Table 2.
CNN | |||||
Data augmentation technique | Precision | Recall | F score | AUC | Accuracy |
None | 0.695 | 0.697 | 0.699 | 0.704 | 0.710 |
Jitter | 0.696 | 0.713 | 0.731 | 0.724 | 0.713 |
Scaling | 0.699 | 0.699 | 0.699 | 0.703 | 0.699 |
Time Warp | 0.717 | 0.717 | 0.715 | 0.729 | 0.717 |
Jitter + Time Warp | 0.758 | 0.758 | 0.755 | 0.739 | 0.754 |
Scaling + Time Warp | 0.749 | 0.742 | 0.755 | 0.731 | 0.730 |
Values in bold indicate best performance.