Table 2.
Classification performance for different network architectures
| Model | AUROC | AUPRC | Epoch Time |
|---|---|---|---|
| gkmSVM | 0.887 (0.004) | 0.899 (0.004) | 6 h (total) |
| 4conv2pool | 0.910 (0.004) | 0.915 (0.004) | 272 s |
| 4conv2pool4norm | 0.916 (0.004) | 0.917 (0.003) | 376 s |
| 4conv | 0.896 (0.005) | 0.897 (0.005) | 325 s |
| 6conv3pool | 0.898 (0.005) | 0.898 (0.006) | 251 s |
| 6conv3pool6norm | 0.911 (0.006) | 0.909 (0.005) | 415 s |
The conventional gkmSVM is used as the baseline for comparison. For each model, we carried out 10-fold cross validation experiments. This table records the mean value of AUC values with standard error behind in the brackets