Metrics | KNN | LR | SVM | DT | MLP | XGboost |
---|---|---|---|---|---|---|
(95% CI) | (95% CI) | (95% CI) | (95% CI) | (95% CI) | (95% CI) | |
AU-ROC | 0.83 (0.76–0.86) | 0.89 (0.83–0.93) | 0.88 (0.84–0.91) | 0.85 (0.77–0.88) | 0.80 (0.74–0.84) | 0.94 (0.89–0.98) |
AU-PRC | 0.93 (0.90–0.94) | 0.96 (0.93–0.98) | 0.95 (0.89–0.96) | 0.95 (0.94–0.97) | 0.92 (0.89–0.94) | 0.97 (0.93–0.99) |
Accuracy | 0.82 (0.77–0.86) | 0.83 (0.77–0.86) | 0.84 (0.82–0.88) | 0.89 (0.84–0.92) | 0.76 (0.74–0.79) | 0.91 (0.88–0.95) |
Precision | 0.88 (0.83–0.92) | 0.86 (0.83–0.89) | 0.88 (0.84–0.91) | 0.92 (0.89–0.95) | 0.76 (0.74–0.79) | 0.95 (0.93–0.96) |
Recall | 0.88 (0.85–0.90) | 0.91 (0.85–0.96) | 0.92 (0.90–0.95) | 0.94 (0.92–0.98) | 0.99 (0.98–1.00) | 0.93 (0.88–0.97) |
F1 score | 0.88 (0.84–0.90) | 0.89 (0.84–0.91) | 0.90 (0.88–0.92) | 0.93 (0.91–0.96) | 0.86 (0.85–0.88) | 0.94 (0.91–0.96) |
MCC | 0.54 (0.39–0.64) | 0.54 (0.39–0.61) | 0.58 (0.51–0.69) | 0.70 (0.57–0.79) | 0.22 (0.10–0.40) | 0.77 (0.70–0.86) |
SPC | 0.67 (0.53–0.80) | 0.59 (0.48–0.71) | 0.63 (0.50–0.76) | 0.79 (0.72–0.85) | 0.10 (0.05–0.26) | 0.85 (0.81–0.90) |
NPV | 0.66 (0.56–0.71) | 0.72 (0.56–0.83) | 0.74 (0.69–0.79) | 0.81 (0.70–0.98) | 0.87 (0.54–1.00) | 0.81 (0.73–0.89) |