Table 4.
CNN-LSTM | |||||
Data augmentation technique | Precision | Recall | F score | AUC | Accuracy |
None | 0.722 | 0.719 | 0.714 | 0.713 | 0.718 |
Jitter | 0.721 | 0.721 | 0.722 | 0.725 | 0.713 |
Scaling | 0.713 | 0.713 | 0.713 | 0.720 | 0.717 |
Time warp | 0.734 | 0.734 | 0.717 | 0.731 | 0.729 |
Jitter + Time Warp | 0.735 | 0.726 | 0.746 | 0.739 | 0.724 |
Scaling + Time Warp | 0.750 | 0.752 | 0.746 | 0.735 | 0.735 |
Values in bold indicate best performance.