Network | Sequence length (ms) | Training loss | Val. Acc. | Test Acc. | Test AUROC |
---|---|---|---|---|---|
MLP | 50 | 0.20 | 0.92 | 0.92 | 0.98 |
100 | 0.41 | 0.82 | 0.81 | 0.90 | |
150 | 0.39 | 0.83 | 0.83 | 0.90 | |
200 | 0.24 | 0.91 | 0.91 | 0.97 | |
1D-CNN | 50 | 0.10 | 0.96 | 0.97 | 0.99 |
100 | 0.39 | 0.84 | 0.84 | 0.89 | |
150 | 0.37 | 0.83 | 0.83 | 0.91 | |
200 | 0.36 | 0.83 | 0.83 | 0.91 | |
LSTM | 50 | 0.16 | 0.93 | 0.94 | 0.99 |
100 | 0.26 | 0.90 | 0.91 | 0.97 | |
150 | 0.25 | 0.89 | 0.90 | 0.97 | |
200 | 0.25 | 0.91 | 0.90 | 0.97 |