Table 7 After SHAP performance evaluation.
Model | AUC | ACC | MCC | Sen | Spe | Pre | F1 | AUPR | Optimal subset | |
|---|---|---|---|---|---|---|---|---|---|---|
After SHAP | SVM54 | 0.979 | 0.925 | 0.850 | 0.940 | 0.910 | 0.911 | 0.925 | 0.977 | 200 |
XGBoost55 | 0.951 | 0.881 | 0.762 | 0.871 | 0.891 | 0.898 | 0.885 | 0.955 | 200 | |
CNN56 | 0.925 | 0.925 | 0.851 | 0.933 | 0.918 | 0.923 | 0.928 | 0.945 | 200 | |
ResNet5057 | 0.833 | 0.764 | 0.528 | 0.766 | 0.761 | 0.772 | 0.769 | 0.829 | 200 | |
GRUATT-AVP | 0.986 | 0.948 | 0.896 | 0.942 | 0.954 | 0.956 | 0.949 | 0.988 | 500 |