Table 3.
LSTM | |||||
Data augmentation technique | Precision | Recall | F score | AUC | Accuracy |
None | 0.706 | 0.714 | 0.704 | 0.708 | 0.706 |
Jitter | 0.731 | 0.729 | 0.729 | 0.731 | 0.729 |
Scaling | 0.706 | 0.703 | 0.703 | 0.728 | 0.703 |
Time warp | 0.734 | 0.714 | 0.734 | 0.745 | 0.734 |
Jitter + Time Warp | 0.748 | 0.755 | 0.755 | 0.739 | 0.748 |
Scaling + Time Warp | 0.749 | 0.747 | 0.747 | 0.748 | 0.740 |
Values in bold indicate best performance.