Table 2.
Classifier | Filter | F1 | ACC | PPV | TPR | AUROC |
---|---|---|---|---|---|---|
RF | Low-pass | 0.788 (0.238) | 0.795 (0.229) | 0.805 (0.232) | 0.795 (0.229) | 0.881 (0.170) |
RF | Band-stop | 0.658 (0.201) | 0.664 (0.199) | 0.681 (0.214) | 0.664 (0.199) | 0.748 (0.245) |
NN | Low-pass | 0.900 (0.096) | 0.902 (0.092) | 0.918 (0.070) | 0.902 (0.092) | 0.935 (0.090) |
NN | Band-stop | 0.703 (0.199) | 0.710 (0.190) | 0.714 (0.197) | 0.710 (0.190) | 0.754 (0.232) |
CNN | Low-pass | 0.828 (0.192) | 0.838 (0.173) | 0.849 (0.159) | 0.838 (0.173) | 0.838 (0.291) |
CNN | Band-stop | 0.799 (0.146) | 0.801 (0.144) | 0.816 (0.147) | 0.801 (0.144) | 0.844 (0.227) |
Metrics provided as mean (standard deviation)