Table 3.
Performance evaluation of each activity with random subspace classifier on the holdout method.
| END (Holdout) | ||||||||
|---|---|---|---|---|---|---|---|---|
| SVM | RF | |||||||
| Activity | Precision | Recall | F-measure | ROC | Precision | Recall | F-measure | ROC |
| A1 | 96.10% | 97.60% | 96.90% | 99.20% | 92.70% | 94.90% | 93.80% | 99.70% |
| A2 | 95.30% | 94.00% | 94.70% | 98.80% | 89.60% | 90.80% | 90.20% | 99.40% |
| A3 | 95.50% | 96.00% | 95.70% | 98.80% | 92.30% | 91.90% | 92.10% | 99.50% |
| A4 | 92.80% | 90.40% | 91.60% | 95.20% | 96.60% | 90.10% | 93.20% | 99.60% |
| A5 | 88.80% | 91.50% | 90.20% | 96.20% | 88.80% | 94.60% | 91.60% | 99.40% |
| A6 | 100.00% | 99.10% | 99.60% | 99.80% | 99.10% | 97.30% | 98.20% | 100.00% |