TABLE 5.
Top eight performing models evaluation on the external validation set.
| Feature Subset | Model Name | External Validation | ||||
|---|---|---|---|---|---|---|
| AUC | ACC (%) | SEN (%) | SPE (%) | MCC | ||
| DS + RDKit_237 | BRF | 0.8842 | 76.32 | 86.84 | 72.81 | 0.5231 |
| EEC | 0.8446 | 72.37 | 73.68 | 71.93 | 0.4041 | |
| BBC + GBDT | 0.9164 | 83.55 | 81.58 | 84.21 | 0.6095 | |
| BBC + LightGBM | 0.8910 | 80.92 | 76.32 | 82.46 | 0.5445 | |
| MOE + RDKit_196 | BRF | 0.8691 | 76.97 | 78.95 | 76.32 | 0.4943 |
| BBC + GBDT | 0.8663 | 77.63 | 73.68 | 78.95 | 0.4804 | |
| SubFPC | BRF | 0.8909 | 76.97 | 84.21 | 74.56 | 0.5192 |
| BBC + GBDT | 0.8989 | 79.61 | 76.32 | 80.70 | 0.5229 | |