50 25 183 11 24 | e = thigh 36 24 9 36 17 227 27 | f = upperarm 42 36 20 35 24 30 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1493 56.7465 % Incorrectly Classified Instances 1138 43.2535 % Kappa statistic 0.4954 Mean absolute error 0.1278 Root mean squared error 0.3316 Relative absolute error 52.1759 % Root relative squared error 94.7723 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.581 0.091 0.518 0.581 0.548 0.777 chest 0.534 0.072 0.551 0.534 0.542 0.761 forearm 0.668 0.06 0.65 0.668 0.659 0.827 head 0.654 0.058 0.654 0.654 0.654 0.81 shin 0.485 0.074 0.523 0.485 0.503 0.732 thigh 0.593 0.071 0.582 0.593 0.588 0.788 upperarm 0.457 0.08 0.489 0.457 0.473 0.714 waist Weighted Avg. 0.567 0.072 0.567 0.567 0.567 0.773 === Confusion Matrix === a b c d e f g <-- classified as 219 27 15 15 28 39 34 | a = chest 43 199 25 11 31 25 39 | b = forearm 19 28 251 15 42 6 15 | c = head 25 13 11 246 21 36 24 | d = shin 24 37 56 26 183 21 30 | e = thigh 53 15 9 24 14 223 38 | f = upperarm 40 42 19 39 31 33 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1503 57.1266 % Incorrectly Classified Instances 1128 42.8734 % Kappa statistic 0.4998 Mean absolute error 0.1255 Root mean squared error 0.3314 Relative absolute error 51.2486 % Root relative squared error 94.6948 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.086 0.51 0.536 0.523 0.758 chest 0.587 0.071 0.576 0.587 0.582 0.777 forearm 0.657 0.063 0.633 0.657 0.645 0.817 head 0.662 0.054 0.671 0.662 0.667 0.819 shin 0.472 0.082 0.49 0.472 0.481 0.71 thigh 0.63 0.071 0.597 0.63 0.613 0.811 upperarm 0.455 0.072 0.512 0.455 0.482 0.725 waist Weighted Avg. 0.571 0.071 0.57 0.571 0.57 0.774 === Confusion Matrix === a b c d e f g <-- classified as 202 32 14 18 29 50 32 | a = chest 32 219 22 6 37 23 34 | b = forearm 16 25 247 13 43 8 24 | c = head 17 12 17 249 25 32 24 | d = shin 30 44 55 29 178 12 29 | e = thigh 51 14 15 24 15 237 20 | f = upperarm 48 34 20 32 36 35 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1492 56.73 % Incorrectly Classified Instances 1138 43.27 % Kappa statistic 0.4952 Mean absolute error 0.1272 Root mean squared error 0.3336 Relative absolute error 51.9509 % Root relative squared error 95.3334 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.093 0.49 0.537 0.513 0.75 chest 0.566 0.086 0.522 0.566 0.543 0.758 forearm 0.638 0.063 0.63 0.638 0.634 0.822 head 0.684 0.05 0.695 0.684 0.689 0.826 shin 0.475 0.083 0.49 0.475 0.482 0.731 thigh 0.574 0.063 0.602 0.574 0.588 0.792 upperarm 0.497 0.067 0.552 0.497 0.523 0.736 waist Weighted Avg. 0.567 0.072 0.569 0.567 0.567 0.774 === Confusion Matrix === a b c d e f g <-- classified as 202 35 20 13 24 41 41 | a = chest 34 211 28 16 38 17 29 | b = forearm 20 32 240 11 53 15 5 | c = head 19 9 18 257 23 24 26 | d = shin 38 44 53 23 179 15 25 | e = thigh 57 26 8 30 13 216 26 | f = upperarm 42 47 14 20 35 31 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1513 57.5285 % Incorrectly Classified Instances 1117 42.4715 % Kappa statistic 0.5045 Mean absolute error 0.1262 Root mean squared error 0.3315 Relative absolute error 51.5504 % Root relative squared error 94.725 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.543 0.079 0.535 0.543 0.539 0.746 chest 0.552 0.073 0.555 0.552 0.554 0.753 forearm 0.668 0.066 0.628 0.668 0.647 0.817 head 0.697 0.048 0.706 0.697 0.701 0.833 shin 0.42 0.071 0.495 0.42 0.455 0.687 thigh 0.629 0.069 0.603 0.629 0.616 0.797 upperarm 0.519 0.089 0.494 0.519 0.506 0.745 waist Weighted Avg. 0.575 0.071 0.574 0.575 0.574 0.768 === Confusion Matrix === a b c d e f g <-- classified as 204 29 18 11 25 51 38 | a = chest 31 206 27 6 38 19 46 | b = forearm 18 30 251 11 39 6 21 | c = head 18 10 13 262 19 27 27 | d = shin 28 40 59 33 158 23 35 | e = thigh 43 17 11 23 13 237 33 | f = upperarm 39 39 21 25 27 30 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1502 57.1103 % Incorrectly Classified Instances 1128 42.8897 % Kappa statistic 0.4996 Mean absolute error 0.1261 Root mean squared error 0.3319 Relative absolute error 51.4975 % Root relative squared error 94.8514 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.077 0.531 0.524 0.527 0.749 chest 0.568 0.073 0.562 0.568 0.565 0.764 forearm 0.634 0.063 0.629 0.634 0.631 0.809 head 0.665 0.053 0.676 0.665 0.67 0.816 shin 0.503 0.087 0.49 0.503 0.496 0.718 thigh 0.628 0.062 0.628 0.628 0.628 0.814 upperarm 0.476 0.085 0.484 0.476 0.48 0.716 waist Weighted Avg. 0.571 0.071 0.571 0.571 0.571 0.769 === Confusion Matrix === a b c d e f g <-- classified as 197 33 24 16 24 35 47 | a = chest 35 212 19 15 43 18 31 | b = forearm 17 27 239 10 61 8 15 | c = head 12 10 18 250 26 35 25 | d = shin 29 33 45 28 189 16 36 | e = thigh 38 19 5 26 15 236 37 | f = upperarm 43 43 30 25 28 28 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1497 56.9202 % Incorrectly Classified Instances 1133 43.0798 % Kappa statistic 0.4974 Mean absolute error 0.1267 Root mean squared error 0.3324 Relative absolute error 51.7509 % Root relative squared error 95.0023 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.081 0.525 0.537 0.531 0.747 chest 0.552 0.078 0.539 0.552 0.546 0.748 forearm 0.658 0.052 0.678 0.658 0.668 0.82 head 0.636 0.056 0.655 0.636 0.645 0.812 shin 0.476 0.085 0.482 0.476 0.479 0.719 thigh 0.628 0.06 0.634 0.628 0.631 0.807 upperarm 0.497 0.09 0.481 0.497 0.489 0.737 waist Weighted Avg. 0.569 0.072 0.571 0.569 0.57 0.77 === Confusion Matrix === a b c d e f g <-- classified as 202 23 10 20 29 42 50 | a = chest 33 206 24 17 40 17 36 | b = forearm 16 33 248 15 34 7 24 | c = head 21 15 10 239 40 31 20 | d = shin 33 45 48 23 179 14 34 | e = thigh 41 21 9 17 14 236 38 | f = upperarm 39 39 17 34 35 25 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1509 57.3764 % Incorrectly Classified Instances 1121 42.6236 % Kappa statistic 0.5027 Mean absolute error 0.1264 Root mean squared error 0.3308 Relative absolute error 51.6164 % Root relative squared error 94.525 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.549 0.087 0.514 0.549 0.531 0.756 chest 0.55 0.074 0.551 0.55 0.55 0.768 forearm 0.638 0.058 0.649 0.638 0.643 0.809 head 0.681 0.051 0.69 0.681 0.685 0.837 shin 0.505 0.069 0.549 0.505 0.526 0.733 thigh 0.63 0.071 0.597 0.63 0.613 0.797 upperarm 0.463 0.087 0.469 0.463 0.466 0.707 waist Weighted Avg. 0.574 0.071 0.574 0.574 0.574 0.772 === Confusion Matrix === a b c d e f g <-- classified as 207 30 13 10 29 49 39 | a = chest 26 205 30 8 30 27 47 | b = forearm 17 28 240 21 37 7 26 | c = head 24 13 14 256 19 24 26 | d = shin 33 37 46 22 190 19 29 | e = thigh 49 14 4 27 15 237 30 | f = upperarm 47 45 23 27 26 34 174 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1421 54.0099 % Incorrectly Classified Instances 1210 45.9901 % Kappa statistic 0.4635 Mean absolute error 0.1344 Root mean squared error 0.3435 Relative absolute error 54.8782 % Root relative squared error 98.1594 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.082 0.505 0.5 0.503 0.732 chest 0.531 0.091 0.491 0.531 0.51 0.736 forearm 0.585 0.063 0.609 0.585 0.597 0.792 head 0.646 0.052 0.675 0.646 0.66 0.817 shin 0.477 0.092 0.464 0.477 0.471 0.711 thigh 0.621 0.065 0.614 0.621 0.617 0.81 upperarm 0.42 0.092 0.432 0.42 0.426 0.683 waist Weighted Avg. 0.54 0.077 0.542 0.54 0.541 0.754 === Confusion Matrix === a b c d e f g <-- classified as 188 32 20 14 28 49 45 | a = chest 30 198 32 10 35 21 47 | b = forearm 18 42 220 10 55 6 25 | c = head 20 13 10 243 38 27 25 | d = shin 29 42 46 32 180 12 36 | e = thigh 44 24 7 21 17 234 30 | f = upperarm 43 52 26 30 35 32 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1457 55.3782 % Incorrectly Classified Instances 1174 44.6218 % Kappa statistic 0.4794 Mean absolute error 0.1308 Root mean squared error 0.3379 Relative absolute error 53.4221 % Root relative squared error 96.5698 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.504 0.089 0.486 0.504 0.495 0.723 chest 0.512 0.076 0.528 0.512 0.52 0.746 forearm 0.588 0.066 0.599 0.588 0.593 0.784 head 0.681 0.058 0.663 0.681 0.672 0.827 shin 0.509 0.086 0.497 0.509 0.503 0.72 thigh 0.582 0.066 0.595 0.582 0.589 0.774 upperarm 0.5 0.08 0.509 0.5 0.505 0.741 waist Weighted Avg. 0.554 0.074 0.554 0.554 0.554 0.759 === Confusion Matrix === a b c d e f g <-- classified as 190 33 19 19 25 56 35 | a = chest 35 191 36 9 40 23 39 | b = forearm 17 30 221 14 59 9 26 | c = head 20 15 15 256 20 23 27 | d = shin 31 35 50 28 192 13 28 | e = thigh 58 25 8 30 10 219 26 | f = upperarm 40 33 20 30 40 25 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1494 56.7845 % Incorrectly Classified Instances 1137 43.2155 % Kappa statistic 0.4958 Mean absolute error 0.1284 Root mean squared error 0.3337 Relative absolute error 52.4279 % Root relative squared error 95.3613 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.531 0.098 0.475 0.531 0.501 0.742 chest 0.558 0.078 0.542 0.558 0.55 0.761 forearm 0.641 0.066 0.618 0.641 0.629 0.804 head 0.697 0.058 0.668 0.697 0.682 0.826 shin 0.491 0.069 0.544 0.491 0.516 0.718 thigh 0.574 0.061 0.61 0.574 0.592 0.772 upperarm 0.484 0.075 0.52 0.484 0.501 0.721 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.567 0.763 === Confusion Matrix === a b c d e f g <-- classified as 200 31 20 19 28 43 36 | a = chest 43 208 36 7 29 18 32 | b = forearm 28 33 241 13 40 4 17 | c = head 24 8 13 262 21 25 23 | d = shin 35 40 53 26 185 10 28 | e = thigh 51 18 10 33 16 216 32 | f = upperarm 40 46 17 32 21 38 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1468 55.7963 % Incorrectly Classified Instances 1163 44.2037 % Kappa statistic 0.4843 Mean absolute error 0.1296 Root mean squared error 0.3348 Relative absolute error 52.902 % Root relative squared error 95.6668 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.491 0.085 0.491 0.491 0.491 0.721 chest 0.544 0.087 0.507 0.544 0.525 0.757 forearm 0.612 0.062 0.623 0.612 0.617 0.806 head 0.691 0.055 0.675 0.691 0.683 0.836 shin 0.493 0.081 0.504 0.493 0.499 0.727 thigh 0.601 0.07 0.59 0.601 0.596 0.789 upperarm 0.473 0.075 0.511 0.473 0.492 0.726 waist Weighted Avg. 0.558 0.074 0.558 0.558 0.558 0.766 === Confusion Matrix === a b c d e f g <-- classified as 185 49 18 18 25 50 32 | a = chest 31 203 41 8 37 12 41 | b = forearm 21 31 230 13 54 9 18 | c = head 21 11 10 260 24 31 19 | d = shin 27 39 45 31 186 18 31 | e = thigh 45 26 11 26 13 226 29 | f = upperarm 47 41 14 29 30 37 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1522 57.8487 % Incorrectly Classified Instances 1109 42.1513 % Kappa statistic 0.5082 Mean absolute error 0.1237 Root mean squared error 0.3282 Relative absolute error 50.5172 % Root relative squared error 93.8037 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.533 0.079 0.532 0.533 0.532 0.755 chest 0.558 0.077 0.546 0.558 0.552 0.764 forearm 0.657 0.06 0.645 0.657 0.651 0.831 head 0.662 0.054 0.673 0.662 0.668 0.822 shin 0.52 0.078 0.528 0.52 0.524 0.737 thigh 0.638 0.062 0.633 0.638 0.636 0.807 upperarm 0.481 0.083 0.491 0.481 0.486 0.718 waist Weighted Avg. 0.578 0.07 0.578 0.578 0.578 0.776 === Confusion Matrix === a b c d e f g <-- classified as 201 38 20 17 27 42 32 | a = chest 32 208 23 11 40 22 37 | b = forearm 17 25 247 11 47 4 25 | c = head 21 16 10 249 23 25 32 | d = shin 25 37 51 28 196 13 27 | e = thigh 39 17 9 25 11 240 35 | f = upperarm 43 40 23 29 27 33 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1514 57.5665 % Incorrectly Classified Instances 1116 42.4335 % Kappa statistic 0.5049 Mean absolute error 0.1257 Root mean squared error 0.3297 Relative absolute error 51.3083 % Root relative squared error 94.2069 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.554 0.079 0.54 0.554 0.547 0.751 chest 0.525 0.075 0.536 0.525 0.53 0.748 forearm 0.622 0.061 0.629 0.622 0.626 0.825 head 0.689 0.05 0.696 0.689 0.693 0.836 shin 0.503 0.087 0.49 0.503 0.496 0.723 thigh 0.652 0.055 0.664 0.652 0.658 0.817 upperarm 0.484 0.087 0.481 0.484 0.483 0.71 waist Weighted Avg. 0.576 0.071 0.577 0.576 0.576 0.773 === Confusion Matrix === a b c d e f g <-- classified as 209 33 15 16 28 34 42 | a = chest 31 196 31 9 45 18 43 | b = forearm 13 32 234 22 50 5 20 | c = head 13 9 5 259 25 30 35 | d = shin 26 37 54 24 189 15 31 | e = thigh 47 16 12 17 14 245 25 | f = upperarm 48 43 21 25 35 22 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1496 56.8821 % Incorrectly Classified Instances 1134 43.1179 % Kappa statistic 0.497 Mean absolute error 0.127 Root mean squared error 0.3323 Relative absolute error 51.8731 % Root relative squared error 94.9496 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.515 0.083 0.509 0.515 0.512 0.737 chest 0.566 0.072 0.566 0.566 0.566 0.766 forearm 0.63 0.069 0.603 0.63 0.616 0.808 head 0.609 0.052 0.66 0.609 0.633 0.801 shin 0.521 0.088 0.497 0.521 0.509 0.733 thigh 0.652 0.066 0.623 0.652 0.637 0.825 upperarm 0.489 0.073 0.527 0.489 0.508 0.743 waist Weighted Avg. 0.569 0.072 0.569 0.569 0.569 0.773 === Confusion Matrix === a b c d e f g <-- classified as 194 31 29 14 32 39 38 | a = chest 26 211 41 10 33 17 35 | b = forearm 17 36 237 8 51 10 17 | c = head 20 14 13 229 27 41 32 | d = shin 39 31 45 34 196 11 20 | e = thigh 45 15 8 23 17 245 23 | f = upperarm 40 35 20 29 38 30 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1475 56.0837 % Incorrectly Classified Instances 1155 43.9163 % Kappa statistic 0.4877 Mean absolute error 0.1287 Root mean squared error 0.3356 Relative absolute error 52.5662 % Root relative squared error 95.9041 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.516 0.085 0.504 0.516 0.51 0.735 chest 0.574 0.088 0.519 0.574 0.545 0.768 forearm 0.655 0.063 0.635 0.655 0.645 0.819 head 0.668 0.051 0.684 0.668 0.676 0.827 shin 0.481 0.083 0.491 0.481 0.486 0.731 thigh 0.564 0.061 0.607 0.564 0.585 0.781 upperarm 0.468 0.081 0.49 0.468 0.479 0.714 waist Weighted Avg. 0.561 0.073 0.562 0.561 0.561 0.768 === Confusion Matrix === a b c d e f g <-- classified as 194 44 18 14 23 44 39 | a = chest 33 214 30 6 37 12 41 | b = forearm 25 25 247 6 51 2 21 | c = head 18 8 10 251 35 28 26 | d = shin 25 58 54 20 181 15 23 | e = thigh 52 20 7 39 13 212 33 | f = upperarm 38 43 23 31 29 36 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1471 55.9316 % Incorrectly Classified Instances 1159 44.0684 % Kappa statistic 0.4859 Mean absolute error 0.1295 Root mean squared error 0.3362 Relative absolute error 52.8796 % Root relative squared error 96.0713 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.556 0.091 0.505 0.556 0.529 0.752 chest 0.523 0.082 0.515 0.523 0.519 0.743 forearm 0.597 0.071 0.586 0.597 0.591 0.801 head 0.673 0.044 0.717 0.673 0.694 0.825 shin 0.508 0.088 0.491 0.508 0.499 0.74 thigh 0.582 0.061 0.613 0.582 0.598 0.792 upperarm 0.476 0.078 0.506 0.476 0.49 0.717 waist Weighted Avg. 0.559 0.073 0.562 0.559 0.56 0.767 === Confusion Matrix === a b c d e f g <-- classified as 209 32 22 13 28 41 31 | a = chest 26 195 33 8 50 19 42 | b = forearm 27 35 225 11 48 7 24 | c = head 20 11 21 253 28 21 22 | d = shin 36 43 56 15 191 11 24 | e = thigh 55 25 9 24 12 219 32 | f = upperarm 41 38 18 29 32 39 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1523 57.9087 % Incorrectly Classified Instances 1107 42.0913 % Kappa statistic 0.5089 Mean absolute error 0.1247 Root mean squared error 0.3288 Relative absolute error 50.9013 % Root relative squared error 93.9704 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.551 0.082 0.528 0.551 0.539 0.761 chest 0.574 0.083 0.534 0.574 0.553 0.764 forearm 0.644 0.068 0.611 0.644 0.627 0.81 head 0.697 0.05 0.701 0.697 0.699 0.848 shin 0.501 0.075 0.529 0.501 0.515 0.743 thigh 0.617 0.058 0.641 0.617 0.629 0.813 upperarm 0.471 0.076 0.509 0.471 0.489 0.718 waist Weighted Avg. 0.579 0.07 0.579 0.579 0.579 0.78 === Confusion Matrix === a b c d e f g <-- classified as 207 41 15 11 26 42 34 | a = chest 37 214 29 11 32 17 33 | b = forearm 17 28 242 12 51 3 23 | c = head 16 13 13 262 28 28 16 | d = shin 30 34 58 18 189 14 34 | e = thigh 47 19 9 28 10 232 31 | f = upperarm 38 52 30 32 21 26 177 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1454 55.2642 % Incorrectly Classified Instances 1177 44.7358 % Kappa statistic 0.4781 Mean absolute error 0.1316 Root mean squared error 0.3387 Relative absolute error 53.7273 % Root relative squared error 96.78 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.549 0.086 0.516 0.549 0.532 0.757 chest 0.539 0.076 0.539 0.539 0.539 0.76 forearm 0.636 0.066 0.618 0.636 0.626 0.82 head 0.604 0.055 0.649 0.604 0.625 0.8 shin 0.485 0.09 0.475 0.485 0.48 0.715 thigh 0.58 0.064 0.602 0.58 0.591 0.786 upperarm 0.476 0.086 0.48 0.476 0.478 0.71 waist Weighted Avg. 0.553 0.075 0.554 0.553 0.553 0.764 === Confusion Matrix === a b c d e f g <-- classified as 207 29 18 13 22 49 39 | a = chest 36 201 24 11 49 14 38 | b = forearm 24 25 239 11 52 7 18 | c = head 13 17 20 227 34 31 34 | d = shin 29 42 46 28 183 16 33 | e = thigh 45 21 12 29 19 218 32 | f = upperarm 47 38 28 31 26 27 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1476 56.1003 % Incorrectly Classified Instances 1155 43.8997 % Kappa statistic 0.4878 Mean absolute error 0.1279 Root mean squared error 0.3343 Relative absolute error 52.2074 % Root relative squared error 95.5468 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.491 0.084 0.495 0.491 0.493 0.732 chest 0.55 0.089 0.506 0.55 0.527 0.759 forearm 0.628 0.064 0.619 0.628 0.624 0.807 head 0.67 0.051 0.685 0.67 0.677 0.829 shin 0.477 0.093 0.462 0.477 0.469 0.719 thigh 0.628 0.064 0.619 0.628 0.624 0.804 upperarm 0.484 0.067 0.548 0.484 0.514 0.735 waist Weighted Avg. 0.561 0.073 0.562 0.561 0.561 0.769 === Confusion Matrix === a b c d e f g <-- classified as 185 45 21 15 27 50 34 | a = chest 38 205 37 6 51 12 24 | b = forearm 18 34 236 12 54 7 15 | c = head 25 14 16 252 25 24 20 | d = shin 34 52 46 29 180 13 23 | e = thigh 35 15 8 27 21 236 34 | f = upperarm 39 40 17 27 32 39 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1494 56.7845 % Incorrectly Classified Instances 1137 43.2155 % Kappa statistic 0.4958 Mean absolute error 0.1278 Root mean squared error 0.3326 Relative absolute error 52.1906 % Root relative squared error 95.0343 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.088 0.503 0.532 0.517 0.752 chest 0.584 0.076 0.559 0.584 0.571 0.774 forearm 0.647 0.059 0.646 0.647 0.646 0.821 head 0.66 0.056 0.663 0.66 0.661 0.825 shin 0.491 0.073 0.529 0.491 0.509 0.728 thigh 0.604 0.064 0.612 0.604 0.608 0.794 upperarm 0.457 0.088 0.465 0.457 0.461 0.704 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.568 0.771 === Confusion Matrix === a b c d e f g <-- classified as 200 23 13 15 27 48 50 | a = chest 24 218 31 6 37 18 39 | b = forearm 32 31 244 14 33 5 18 | c = head 28 10 15 248 23 29 23 | d = shin 30 38 46 33 185 12 33 | e = thigh 40 22 10 26 16 227 35 | f = upperarm 44 48 19 32 29 32 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1479 56.2144 % Incorrectly Classified Instances 1152 43.7856 % Kappa statistic 0.4892 Mean absolute error 0.1282 Root mean squared error 0.3327 Relative absolute error 52.3643 % Root relative squared error 95.0895 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.081 0.524 0.532 0.528 0.755 chest 0.544 0.081 0.525 0.544 0.534 0.758 forearm 0.653 0.068 0.617 0.653 0.634 0.804 head 0.636 0.052 0.671 0.636 0.653 0.827 shin 0.491 0.079 0.51 0.491 0.5 0.729 thigh 0.598 0.066 0.602 0.598 0.6 0.796 upperarm 0.481 0.084 0.489 0.481 0.485 0.707 waist Weighted Avg. 0.562 0.073 0.562 0.562 0.562 0.768 === Confusion Matrix === a b c d e f g <-- classified as 200 35 24 15 26 46 30 | a = chest 39 203 27 7 34 18 45 | b = forearm 11 31 246 18 43 7 21 | c = head 12 20 14 239 28 33 30 | d = shin 31 36 50 34 185 15 26 | e = thigh 51 19 11 19 14 225 37 | f = upperarm 38 43 27 24 33 30 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1479 56.2144 % Incorrectly Classified Instances 1152 43.7856 % Kappa statistic 0.4892 Mean absolute error 0.1285 Root mean squared error 0.3354 Relative absolute error 52.4552 % Root relative squared error 95.8448 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.091 0.484 0.513 0.498 0.726 chest 0.52 0.075 0.534 0.52 0.527 0.752 forearm 0.617 0.06 0.63 0.617 0.624 0.801 head 0.673 0.055 0.673 0.673 0.673 0.822 shin 0.52 0.084 0.508 0.52 0.514 0.733 thigh 0.634 0.057 0.649 0.634 0.642 0.807 upperarm 0.457 0.088 0.464 0.457 0.461 0.706 waist Weighted Avg. 0.562 0.073 0.563 0.562 0.563 0.764 === Confusion Matrix === a b c d e f g <-- classified as 193 27 22 33 37 34 30 | a = chest 42 194 35 8 40 18 36 | b = forearm 14 28 232 10 50 13 29 | c = head 15 16 11 253 20 26 35 | d = shin 25 44 37 25 196 12 38 | e = thigh 60 12 8 19 8 239 31 | f = upperarm 50 42 23 28 35 26 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1474 56.0456 % Incorrectly Classified Instances 1156 43.9544 % Kappa statistic 0.4872 Mean absolute error 0.1279 Root mean squared error 0.3327 Relative absolute error 52.2082 % Root relative squared error 95.0769 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.54 0.102 0.469 0.54 0.502 0.742 chest 0.509 0.063 0.571 0.509 0.538 0.748 forearm 0.657 0.071 0.608 0.657 0.632 0.819 head 0.67 0.046 0.708 0.67 0.689 0.824 shin 0.469 0.086 0.478 0.469 0.474 0.715 thigh 0.609 0.065 0.609 0.609 0.609 0.813 upperarm 0.468 0.08 0.494 0.468 0.481 0.714 waist Weighted Avg. 0.56 0.073 0.562 0.56 0.561 0.768 === Confusion Matrix === a b c d e f g <-- classified as 203 22 18 8 35 45 45 | a = chest 40 190 42 5 41 18 37 | b = forearm 27 30 247 8 40 9 15 | c = head 20 7 6 252 20 42 29 | d = shin 39 34 58 21 177 17 31 | e = thigh 53 15 9 30 17 229 23 | f = upperarm 51 35 26 32 40 16 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1467 55.7795 % Incorrectly Classified Instances 1163 44.2205 % Kappa statistic 0.4841 Mean absolute error 0.1309 Root mean squared error 0.3381 Relative absolute error 53.448 % Root relative squared error 96.6134 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.578 0.094 0.508 0.578 0.541 0.764 chest 0.48 0.073 0.522 0.48 0.5 0.727 forearm 0.63 0.067 0.609 0.63 0.62 0.805 head 0.657 0.057 0.659 0.657 0.658 0.809 shin 0.481 0.082 0.495 0.481 0.488 0.722 thigh 0.585 0.061 0.615 0.585 0.599 0.779 upperarm 0.492 0.082 0.5 0.492 0.496 0.731 waist Weighted Avg. 0.558 0.074 0.558 0.558 0.557 0.762 === Confusion Matrix === a b c d e f g <-- classified as 218 26 19 17 20 46 31 | a = chest 39 179 41 12 44 15 43 | b = forearm 29 26 237 16 38 8 22 | c = head 27 12 13 247 28 24 25 | d = shin 24 39 58 31 181 15 28 | e = thigh 46 22 8 27 17 220 36 | f = upperarm 46 39 13 25 38 30 185 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1495 56.8441 % Incorrectly Classified Instances 1135 43.1559 % Kappa statistic 0.4965 Mean absolute error 0.1279 Root mean squared error 0.3328 Relative absolute error 52.2402 % Root relative squared error 95.1122 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.087 0.508 0.536 0.521 0.757 chest 0.525 0.072 0.546 0.525 0.536 0.74 forearm 0.641 0.07 0.604 0.641 0.622 0.819 head 0.646 0.055 0.66 0.646 0.653 0.818 shin 0.484 0.076 0.514 0.484 0.499 0.723 thigh 0.628 0.067 0.611 0.628 0.619 0.803 upperarm 0.519 0.076 0.533 0.519 0.526 0.727 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.568 0.769 === Confusion Matrix === a b c d e f g <-- classified as 202 27 17 20 28 47 36 | a = chest 39 196 34 11 39 16 38 | b = forearm 19 29 241 11 52 9 15 | c = head 22 10 16 243 21 38 26 | d = shin 28 43 60 29 182 11 23 | e = thigh 37 21 12 29 8 236 33 | f = upperarm 51 33 19 25 24 29 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1521 57.8327 % Incorrectly Classified Instances 1109 42.1673 % Kappa statistic 0.5081 Mean absolute error 0.1247 Root mean squared error 0.3293 Relative absolute error 50.9242 % Root relative squared error 94.0994 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.501 0.079 0.515 0.501 0.508 0.727 chest 0.584 0.087 0.525 0.584 0.553 0.766 forearm 0.622 0.062 0.627 0.622 0.625 0.811 head 0.718 0.048 0.712 0.718 0.715 0.838 shin 0.505 0.085 0.499 0.505 0.502 0.735 thigh 0.641 0.058 0.65 0.641 0.645 0.821 upperarm 0.476 0.073 0.52 0.476 0.497 0.727 waist Weighted Avg. 0.578 0.07 0.578 0.578 0.578 0.775 === Confusion Matrix === a b c d e f g <-- classified as 189 42 15 19 44 36 32 | a = chest 35 218 30 13 29 17 31 | b = forearm 20 38 234 11 48 6 19 | c = head 17 11 7 270 20 23 28 | d = shin 30 46 55 19 190 13 23 | e = thigh 32 21 9 25 16 241 32 | f = upperarm 44 39 23 22 34 35 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1494 56.8061 % Incorrectly Classified Instances 1136 43.1939 % Kappa statistic 0.4961 Mean absolute error 0.127 Root mean squared error 0.3313 Relative absolute error 51.8755 % Root relative squared error 94.6887 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.56 0.089 0.512 0.56 0.535 0.765 chest 0.544 0.085 0.515 0.544 0.529 0.751 forearm 0.58 0.047 0.671 0.58 0.622 0.781 head 0.673 0.061 0.647 0.673 0.66 0.823 shin 0.545 0.078 0.538 0.545 0.542 0.753 thigh 0.633 0.059 0.64 0.633 0.636 0.819 upperarm 0.441 0.084 0.468 0.441 0.454 0.714 waist Weighted Avg. 0.568 0.072 0.57 0.568 0.568 0.772 === Confusion Matrix === a b c d e f g <-- classified as 211 27 14 17 23 42 43 | a = chest 36 203 29 14 35 25 31 | b = forearm 22 34 218 21 53 7 21 | c = head 19 15 8 253 24 23 34 | d = shin 25 42 37 22 205 10 35 | e = thigh 56 15 7 27 8 238 25 | f = upperarm 43 58 12 37 33 27 166 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1493 56.7465 % Incorrectly Classified Instances 1138 43.2535 % Kappa statistic 0.4954 Mean absolute error 0.128 Root mean squared error 0.3341 Relative absolute error 52.2684 % Root relative squared error 95.4792 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.525 0.097 0.476 0.525 0.499 0.742 chest 0.542 0.088 0.504 0.542 0.522 0.747 forearm 0.641 0.065 0.621 0.641 0.631 0.796 head 0.684 0.049 0.7 0.684 0.692 0.835 shin 0.509 0.079 0.518 0.509 0.513 0.739 thigh 0.596 0.055 0.644 0.596 0.619 0.798 upperarm 0.476 0.071 0.526 0.476 0.5 0.721 waist Weighted Avg. 0.567 0.072 0.57 0.567 0.568 0.768 === Confusion Matrix === a b c d e f g <-- classified as 198 38 20 12 24 50 35 | a = chest 47 202 37 9 31 20 27 | b = forearm 20 26 241 12 54 7 16 | c = head 20 16 11 257 19 23 30 | d = shin 34 51 50 23 192 4 23 | e = thigh 43 24 10 28 17 224 30 | f = upperarm 54 44 19 26 34 20 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1472 55.9483 % Incorrectly Classified Instances 1159 44.0517 % Kappa statistic 0.4861 Mean absolute error 0.1295 Root mean squared error 0.3343 Relative absolute error 52.8732 % Root relative squared error 95.5345 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.091 0.496 0.536 0.515 0.748 chest 0.563 0.082 0.53 0.563 0.546 0.773 forearm 0.654 0.063 0.634 0.654 0.644 0.816 head 0.681 0.052 0.686 0.681 0.684 0.829 shin 0.416 0.075 0.483 0.416 0.447 0.704 thigh 0.572 0.061 0.611 0.572 0.591 0.801 upperarm 0.495 0.09 0.477 0.495 0.486 0.71 waist Weighted Avg. 0.559 0.073 0.56 0.559 0.559 0.769 === Confusion Matrix === a b c d e f g <-- classified as 202 27 17 12 24 56 39 | a = chest 28 210 28 7 30 16 54 | b = forearm 18 29 246 18 45 5 15 | c = head 21 9 15 256 25 24 26 | d = shin 40 50 51 31 157 10 38 | e = thigh 51 27 12 24 15 215 32 | f = upperarm 47 44 19 25 29 26 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1484 56.4044 % Incorrectly Classified Instances 1147 43.5956 % Kappa statistic 0.4914 Mean absolute error 0.1282 Root mean squared error 0.3339 Relative absolute error 52.3688 % Root relative squared error 95.4123 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.546 0.081 0.531 0.546 0.539 0.759 chest 0.601 0.089 0.527 0.601 0.561 0.779 forearm 0.617 0.069 0.599 0.617 0.608 0.794 head 0.678 0.056 0.669 0.678 0.674 0.831 shin 0.472 0.086 0.48 0.472 0.476 0.729 thigh 0.585 0.055 0.641 0.585 0.612 0.798 upperarm 0.449 0.074 0.503 0.449 0.475 0.701 waist Weighted Avg. 0.564 0.073 0.564 0.564 0.563 0.77 === Confusion Matrix === a b c d e f g <-- classified as 206 40 18 14 24 38 37 | a = chest 30 224 27 10 35 17 30 | b = forearm 16 38 232 9 60 2 19 | c = head 13 13 20 255 26 24 25 | d = shin 29 45 54 31 178 11 29 | e = thigh 50 25 17 31 6 220 27 | f = upperarm 44 40 19 31 42 31 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1519 57.7347 % Incorrectly Classified Instances 1112 42.2653 % Kappa statistic 0.5069 Mean absolute error 0.1248 Root mean squared error 0.3277 Relative absolute error 50.9591 % Root relative squared error 93.6461 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.546 0.074 0.554 0.546 0.55 0.766 chest 0.55 0.072 0.557 0.55 0.553 0.764 forearm 0.617 0.059 0.636 0.617 0.626 0.808 head 0.723 0.061 0.665 0.723 0.693 0.848 shin 0.536 0.093 0.491 0.536 0.513 0.744 thigh 0.628 0.056 0.652 0.628 0.64 0.809 upperarm 0.441 0.079 0.483 0.441 0.461 0.704 waist Weighted Avg. 0.577 0.07 0.577 0.577 0.577 0.778 === Confusion Matrix === a b c d e f g <-- classified as 206 32 15 16 27 47 34 | a = chest 31 205 28 15 43 10 41 | b = forearm 26 27 232 9 60 4 18 | c = head 11 7 14 272 24 24 24 | d = shin 29 32 45 25 202 11 33 | e = thigh 33 19 11 32 17 236 28 | f = upperarm 36 46 20 40 38 30 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1547 58.7989 % Incorrectly Classified Instances 1084 41.2011 % Kappa statistic 0.5193 Mean absolute error 0.1232 Root mean squared error 0.3261 Relative absolute error 50.3144 % Root relative squared error 93.196 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.556 0.09 0.506 0.556 0.53 0.765 chest 0.566 0.084 0.528 0.566 0.546 0.753 forearm 0.673 0.052 0.684 0.673 0.678 0.835 head 0.638 0.048 0.688 0.638 0.662 0.814 shin 0.533 0.067 0.573 0.533 0.552 0.752 thigh 0.666 0.06 0.649 0.666 0.657 0.836 upperarm 0.484 0.079 0.504 0.484 0.494 0.726 waist Weighted Avg. 0.588 0.069 0.59 0.588 0.589 0.783 === Confusion Matrix === a b c d e f g <-- classified as 209 37 18 10 19 43 40 | a = chest 37 211 24 9 38 14 40 | b = forearm 20 32 253 11 35 6 19 | c = head 27 12 11 240 26 33 27 | d = shin 31 41 41 26 201 11 26 | e = thigh 43 22 5 21 8 251 27 | f = upperarm 46 45 18 32 24 29 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1462 55.5894 % Incorrectly Classified Instances 1168 44.4106 % Kappa statistic 0.4819 Mean absolute error 0.1307 Root mean squared error 0.3372 Relative absolute error 53.3776 % Root relative squared error 96.3728 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.513 0.086 0.5 0.513 0.507 0.744 chest 0.555 0.082 0.527 0.555 0.54 0.755 forearm 0.612 0.062 0.623 0.612 0.617 0.791 head 0.684 0.058 0.664 0.684 0.674 0.834 shin 0.488 0.084 0.492 0.488 0.49 0.724 thigh 0.574 0.059 0.619 0.574 0.596 0.773 upperarm 0.465 0.087 0.47 0.465 0.468 0.713 waist Weighted Avg. 0.556 0.074 0.556 0.556 0.556 0.762 === Confusion Matrix === a b c d e f g <-- classified as 193 42 16 20 29 32 44 | a = chest 33 207 24 8 39 20 42 | b = forearm 27 34 230 12 43 6 24 | c = head 15 11 13 257 28 30 22 | d = shin 28 48 51 22 184 15 29 | e = thigh 52 15 13 32 12 216 36 | f = upperarm 38 36 22 36 39 30 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1483 56.3878 % Incorrectly Classified Instances 1147 43.6122 % Kappa statistic 0.4912 Mean absolute error 0.1294 Root mean squared error 0.3353 Relative absolute error 52.8286 % Root relative squared error 95.8214 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.545 0.083 0.522 0.545 0.533 0.751 chest 0.542 0.07 0.561 0.542 0.551 0.762 forearm 0.629 0.065 0.617 0.629 0.623 0.806 head 0.66 0.065 0.628 0.66 0.643 0.814 shin 0.465 0.08 0.492 0.465 0.478 0.7 thigh 0.601 0.069 0.592 0.601 0.596 0.783 upperarm 0.505 0.075 0.528 0.505 0.516 0.749 waist Weighted Avg. 0.564 0.073 0.563 0.564 0.563 0.767 === Confusion Matrix === a b c d e f g <-- classified as 205 34 13 22 20 48 34 | a = chest 36 202 34 18 34 13 36 | b = forearm 18 32 237 11 51 9 19 | c = head 18 4 16 248 29 35 26 | d = shin 33 33 52 36 175 18 29 | e = thigh 47 15 10 32 20 226 26 | f = upperarm 36 40 22 28 27 33 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1485 56.4639 % Incorrectly Classified Instances 1145 43.5361 % Kappa statistic 0.4921 Mean absolute error 0.1285 Root mean squared error 0.3343 Relative absolute error 52.453 % Root relative squared error 95.5263 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.529 0.08 0.525 0.529 0.527 0.748 chest 0.547 0.076 0.544 0.547 0.545 0.753 forearm 0.668 0.065 0.632 0.668 0.649 0.821 head 0.614 0.055 0.651 0.614 0.632 0.808 shin 0.516 0.09 0.49 0.516 0.503 0.728 thigh 0.588 0.058 0.63 0.588 0.608 0.779 upperarm 0.489 0.085 0.491 0.489 0.49 0.713 waist Weighted Avg. 0.565 0.073 0.566 0.565 0.565 0.764 === Confusion Matrix === a b c d e f g <-- classified as 199 30 21 19 25 37 45 | a = chest 25 204 39 11 41 24 29 | b = forearm 21 28 252 5 45 7 19 | c = head 18 13 17 231 33 35 29 | d = shin 23 38 47 29 194 10 35 | e = thigh 48 20 7 29 17 221 34 | f = upperarm 45 42 16 31 41 17 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1475 56.0837 % Incorrectly Classified Instances 1155 43.9163 % Kappa statistic 0.4876 Mean absolute error 0.1288 Root mean squared error 0.3352 Relative absolute error 52.5764 % Root relative squared error 95.7888 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.094 0.477 0.512 0.494 0.734 chest 0.542 0.071 0.558 0.542 0.55 0.775 forearm 0.622 0.065 0.616 0.622 0.619 0.797 head 0.649 0.046 0.703 0.649 0.675 0.826 shin 0.452 0.083 0.478 0.452 0.464 0.714 thigh 0.606 0.072 0.585 0.606 0.595 0.79 upperarm 0.543 0.083 0.523 0.543 0.533 0.748 waist Weighted Avg. 0.561 0.073 0.563 0.561 0.561 0.769 === Confusion Matrix === a b c d e f g <-- classified as 193 25 23 13 25 56 42 | a = chest 40 202 25 7 42 25 32 | b = forearm 25 32 234 8 47 7 23 | c = head 28 12 11 244 25 26 30 | d = shin 29 40 65 21 170 18 33 | e = thigh 53 18 9 26 16 228 26 | f = upperarm 37 33 13 28 31 30 204 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1506 57.2624 % Incorrectly Classified Instances 1124 42.7376 % Kappa statistic 0.5014 Mean absolute error 0.126 Root mean squared error 0.3312 Relative absolute error 51.4399 % Root relative squared error 94.6526 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.528 0.071 0.554 0.528 0.541 0.747 chest 0.595 0.085 0.536 0.595 0.564 0.776 forearm 0.638 0.07 0.605 0.638 0.621 0.817 head 0.681 0.05 0.696 0.681 0.688 0.833 shin 0.489 0.075 0.523 0.489 0.505 0.741 thigh 0.58 0.063 0.607 0.58 0.593 0.786 upperarm 0.497 0.086 0.491 0.497 0.494 0.725 waist Weighted Avg. 0.573 0.071 0.573 0.573 0.572 0.775 === Confusion Matrix === a b c d e f g <-- classified as 199 30 19 19 20 49 41 | a = chest 28 222 35 7 34 12 35 | b = forearm 18 32 240 12 53 1 20 | c = head 11 15 17 256 20 32 25 | d = shin 22 37 54 25 184 19 35 | e = thigh 42 25 13 25 15 218 38 | f = upperarm 39 53 19 24 26 28 187 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1527 58.0388 % Incorrectly Classified Instances 1104 41.9612 % Kappa statistic 0.5104 Mean absolute error 0.1237 Root mean squared error 0.3275 Relative absolute error 50.5263 % Root relative squared error 93.605 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.578 0.088 0.524 0.578 0.55 0.759 chest 0.525 0.067 0.565 0.525 0.544 0.765 forearm 0.634 0.059 0.641 0.634 0.637 0.813 head 0.681 0.057 0.665 0.681 0.673 0.827 shin 0.532 0.084 0.513 0.532 0.522 0.747 thigh 0.625 0.055 0.655 0.625 0.639 0.816 upperarm 0.487 0.079 0.507 0.487 0.497 0.718 waist Weighted Avg. 0.58 0.07 0.581 0.58 0.58 0.778 === Confusion Matrix === a b c d e f g <-- classified as 218 31 24 11 23 38 32 | a = chest 39 196 36 12 42 17 31 | b = forearm 22 30 239 12 49 6 19 | c = head 18 10 13 256 24 17 38 | d = shin 34 22 45 26 200 15 34 | e = thigh 47 16 5 35 14 235 24 | f = upperarm 38 42 11 33 38 31 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1503 57.1266 % Incorrectly Classified Instances 1128 42.8734 % Kappa statistic 0.4998 Mean absolute error 0.1265 Root mean squared error 0.3322 Relative absolute error 51.6747 % Root relative squared error 94.9414 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.082 0.512 0.512 0.512 0.74 chest 0.55 0.078 0.537 0.55 0.543 0.757 forearm 0.629 0.063 0.627 0.629 0.628 0.8 head 0.676 0.056 0.667 0.676 0.671 0.816 shin 0.489 0.077 0.514 0.489 0.501 0.712 thigh 0.646 0.063 0.631 0.646 0.639 0.806 upperarm 0.497 0.081 0.505 0.497 0.501 0.745 waist Weighted Avg. 0.571 0.071 0.57 0.571 0.571 0.768 === Confusion Matrix === a b c d e f g <-- classified as 193 35 18 14 26 43 48 | a = chest 30 205 32 14 38 19 35 | b = forearm 26 29 237 12 49 9 15 | c = head 21 8 15 254 23 27 28 | d = shin 25 41 45 35 184 17 29 | e = thigh 36 26 10 27 6 243 28 | f = upperarm 46 38 21 25 32 27 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1489 56.5945 % Incorrectly Classified Instances 1142 43.4055 % Kappa statistic 0.4936 Mean absolute error 0.1286 Root mean squared error 0.3354 Relative absolute error 52.5148 % Root relative squared error 95.8385 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.531 0.079 0.528 0.531 0.529 0.742 chest 0.55 0.073 0.554 0.55 0.552 0.767 forearm 0.606 0.057 0.64 0.606 0.623 0.783 head 0.665 0.065 0.631 0.665 0.648 0.812 shin 0.512 0.098 0.465 0.512 0.487 0.722 thigh 0.625 0.056 0.649 0.625 0.637 0.802 upperarm 0.473 0.078 0.504 0.473 0.488 0.723 waist Weighted Avg. 0.566 0.072 0.567 0.566 0.566 0.764 === Confusion Matrix === a b c d e f g <-- classified as 200 31 20 22 29 34 41 | a = chest 33 205 26 13 46 20 30 | b = forearm 20 27 228 15 58 8 20 | c = head 27 13 10 250 25 25 26 | d = shin 26 42 48 32 193 10 26 | e = thigh 36 23 7 22 21 235 32 | f = upperarm 37 29 17 42 43 30 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1494 56.7845 % Incorrectly Classified Instances 1137 43.2155 % Kappa statistic 0.4958 Mean absolute error 0.1266 Root mean squared error 0.3332 Relative absolute error 51.6882 % Root relative squared error 95.2066 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.087 0.523 0.57 0.546 0.762 chest 0.528 0.077 0.532 0.528 0.53 0.751 forearm 0.612 0.072 0.587 0.612 0.599 0.787 head 0.66 0.063 0.634 0.66 0.647 0.818 shin 0.472 0.069 0.535 0.472 0.501 0.736 thigh 0.652 0.055 0.662 0.652 0.657 0.824 upperarm 0.481 0.081 0.497 0.481 0.489 0.73 waist Weighted Avg. 0.568 0.072 0.567 0.568 0.567 0.773 === Confusion Matrix === a b c d e f g <-- classified as 215 20 18 21 21 43 39 | a = chest 32 197 28 18 35 15 48 | b = forearm 21 32 230 14 49 7 23 | c = head 29 10 23 248 17 23 26 | d = shin 28 45 57 30 178 14 25 | e = thigh 47 17 7 28 10 245 22 | f = upperarm 39 49 29 32 23 23 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1507 57.2786 % Incorrectly Classified Instances 1124 42.7214 % Kappa statistic 0.5016 Mean absolute error 0.126 Root mean squared error 0.3302 Relative absolute error 51.4439 % Root relative squared error 94.3724 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.528 0.085 0.509 0.528 0.518 0.756 chest 0.534 0.071 0.553 0.534 0.543 0.753 forearm 0.649 0.06 0.642 0.649 0.646 0.81 head 0.686 0.061 0.653 0.686 0.669 0.823 shin 0.52 0.08 0.521 0.52 0.521 0.746 thigh 0.596 0.059 0.629 0.596 0.612 0.8 upperarm 0.497 0.082 0.501 0.497 0.499 0.735 waist Weighted Avg. 0.573 0.071 0.573 0.573 0.573 0.775 === Confusion Matrix === a b c d e f g <-- classified as 199 38 13 17 26 36 48 | a = chest 28 199 33 12 46 20 35 | b = forearm 22 31 244 16 46 3 14 | c = head 19 13 9 258 21 28 28 | d = shin 38 25 55 23 196 8 32 | e = thigh 40 24 10 36 13 224 29 | f = upperarm 45 30 16 33 28 37 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1465 55.7034 % Incorrectly Classified Instances 1165 44.2966 % Kappa statistic 0.4832 Mean absolute error 0.1305 Root mean squared error 0.3377 Relative absolute error 53.2771 % Root relative squared error 96.5055 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.083 0.512 0.521 0.516 0.73 chest 0.52 0.074 0.536 0.52 0.528 0.755 forearm 0.628 0.071 0.597 0.628 0.612 0.81 head 0.694 0.058 0.666 0.694 0.68 0.84 shin 0.477 0.081 0.496 0.477 0.486 0.715 thigh 0.612 0.067 0.604 0.612 0.608 0.8 upperarm 0.447 0.083 0.475 0.447 0.46 0.699 waist Weighted Avg. 0.557 0.074 0.555 0.557 0.556 0.764 === Confusion Matrix === a b c d e f g <-- classified as 196 32 21 12 30 46 39 | a = chest 27 194 38 10 39 22 43 | b = forearm 17 29 236 17 47 8 22 | c = head 18 8 11 261 29 23 26 | d = shin 26 44 57 31 180 14 25 | e = thigh 53 9 13 33 7 230 31 | f = upperarm 46 46 19 28 31 38 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1461 55.5513 % Incorrectly Classified Instances 1169 44.4487 % Kappa statistic 0.4814 Mean absolute error 0.1298 Root mean squared error 0.3369 Relative absolute error 52.9926 % Root relative squared error 96.2653 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.489 0.083 0.497 0.489 0.493 0.727 chest 0.55 0.086 0.515 0.55 0.532 0.758 forearm 0.63 0.071 0.598 0.63 0.614 0.795 head 0.649 0.049 0.689 0.649 0.668 0.813 shin 0.483 0.087 0.481 0.483 0.482 0.72 thigh 0.606 0.069 0.595 0.606 0.601 0.793 upperarm 0.481 0.075 0.516 0.481 0.498 0.736 waist Weighted Avg. 0.556 0.074 0.556 0.556 0.555 0.763 === Confusion Matrix === a b c d e f g <-- classified as 184 41 22 18 27 46 38 | a = chest 34 205 36 7 31 19 41 | b = forearm 22 23 237 12 52 6 24 | c = head 20 12 17 244 30 31 22 | d = shin 30 51 45 28 182 18 23 | e = thigh 41 23 13 29 20 228 22 | f = upperarm 39 43 26 16 36 35 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1433 54.4867 % Incorrectly Classified Instances 1197 45.5133 % Kappa statistic 0.469 Mean absolute error 0.1331 Root mean squared error 0.341 Relative absolute error 54.3291 % Root relative squared error 97.4499 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.529 0.094 0.485 0.529 0.506 0.748 chest 0.48 0.086 0.48 0.48 0.48 0.719 forearm 0.636 0.059 0.642 0.636 0.639 0.808 head 0.649 0.063 0.632 0.649 0.64 0.813 shin 0.483 0.084 0.491 0.483 0.487 0.714 thigh 0.577 0.069 0.582 0.577 0.579 0.784 upperarm 0.46 0.076 0.501 0.46 0.48 0.71 waist Weighted Avg. 0.545 0.076 0.545 0.545 0.545 0.757 === Confusion Matrix === a b c d e f g <-- classified as 199 29 15 15 24 55 39 | a = chest 39 179 39 14 43 21 38 | b = forearm 16 34 239 13 47 9 18 | c = head 21 16 9 244 32 30 24 | d = shin 46 37 42 35 182 8 27 | e = thigh 50 28 8 27 20 217 26 | f = upperarm 39 50 20 38 23 33 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1505 57.2243 % Incorrectly Classified Instances 1125 42.7757 % Kappa statistic 0.501 Mean absolute error 0.1261 Root mean squared error 0.3315 Relative absolute error 51.5112 % Root relative squared error 94.747 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.094 0.489 0.537 0.512 0.75 chest 0.547 0.086 0.511 0.547 0.528 0.76 forearm 0.633 0.059 0.64 0.633 0.636 0.819 head 0.729 0.051 0.706 0.729 0.717 0.856 shin 0.497 0.081 0.507 0.497 0.502 0.723 thigh 0.597 0.055 0.647 0.597 0.621 0.786 upperarm 0.465 0.074 0.513 0.465 0.488 0.723 waist Weighted Avg. 0.572 0.071 0.573 0.572 0.572 0.774 === Confusion Matrix === a b c d e f g <-- classified as 202 31 25 19 25 41 33 | a = chest 42 204 30 9 39 15 34 | b = forearm 21 30 238 9 51 2 25 | c = head 21 10 8 274 24 20 19 | d = shin 42 40 45 21 187 14 27 | e = thigh 49 24 10 27 14 225 28 | f = upperarm 36 60 16 29 29 31 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1450 55.1331 % Incorrectly Classified Instances 1180 44.8669 % Kappa statistic 0.4766 Mean absolute error 0.1323 Root mean squared error 0.34 Relative absolute error 54.0371 % Root relative squared error 97.1712 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.552 0.089 0.509 0.552 0.529 0.755 chest 0.566 0.093 0.502 0.566 0.532 0.749 forearm 0.622 0.07 0.598 0.622 0.61 0.795 head 0.598 0.056 0.641 0.598 0.619 0.793 shin 0.508 0.083 0.507 0.508 0.507 0.72 thigh 0.572 0.053 0.642 0.572 0.605 0.781 upperarm 0.441 0.08 0.478 0.441 0.459 0.721 waist Weighted Avg. 0.551 0.075 0.554 0.551 0.552 0.759 === Confusion Matrix === a b c d e f g <-- classified as 208 39 18 23 26 29 34 | a = chest 36 211 43 14 27 18 24 | b = forearm 20 39 234 11 45 6 21 | c = head 20 13 18 225 39 28 33 | d = shin 23 49 53 20 191 8 32 | e = thigh 58 10 8 32 16 215 37 | f = upperarm 44 59 17 26 33 31 166 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1504 57.1646 % Incorrectly Classified Instances 1127 42.8354 % Kappa statistic 0.5003 Mean absolute error 0.1265 Root mean squared error 0.3327 Relative absolute error 51.6471 % Root relative squared error 95.0863 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.087 0.506 0.536 0.521 0.747 chest 0.582 0.08 0.545 0.582 0.563 0.775 forearm 0.623 0.076 0.579 0.623 0.6 0.792 head 0.681 0.055 0.675 0.681 0.678 0.825 shin 0.468 0.078 0.5 0.468 0.484 0.71 thigh 0.617 0.045 0.695 0.617 0.654 0.806 upperarm 0.495 0.078 0.512 0.495 0.503 0.728 waist Weighted Avg. 0.572 0.071 0.573 0.572 0.572 0.769 === Confusion Matrix === a b c d e f g <-- classified as 202 40 29 20 22 38 26 | a = chest 39 217 26 15 30 12 34 | b = forearm 17 27 235 11 55 6 26 | c = head 26 12 18 256 21 17 26 | d = shin 35 43 57 25 176 11 29 | e = thigh 38 21 13 21 15 232 36 | f = upperarm 42 38 28 31 33 18 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1501 57.0506 % Incorrectly Classified Instances 1130 42.9494 % Kappa statistic 0.4989 Mean absolute error 0.1269 Root mean squared error 0.3329 Relative absolute error 51.825 % Root relative squared error 95.1399 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.515 0.088 0.495 0.515 0.505 0.74 chest 0.552 0.077 0.542 0.552 0.547 0.757 forearm 0.613 0.061 0.626 0.613 0.619 0.802 head 0.71 0.05 0.703 0.71 0.706 0.846 shin 0.473 0.075 0.514 0.473 0.493 0.722 thigh 0.601 0.071 0.587 0.601 0.594 0.781 upperarm 0.529 0.08 0.525 0.529 0.527 0.739 waist Weighted Avg. 0.571 0.072 0.57 0.571 0.57 0.77 === Confusion Matrix === a b c d e f g <-- classified as 194 28 20 17 25 58 35 | a = chest 39 206 29 15 31 17 36 | b = forearm 24 36 231 11 44 7 24 | c = head 25 3 8 267 22 27 24 | d = shin 34 42 47 24 178 18 33 | e = thigh 42 26 11 23 20 226 28 | f = upperarm 34 39 23 23 26 32 199 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1509 57.3546 % Incorrectly Classified Instances 1122 42.6454 % Kappa statistic 0.5025 Mean absolute error 0.1264 Root mean squared error 0.3312 Relative absolute error 51.6323 % Root relative squared error 94.6364 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.538 0.079 0.531 0.538 0.535 0.755 chest 0.571 0.081 0.539 0.571 0.555 0.758 forearm 0.662 0.061 0.643 0.662 0.653 0.829 head 0.662 0.051 0.684 0.662 0.673 0.823 shin 0.483 0.08 0.503 0.483 0.493 0.719 thigh 0.612 0.064 0.613 0.612 0.613 0.8 upperarm 0.487 0.081 0.5 0.487 0.493 0.726 waist Weighted Avg. 0.574 0.071 0.573 0.574 0.573 0.773 === Confusion Matrix === a b c d e f g <-- classified as 203 35 16 11 29 43 40 | a = chest 30 213 29 15 41 14 31 | b = forearm 22 24 249 14 37 8 22 | c = head 18 9 12 249 29 23 36 | d = shin 27 46 61 16 182 20 25 | e = thigh 47 23 5 27 15 230 29 | f = upperarm 35 45 15 32 29 37 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1491 56.6705 % Incorrectly Classified Instances 1140 43.3295 % Kappa statistic 0.4945 Mean absolute error 0.1273 Root mean squared error 0.3328 Relative absolute error 51.9779 % Root relative squared error 95.1143 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.517 0.087 0.497 0.517 0.507 0.739 chest 0.56 0.079 0.54 0.56 0.55 0.759 forearm 0.686 0.075 0.603 0.686 0.642 0.833 head 0.641 0.051 0.679 0.641 0.659 0.815 shin 0.446 0.069 0.519 0.446 0.479 0.706 thigh 0.614 0.068 0.602 0.614 0.608 0.801 upperarm 0.503 0.076 0.524 0.503 0.513 0.728 waist Weighted Avg. 0.567 0.072 0.566 0.567 0.565 0.769 === Confusion Matrix === a b c d e f g <-- classified as 195 28 29 11 23 52 39 | a = chest 31 209 40 11 30 20 32 | b = forearm 16 29 258 12 38 6 17 | c = head 15 10 14 241 35 37 24 | d = shin 37 40 67 24 168 12 29 | e = thigh 51 22 4 29 8 231 31 | f = upperarm 47 49 16 27 22 26 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1558 59.217 % Incorrectly Classified Instances 1073 40.783 % Kappa statistic 0.5242 Mean absolute error 0.121 Root mean squared error 0.3231 Relative absolute error 49.4193 % Root relative squared error 92.3376 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.546 0.072 0.56 0.546 0.553 0.766 chest 0.609 0.082 0.55 0.609 0.578 0.772 forearm 0.628 0.061 0.633 0.628 0.63 0.805 head 0.662 0.041 0.73 0.662 0.695 0.822 shin 0.546 0.079 0.536 0.546 0.541 0.758 thigh 0.652 0.066 0.622 0.652 0.636 0.8 upperarm 0.503 0.075 0.528 0.503 0.515 0.741 waist Weighted Avg. 0.592 0.068 0.594 0.592 0.593 0.781 === Confusion Matrix === a b c d e f g <-- classified as 206 31 18 11 23 55 33 | a = chest 28 227 23 11 28 21 35 | b = forearm 17 36 236 9 51 7 20 | c = head 16 16 13 249 27 20 35 | d = shin 29 37 46 19 206 15 25 | e = thigh 37 23 8 22 20 245 21 | f = upperarm 35 43 29 20 29 31 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1474 56.0456 % Incorrectly Classified Instances 1156 43.9544 % Kappa statistic 0.4872 Mean absolute error 0.1304 Root mean squared error 0.3375 Relative absolute error 53.2631 % Root relative squared error 96.4597 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.091 0.477 0.495 0.486 0.726 chest 0.576 0.075 0.558 0.576 0.567 0.774 forearm 0.63 0.057 0.648 0.63 0.639 0.799 head 0.641 0.054 0.664 0.641 0.652 0.807 shin 0.475 0.089 0.472 0.475 0.474 0.713 thigh 0.628 0.061 0.633 0.628 0.63 0.813 upperarm 0.479 0.086 0.481 0.479 0.48 0.727 waist Weighted Avg. 0.56 0.073 0.562 0.56 0.561 0.765 === Confusion Matrix === a b c d e f g <-- classified as 186 39 17 19 37 44 34 | a = chest 28 215 28 8 41 17 36 | b = forearm 24 23 237 12 44 5 31 | c = head 24 8 11 241 30 25 37 | d = shin 38 44 46 27 179 13 30 | e = thigh 51 17 10 20 16 236 26 | f = upperarm 39 39 17 36 32 33 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1494 56.8061 % Incorrectly Classified Instances 1136 43.1939 % Kappa statistic 0.4961 Mean absolute error 0.1276 Root mean squared error 0.3345 Relative absolute error 52.1007 % Root relative squared error 95.5885 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.529 0.084 0.512 0.529 0.52 0.75 chest 0.539 0.084 0.514 0.539 0.526 0.75 forearm 0.622 0.062 0.626 0.622 0.624 0.8 head 0.654 0.052 0.676 0.654 0.665 0.825 shin 0.504 0.08 0.514 0.504 0.509 0.728 thigh 0.638 0.069 0.606 0.638 0.622 0.804 upperarm 0.489 0.072 0.532 0.489 0.51 0.733 waist Weighted Avg. 0.568 0.072 0.568 0.568 0.568 0.77 === Confusion Matrix === a b c d e f g <-- classified as 199 41 13 17 17 59 30 | a = chest 36 201 26 11 43 17 39 | b = forearm 23 38 234 8 48 8 17 | c = head 21 11 15 246 35 26 22 | d = shin 24 38 52 28 190 14 31 | e = thigh 55 13 9 28 8 240 23 | f = upperarm 31 49 25 26 29 32 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1479 56.2357 % Incorrectly Classified Instances 1151 43.7643 % Kappa statistic 0.4894 Mean absolute error 0.1286 Root mean squared error 0.3352 Relative absolute error 52.5211 % Root relative squared error 95.7935 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.081 0.517 0.521 0.519 0.747 chest 0.566 0.069 0.575 0.566 0.57 0.769 forearm 0.625 0.066 0.612 0.625 0.618 0.795 head 0.684 0.064 0.641 0.684 0.662 0.826 shin 0.451 0.083 0.475 0.451 0.463 0.707 thigh 0.601 0.063 0.614 0.601 0.608 0.798 upperarm 0.489 0.084 0.493 0.489 0.491 0.728 waist Weighted Avg. 0.562 0.073 0.561 0.562 0.562 0.767 === Confusion Matrix === a b c d e f g <-- classified as 196 36 18 17 22 49 38 | a = chest 30 211 30 10 47 15 30 | b = forearm 20 29 235 9 44 12 27 | c = head 14 9 10 257 25 21 40 | d = shin 37 37 58 35 170 15 25 | e = thigh 49 13 8 36 15 226 29 | f = upperarm 33 32 25 37 35 30 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1461 55.5513 % Incorrectly Classified Instances 1169 44.4487 % Kappa statistic 0.4814 Mean absolute error 0.1302 Root mean squared error 0.3373 Relative absolute error 53.157 % Root relative squared error 96.3854 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.091 0.513 0.574 0.542 0.771 chest 0.576 0.088 0.521 0.576 0.547 0.77 forearm 0.617 0.058 0.639 0.617 0.628 0.812 head 0.622 0.052 0.667 0.622 0.644 0.807 shin 0.495 0.094 0.469 0.495 0.481 0.724 thigh 0.613 0.052 0.662 0.613 0.636 0.799 upperarm 0.391 0.084 0.438 0.391 0.413 0.675 waist Weighted Avg. 0.556 0.074 0.558 0.556 0.556 0.765 === Confusion Matrix === a b c d e f g <-- classified as 216 39 16 14 29 30 32 | a = chest 33 215 36 8 38 12 31 | b = forearm 12 41 232 15 45 5 26 | c = head 20 12 9 234 46 25 30 | d = shin 40 41 41 23 186 12 33 | e = thigh 41 20 10 24 14 231 37 | f = upperarm 59 45 19 33 39 34 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1534 58.327 % Incorrectly Classified Instances 1096 41.673 % Kappa statistic 0.5138 Mean absolute error 0.1228 Root mean squared error 0.3273 Relative absolute error 50.1264 % Root relative squared error 93.5349 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.517 0.078 0.526 0.517 0.521 0.752 chest 0.576 0.08 0.543 0.576 0.559 0.767 forearm 0.66 0.058 0.656 0.66 0.658 0.819 head 0.686 0.05 0.697 0.686 0.692 0.837 shin 0.497 0.074 0.53 0.497 0.513 0.701 thigh 0.612 0.058 0.639 0.612 0.625 0.795 upperarm 0.535 0.089 0.5 0.535 0.517 0.752 waist Weighted Avg. 0.583 0.069 0.584 0.583 0.584 0.775 === Confusion Matrix === a b c d e f g <-- classified as 195 41 16 17 28 35 45 | a = chest 38 215 29 8 34 15 34 | b = forearm 18 31 248 10 46 8 15 | c = head 9 12 12 258 27 30 28 | d = shin 30 36 43 26 187 13 41 | e = thigh 43 14 10 28 13 230 38 | f = upperarm 38 47 20 23 18 29 201 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1498 56.9365 % Incorrectly Classified Instances 1133 43.0635 % Kappa statistic 0.4976 Mean absolute error 0.1266 Root mean squared error 0.3328 Relative absolute error 51.7025 % Root relative squared error 95.1095 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.559 0.088 0.515 0.559 0.536 0.766 chest 0.592 0.092 0.516 0.592 0.552 0.766 forearm 0.607 0.063 0.617 0.607 0.612 0.798 head 0.689 0.05 0.696 0.689 0.693 0.853 shin 0.488 0.083 0.495 0.488 0.491 0.726 thigh 0.614 0.061 0.626 0.614 0.62 0.785 upperarm 0.436 0.065 0.527 0.436 0.477 0.723 waist Weighted Avg. 0.569 0.072 0.57 0.569 0.569 0.774 === Confusion Matrix === a b c d e f g <-- classified as 210 30 13 14 24 41 44 | a = chest 42 221 26 7 34 16 27 | b = forearm 17 41 229 9 59 6 16 | c = head 25 8 11 259 28 30 15 | d = shin 35 48 50 34 184 9 17 | e = thigh 47 17 12 27 14 231 28 | f = upperarm 32 63 30 22 29 36 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1473 55.9863 % Incorrectly Classified Instances 1158 44.0137 % Kappa statistic 0.4865 Mean absolute error 0.1312 Root mean squared error 0.3398 Relative absolute error 53.5902 % Root relative squared error 97.1185 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.545 0.091 0.5 0.545 0.522 0.749 chest 0.536 0.081 0.521 0.536 0.528 0.746 forearm 0.615 0.059 0.637 0.615 0.626 0.794 head 0.638 0.054 0.663 0.638 0.65 0.788 shin 0.499 0.079 0.515 0.499 0.507 0.709 thigh 0.598 0.068 0.595 0.598 0.597 0.777 upperarm 0.487 0.082 0.497 0.487 0.492 0.715 waist Weighted Avg. 0.56 0.073 0.561 0.56 0.56 0.754 === Confusion Matrix === a b c d e f g <-- classified as 205 31 12 14 23 54 37 | a = chest 36 200 31 12 45 17 32 | b = forearm 22 38 232 13 42 9 21 | c = head 29 13 17 240 16 26 35 | d = shin 29 39 39 32 188 21 29 | e = thigh 53 23 6 21 17 225 31 | f = upperarm 36 40 27 30 34 26 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1448 55.0361 % Incorrectly Classified Instances 1183 44.9639 % Kappa statistic 0.4754 Mean absolute error 0.1318 Root mean squared error 0.338 Relative absolute error 53.8071 % Root relative squared error 96.5994 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.527 0.097 0.475 0.527 0.499 0.737 chest 0.507 0.07 0.546 0.507 0.526 0.736 forearm 0.654 0.054 0.668 0.654 0.661 0.826 head 0.622 0.054 0.657 0.622 0.639 0.812 shin 0.509 0.09 0.487 0.509 0.498 0.733 thigh 0.592 0.074 0.573 0.592 0.582 0.789 upperarm 0.441 0.086 0.46 0.441 0.45 0.714 waist Weighted Avg. 0.55 0.075 0.552 0.55 0.551 0.764 === Confusion Matrix === a b c d e f g <-- classified as 198 30 10 17 29 58 34 | a = chest 43 189 26 12 49 14 40 | b = forearm 13 29 246 10 50 12 16 | c = head 21 13 17 234 23 29 39 | d = shin 33 34 41 26 192 19 32 | e = thigh 58 15 8 27 12 223 34 | f = upperarm 51 36 20 30 39 34 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1484 56.4044 % Incorrectly Classified Instances 1147 43.5956 % Kappa statistic 0.4914 Mean absolute error 0.1289 Root mean squared error 0.3358 Relative absolute error 52.6546 % Root relative squared error 95.9695 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.546 0.085 0.518 0.546 0.532 0.753 chest 0.56 0.081 0.532 0.56 0.546 0.761 forearm 0.636 0.075 0.584 0.636 0.609 0.799 head 0.641 0.057 0.653 0.641 0.647 0.805 shin 0.483 0.084 0.491 0.483 0.487 0.704 thigh 0.606 0.057 0.639 0.606 0.622 0.794 upperarm 0.476 0.069 0.536 0.476 0.504 0.731 waist Weighted Avg. 0.564 0.073 0.565 0.564 0.564 0.764 === Confusion Matrix === a b c d e f g <-- classified as 206 34 19 23 31 39 25 | a = chest 30 209 37 12 37 17 31 | b = forearm 18 32 239 17 46 6 18 | c = head 17 13 17 241 31 25 32 | d = shin 28 42 63 22 182 18 22 | e = thigh 55 21 10 22 13 228 27 | f = upperarm 44 42 24 32 31 24 179 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1501 57.0506 % Incorrectly Classified Instances 1130 42.9494 % Kappa statistic 0.4989 Mean absolute error 0.127 Root mean squared error 0.3326 Relative absolute error 51.8767 % Root relative squared error 95.0447 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.517 0.08 0.52 0.517 0.519 0.742 chest 0.552 0.069 0.569 0.552 0.561 0.749 forearm 0.649 0.07 0.607 0.649 0.627 0.81 head 0.665 0.051 0.683 0.665 0.674 0.827 shin 0.483 0.083 0.492 0.483 0.487 0.734 thigh 0.606 0.063 0.615 0.606 0.61 0.791 upperarm 0.521 0.084 0.509 0.521 0.515 0.739 waist Weighted Avg. 0.571 0.072 0.571 0.571 0.57 0.77 === Confusion Matrix === a b c d e f g <-- classified as 195 28 21 15 29 50 39 | a = chest 35 206 37 11 42 16 26 | b = forearm 21 33 244 8 38 10 22 | c = head 19 8 8 250 35 22 34 | d = shin 28 33 63 26 182 17 28 | e = thigh 34 22 8 27 17 228 40 | f = upperarm 43 32 21 29 27 28 196 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1525 57.9848 % Incorrectly Classified Instances 1105 42.0152 % Kappa statistic 0.5098 Mean absolute error 0.1248 Root mean squared error 0.329 Relative absolute error 50.95 % Root relative squared error 94.0171 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.528 0.083 0.516 0.528 0.522 0.735 chest 0.574 0.078 0.549 0.574 0.561 0.777 forearm 0.612 0.065 0.61 0.612 0.611 0.789 head 0.726 0.047 0.718 0.726 0.722 0.853 shin 0.495 0.079 0.512 0.495 0.503 0.714 thigh 0.617 0.062 0.624 0.617 0.62 0.818 upperarm 0.508 0.076 0.528 0.508 0.518 0.727 waist Weighted Avg. 0.58 0.07 0.58 0.58 0.58 0.773 === Confusion Matrix === a b c d e f g <-- classified as 199 36 23 12 28 41 38 | a = chest 27 214 38 11 25 19 39 | b = forearm 14 29 230 14 56 10 23 | c = head 19 13 9 273 28 18 16 | d = shin 31 36 50 31 186 19 23 | e = thigh 54 13 12 22 11 232 32 | f = upperarm 42 49 15 17 29 33 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1480 56.2738 % Incorrectly Classified Instances 1150 43.7262 % Kappa statistic 0.4899 Mean absolute error 0.1282 Root mean squared error 0.3336 Relative absolute error 52.3518 % Root relative squared error 95.3261 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.554 0.086 0.52 0.554 0.537 0.765 chest 0.517 0.079 0.52 0.517 0.519 0.748 forearm 0.686 0.06 0.655 0.686 0.67 0.834 head 0.66 0.054 0.672 0.66 0.666 0.823 shin 0.463 0.08 0.49 0.463 0.476 0.719 thigh 0.609 0.061 0.624 0.609 0.616 0.799 upperarm 0.449 0.09 0.454 0.449 0.452 0.697 waist Weighted Avg. 0.563 0.073 0.562 0.563 0.562 0.769 === Confusion Matrix === a b c d e f g <-- classified as 209 33 27 11 18 36 43 | a = chest 41 193 28 14 43 14 40 | b = forearm 22 20 258 8 44 5 19 | c = head 15 15 13 248 28 33 24 | d = shin 35 39 41 37 174 13 37 | e = thigh 44 22 7 15 19 229 40 | f = upperarm 36 49 20 36 29 37 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1497 56.9202 % Incorrectly Classified Instances 1133 43.0798 % Kappa statistic 0.4974 Mean absolute error 0.1275 Root mean squared error 0.334 Relative absolute error 52.053 % Root relative squared error 95.4394 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.523 0.071 0.552 0.523 0.537 0.751 chest 0.515 0.077 0.526 0.515 0.52 0.736 forearm 0.638 0.066 0.619 0.638 0.628 0.811 head 0.702 0.05 0.702 0.702 0.702 0.839 shin 0.46 0.084 0.478 0.46 0.469 0.707 thigh 0.641 0.071 0.6 0.641 0.62 0.813 upperarm 0.505 0.084 0.5 0.505 0.503 0.732 waist Weighted Avg. 0.569 0.072 0.568 0.569 0.568 0.77 === Confusion Matrix === a b c d e f g <-- classified as 197 25 18 17 25 57 38 | a = chest 28 192 31 8 53 11 50 | b = forearm 16 32 240 12 51 4 21 | c = head 16 7 10 264 27 30 22 | d = shin 23 50 57 24 173 20 29 | e = thigh 32 17 17 27 12 241 30 | f = upperarm 45 42 15 24 21 39 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1492 56.73 % Incorrectly Classified Instances 1138 43.27 % Kappa statistic 0.4952 Mean absolute error 0.1278 Root mean squared error 0.3334 Relative absolute error 52.1826 % Root relative squared error 95.2724 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.48 0.081 0.497 0.48 0.489 0.726 chest 0.598 0.074 0.573 0.598 0.585 0.781 forearm 0.654 0.059 0.651 0.654 0.653 0.817 head 0.66 0.064 0.633 0.66 0.646 0.81 shin 0.489 0.088 0.48 0.489 0.485 0.724 thigh 0.625 0.062 0.627 0.625 0.626 0.808 upperarm 0.465 0.077 0.501 0.465 0.483 0.727 waist Weighted Avg. 0.567 0.072 0.566 0.567 0.566 0.771 === Confusion Matrix === a b c d e f g <-- classified as 181 33 17 20 33 55 38 | a = chest 28 223 21 12 39 13 37 | b = forearm 20 27 246 16 38 7 22 | c = head 20 9 13 248 31 32 23 | d = shin 37 46 50 26 184 10 23 | e = thigh 39 12 11 32 16 235 31 | f = upperarm 39 39 20 38 42 23 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1533 58.289 % Incorrectly Classified Instances 1097 41.711 % Kappa statistic 0.5134 Mean absolute error 0.1241 Root mean squared error 0.3276 Relative absolute error 50.6745 % Root relative squared error 93.6306 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.561 0.079 0.542 0.561 0.552 0.759 chest 0.579 0.076 0.557 0.579 0.568 0.772 forearm 0.646 0.063 0.631 0.646 0.639 0.822 head 0.705 0.062 0.656 0.705 0.679 0.838 shin 0.459 0.077 0.5 0.459 0.479 0.7 thigh 0.646 0.061 0.639 0.646 0.643 0.824 upperarm 0.484 0.069 0.538 0.484 0.51 0.711 waist Weighted Avg. 0.583 0.07 0.581 0.583 0.581 0.775 === Confusion Matrix === a b c d e f g <-- classified as 211 34 17 23 18 43 30 | a = chest 29 216 29 11 32 19 37 | b = forearm 18 35 243 10 50 7 13 | c = head 17 13 11 265 25 21 24 | d = shin 36 37 57 27 173 13 34 | e = thigh 41 18 7 36 13 243 18 | f = upperarm 37 35 21 32 35 34 182 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1511 57.4306 % Incorrectly Classified Instances 1120 42.5694 % Kappa statistic 0.5034 Mean absolute error 0.1257 Root mean squared error 0.3305 Relative absolute error 51.3246 % Root relative squared error 94.4521 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.566 0.086 0.523 0.566 0.544 0.747 chest 0.571 0.078 0.546 0.571 0.558 0.773 forearm 0.61 0.065 0.61 0.61 0.61 0.786 head 0.654 0.048 0.693 0.654 0.673 0.82 shin 0.517 0.08 0.519 0.517 0.518 0.731 thigh 0.628 0.064 0.621 0.628 0.624 0.8 upperarm 0.473 0.075 0.514 0.473 0.493 0.718 waist Weighted Avg. 0.574 0.071 0.575 0.574 0.574 0.768 === Confusion Matrix === a b c d e f g <-- classified as 213 25 16 15 29 48 30 | a = chest 35 213 28 5 34 20 38 | b = forearm 16 43 230 11 43 9 25 | c = head 21 5 19 246 32 22 31 | d = shin 29 40 54 25 195 11 23 | e = thigh 50 25 6 25 13 236 21 | f = upperarm 43 39 24 28 30 34 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1524 57.9247 % Incorrectly Classified Instances 1107 42.0753 % Kappa statistic 0.5091 Mean absolute error 0.1255 Root mean squared error 0.3293 Relative absolute error 51.243 % Root relative squared error 94.1016 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.093 0.499 0.553 0.525 0.75 chest 0.534 0.07 0.557 0.534 0.545 0.757 forearm 0.65 0.061 0.64 0.65 0.645 0.813 head 0.665 0.047 0.7 0.665 0.682 0.813 shin 0.504 0.084 0.501 0.504 0.503 0.729 thigh 0.66 0.06 0.646 0.66 0.653 0.818 upperarm 0.489 0.075 0.52 0.489 0.504 0.732 waist Weighted Avg. 0.579 0.07 0.58 0.579 0.579 0.773 === Confusion Matrix === a b c d e f g <-- classified as 208 28 26 15 25 48 26 | a = chest 33 199 33 10 42 21 35 | b = forearm 22 25 245 11 48 4 22 | c = head 27 11 11 250 35 19 23 | d = shin 36 43 38 22 190 13 35 | e = thigh 42 11 12 23 11 248 29 | f = upperarm 49 40 18 26 28 31 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1482 56.3284 % Incorrectly Classified Instances 1149 43.6716 % Kappa statistic 0.4905 Mean absolute error 0.1295 Root mean squared error 0.3356 Relative absolute error 52.8914 % Root relative squared error 95.8948 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.544 0.093 0.494 0.544 0.518 0.748 chest 0.571 0.086 0.522 0.571 0.545 0.764 forearm 0.609 0.057 0.641 0.609 0.625 0.788 head 0.673 0.053 0.678 0.673 0.676 0.836 shin 0.467 0.073 0.518 0.467 0.491 0.714 thigh 0.625 0.061 0.632 0.625 0.628 0.811 upperarm 0.455 0.086 0.467 0.455 0.461 0.722 waist Weighted Avg. 0.563 0.073 0.565 0.563 0.563 0.769 === Confusion Matrix === a b c d e f g <-- classified as 205 39 14 15 19 48 37 | a = chest 34 213 20 11 32 12 51 | b = forearm 23 39 229 17 45 8 15 | c = head 23 8 8 253 26 25 33 | d = shin 33 48 56 24 176 18 22 | e = thigh 49 17 6 23 9 235 37 | f = upperarm 48 44 24 30 33 26 171 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1461 55.5302 % Incorrectly Classified Instances 1170 44.4698 % Kappa statistic 0.4812 Mean absolute error 0.1296 Root mean squared error 0.3364 Relative absolute error 52.9112 % Root relative squared error 96.1471 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.517 0.085 0.505 0.517 0.511 0.734 chest 0.507 0.081 0.509 0.507 0.508 0.733 forearm 0.633 0.061 0.635 0.633 0.634 0.809 head 0.673 0.063 0.639 0.673 0.655 0.828 shin 0.504 0.08 0.514 0.504 0.509 0.744 thigh 0.646 0.068 0.614 0.646 0.63 0.827 upperarm 0.407 0.082 0.454 0.407 0.429 0.687 waist Weighted Avg. 0.555 0.074 0.553 0.555 0.554 0.766 === Confusion Matrix === a b c d e f g <-- classified as 195 38 15 13 27 49 40 | a = chest 36 189 38 14 38 17 41 | b = forearm 25 25 238 24 41 4 19 | c = head 18 12 9 253 23 35 26 | d = shin 30 42 49 22 190 12 32 | e = thigh 37 23 10 27 10 243 26 | f = upperarm 45 42 16 43 41 36 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1472 55.9483 % Incorrectly Classified Instances 1159 44.0517 % Kappa statistic 0.4861 Mean absolute error 0.1289 Root mean squared error 0.3366 Relative absolute error 52.6423 % Root relative squared error 96.1845 % Total Number of Instances 2631 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.573 0.085 0.529 0.573 0.55 0.767 chest 0.507 0.078 0.519 0.507 0.513 0.739 forearm 0.625 0.064 0.618 0.625 0.622 0.8 head 0.652 0.055 0.666 0.652 0.659 0.813 shin 0.487 0.094 0.463 0.487 0.475 0.721 thigh 0.592 0.058 0.632 0.592 0.611 0.799 upperarm 0.481 0.081 0.499 0.481 0.49 0.715 waist Weighted Avg. 0.559 0.073 0.561 0.559 0.56 0.765 === Confusion Matrix === a b c d e f g <-- classified as 216 35 22 18 34 30 22 | a = chest 35 189 41 13 47 13 35 | b = forearm 20 30 235 13 52 4 22 | c = head 14 10 11 245 35 36 25 | d = shin 31 38 45 23 183 16 40 | e = thigh 49 21 11 24 11 223 38 | f = upperarm 43 41 15 32 33 31 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1527 58.0608 % Incorrectly Classified Instances 1103 41.9392 % Kappa statistic 0.5107 Mean absolute error 0.1243 Root mean squared error 0.3294 Relative absolute error 50.7705 % Root relative squared error 94.1224 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.581 0.082 0.542 0.581 0.561 0.768 chest 0.59 0.068 0.59 0.59 0.59 0.784 forearm 0.62 0.058 0.642 0.62 0.631 0.798 head 0.684 0.062 0.647 0.684 0.665 0.827 shin 0.511 0.078 0.523 0.511 0.517 0.738 thigh 0.63 0.068 0.608 0.63 0.619 0.802 upperarm 0.449 0.074 0.503 0.449 0.475 0.7 waist Weighted Avg. 0.581 0.07 0.579 0.581 0.579 0.774 === Confusion Matrix === a b c d e f g <-- classified as 219 25 15 16 17 46 39 | a = chest 27 220 32 7 31 17 39 | b = forearm 22 32 233 16 50 10 13 | c = head 16 5 11 257 39 31 17 | d = shin 26 42 41 34 192 15 26 | e = thigh 51 19 6 21 9 237 33 | f = upperarm 43 30 25 46 29 34 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1485 56.4639 % Incorrectly Classified Instances 1145 43.5361 % Kappa statistic 0.4921 Mean absolute error 0.1275 Root mean squared error 0.3331 Relative absolute error 52.0624 % Root relative squared error 95.1842 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.075 0.544 0.536 0.54 0.758 chest 0.528 0.085 0.508 0.528 0.518 0.766 forearm 0.606 0.063 0.616 0.606 0.611 0.803 head 0.71 0.057 0.676 0.71 0.693 0.848 shin 0.508 0.081 0.511 0.508 0.509 0.732 thigh 0.59 0.066 0.6 0.59 0.595 0.796 upperarm 0.473 0.082 0.492 0.473 0.482 0.719 waist Weighted Avg. 0.565 0.073 0.564 0.565 0.564 0.775 === Confusion Matrix === a b c d e f g <-- classified as 202 37 18 14 20 44 42 | a = chest 26 197 32 16 44 19 39 | b = forearm 18 30 228 12 49 9 30 | c = head 14 14 10 267 21 27 23 | d = shin 31 42 45 23 191 25 19 | e = thigh 37 22 13 33 18 222 31 | f = upperarm 43 46 24 30 31 24 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1487 56.5399 % Incorrectly Classified Instances 1143 43.4601 % Kappa statistic 0.493 Mean absolute error 0.1274 Root mean squared error 0.3335 Relative absolute error 52.0115 % Root relative squared error 95.2973 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.501 0.09 0.483 0.501 0.492 0.73 chest 0.531 0.079 0.527 0.531 0.529 0.766 forearm 0.641 0.071 0.6 0.641 0.62 0.821 head 0.652 0.051 0.682 0.652 0.667 0.809 shin 0.535 0.08 0.526 0.535 0.53 0.736 thigh 0.638 0.059 0.643 0.638 0.641 0.802 upperarm 0.46 0.077 0.499 0.46 0.479 0.706 waist Weighted Avg. 0.565 0.072 0.566 0.565 0.565 0.767 === Confusion Matrix === a b c d e f g <-- classified as 189 37 22 21 28 41 39 | a = chest 39 198 34 11 31 19 41 | b = forearm 26 28 241 14 42 6 19 | c = head 23 16 13 245 25 28 26 | d = shin 35 34 56 19 201 7 24 | e = thigh 36 23 9 23 20 240 25 | f = upperarm 43 40 27 26 35 32 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1503 57.1483 % Incorrectly Classified Instances 1127 42.8517 % Kappa statistic 0.5001 Mean absolute error 0.1268 Root mean squared error 0.3325 Relative absolute error 51.7776 % Root relative squared error 95.0093 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.588 0.094 0.512 0.588 0.547 0.77 chest 0.566 0.078 0.545 0.566 0.555 0.753 forearm 0.601 0.064 0.609 0.601 0.605 0.789 head 0.657 0.049 0.692 0.657 0.674 0.82 shin 0.512 0.087 0.496 0.512 0.504 0.721 thigh 0.593 0.051 0.66 0.593 0.625 0.812 upperarm 0.484 0.077 0.511 0.484 0.497 0.727 waist Weighted Avg. 0.571 0.071 0.575 0.571 0.572 0.77 === Confusion Matrix === a b c d e f g <-- classified as 221 27 15 6 17 40 50 | a = chest 36 211 36 6 43 12 29 | b = forearm 19 37 226 15 56 6 17 | c = head 33 7 13 247 28 25 23 | d = shin 33 36 54 24 193 10 27 | e = thigh 50 22 11 32 10 223 28 | f = upperarm 40 47 16 27 42 22 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1499 56.9962 % Incorrectly Classified Instances 1131 43.0038 % Kappa statistic 0.4983 Mean absolute error 0.1261 Root mean squared error 0.3305 Relative absolute error 51.4897 % Root relative squared error 94.4562 % Total Number of Instances 2630 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.085 0.497 0.505 0.501 0.741 chest 0.571 0.083 0.533 0.571 0.551 0.774 forearm 0.644 0.059 0.645 0.644 0.644 0.818 head 0.681 0.055 0.674 0.681 0.677 0.83 shin 0.528 0.076 0.538 0.528 0.533 0.751 thigh 0.596 0.062 0.617 0.596 0.606 0.79 upperarm 0.465 0.082 0.486 0.465 0.476 0.709 waist Weighted Avg. 0.57 0.072 0.57 0.57 0.57 0.773 === Confusion Matrix === a b c d e f g <-- classified as 190 44 22 15 22 44 39 | a = chest 26 213 36 11 37 21 29 | b = forearm 27 31 242 16 43 3 14 | c = head 18 14 10 256 20 27 31 | d = shin 32 31 38 31 199 12 34 | e = thigh 31 27 7 33 16 224 38 | f = upperarm 58 40 20 18 33 32 175 | g = waist ------------------------------------------------------------------------------------------------------