TABLE III. Performance Metrics for Seven Algorithms Using Different Ratios.
| Algorithm | Ratio | AUC | Sensitivity | Accuracy |
|---|---|---|---|---|
| 0.2 | 0.830 | 0.520 | 0.968 | |
| 0.4 | 0.833 | 0.561 | 0.955 | |
| DT | 0.6 | 0.834 | 0.596 | 0.945 |
| 0.8 | 0.837 | 0.686 | 0.884 | |
| 1 | 0.837 | 0.678 | 0.890 | |
| 0.2 | 0.848 | 0.515 | 0.970 | |
| 0.4 | 0.848 | 0.576 | 0.955 | |
| RF | 0.6 | 0.848 | 0.626 | 0.933 |
| 0.8 | 0.847 | 0.665 | 0.902 | |
| 1 | 0.846 | 0.683 | 0.888 | |
| 0.2 | 0.848 | 0.525 | 0.968 | |
| 0.4 | 0.849 | 0.583 | 0.954 | |
| GB | 0.6 | 0.849 | 0.629 | 0.931 |
| 0.8 | 0.849 | 0.672 | 0.902 | |
| 1 | 0.850 | 0.692 | 0.882 | |
| 0.2 | 0.817 | 0.506 | 0.959 | |
| 0.4 | 0.822 | 0.606 | 0.932 | |
| kNN | 0.6 | 0.824 | 0.648 | 0.905 |
| 0.8 | 0.826 | 0.678 | 0.879 | |
| 1 | 0.826 | 0.699 | 0.851 | |
| 0.2 | 0.818 | 0.467 | 0.961 | |
| 0.4 | 0.821 | 0.586 | 0.937 | |
| LR | 0.6 | 0.822 | 0.640 | 0.903 |
| 0.8 | 0.822 | 0.683 | 0.860 | |
| 1 | 0.823 | 0.717 | 0.809 | |
| 0.2 | 0.823 | 0.665 | 0.869 | |
| 0.4 | 0.824 | 0.672 | 0.865 | |
| NB | 0.6 | 0.823 | 0.686 | 0.857 |
| 0.8 | 0.823 | 0.697 | 0.843 | |
| 1 | 0.821 | 0.664 | 0.867 | |
| 0.2 | 0.792 | 0.529 | 0.964 | |
| 0.4 | 0.818 | 0.597 | 0.945 | |
| SVM | 0.6 | 0.828 | 0.673 | 0.894 |
| 0.8 | 0.832 | 0.685 | 0.886 | |
| 1 | 0.833 | 0.686 | 0.885 |