Method | Features | Sensitivity | Specificity | AUC | |||
---|---|---|---|---|---|---|---|
Point estimate (%) | 95% CI | Point estimate (%) | 95% CI | Point estimate | 95% CI | ||
Decision tree | {6, 1, 2, 8} | 70.6 | 0.5889–0.8008 | 75.0 | 0.6231–0.8448 | 0.744 | 0.677–0.774 |
Multilayer perceptron | {5, 2, 1, 3} | 66.2 | 0.5462–0.7612 | 71.7 | 0.5843–0.8203 | 0.806 | 0.677–0.839 |
Random forest | {4, 8, 5, 2} | 72.7 | 0.5983–0.8181 | 75.9 | 0.593–0.811 | 0.811 | 0.710–0.892 |
Linear discriminant analysis | {5, 2} | 76.0 | 0.6212–0.8345 | 69.8 | 0.6156–0.8316 | 0.818 | 0.6667–0.9444 |
Support vector machine | {4, 2, 10, 8, 1} | 71.4 | 0.6479–0.8616 | 76.9 | 0.6148–0.8228 | 0.840 | 0.6667–0.9762 |