Table 2 Performance of baseline models
Performance parameter | Ml Naïve Bayes with feature selection | Ml Naïve Bayes without feature selection | Multilayer perceptron with feature selection | Multilayer perceptron without feature selection | Random forest with feature selection | Random forest without feature selection |
|---|---|---|---|---|---|---|
AUC | 0.797 | 0.745 | 0.711 | 0.703 | 0.736 | 0.703 |
Correctly classified cases | 340 (89.2 %) | 290 (75.9 %) | 339 (88.7 %) | 330 (86.4 %) | 338 (88.5 %) | 343 (89.8 %) |
Incorrectly classified cases | 42 (10.8 %) | 92 (24.1 %) | 43 (11.3 %) | 52 (13.6 %) | 44 (11.5 %) | 39 (10.2 %) |
Brier score | 0.085 | 0.222 | 0.086 | 0.105 |