Datasets | Model | AUC (95%CI) | Statistic | P |
---|---|---|---|---|
Training set | Logistic Regression | 0.854 (0.811–0.896) | -5.57 | < 0.001 |
SVM | 0.769 (0.715–0.824) | -6.89 | < 0.001 | |
Random Forest | 0.917 (0.887–0.947) | -3.97 | < 0.001 | |
XGBoost | 0.947 (0.924–0.969) | Ref | ||
Testing set | Logistic Regression | 0.823 (0.733–0.914) | -2.59 | 0.01 |
SVM | 0.745 (0.645–0.845) | -3.39 | 0.001 | |
Random Forest | 0.880 (0.815–0.945) | -2.44 | 0.015 | |
XGBoost | 0.922 (0.865–0.979) | Ref |