Table 4.
Receiver operating characteristics area under the curve for reduced features models.
| Machine learning model | Receiver operating characteristics area under the curve |
| Logistic regression | .87685409 |
| Naive Bayes | .88154251 |
| SVMa-linear kernel | .87553263 |
| SVM-Radial basis function kernel | .88182758 |
| SVM-polynomial kernel | .88158036 |
| Random forest | .85092592 |
| Voting classifier-soft | .88920514 |
| Voting classifier-hard | .88145900 |
aSVM: support vector machine.