Table 2.
FSRML model performance comparison results (test set).
| Basic model | PRE | SEN | SPE | ACC | F1 | ROC-AUC | PR-AUC |
|---|---|---|---|---|---|---|---|
| LR | 0.3030 | 0.0427 | 0.9688 | 0.7459 | 0.0749 | 0.6706 | 0.3614 |
| DT | 0.5490 | 0.5983 | 0.8442 | 0.7850 | 0.5726 | 0.7973 | 0.5231 |
| KNN | 0.6547 | 0.6239 | 0.8957 | 0.8302 | 0.6389 | 0.8647 | 0.6460 |
| BP | 0.7017 | 0.7137 | 0.9038 | 0.8580 | 0.7076 | 0.8969 | 0.6757 |
| SVM | 0.6575 | 0.4103 | 0.9322 | 0.8066 | 0.5053 | 0.8060 | 0.5710 |
| RF | 0.9483 | 0.7051 | 0.9878 | 0.9198 | 0.8088 | 0.9407 | 0.8958 |
| XGBoost | 0.9148 | 0.6880 | 0.9797 | 0.9095 | 0.7854 | 0.9522 | 0.9077 |