Table 6.
The performance metrics of the binary and multiclass classification tasks achieved using the LDA, SVM, RF, and ensemble classifiers for scenarios V.
| Models | Sensitivity | Specificity | Precision | F1 score |
|---|---|---|---|---|
| Binary Class Task | ||||
| LDA | 0.98 | 0.98 | 0.981 | 0.98 |
| SVM | 0.988 | 0.988 | 0.988 | 0.988 |
| RF | 0.976 | 0.977 | 0.976 | 0.976 |
| Voting | 0.988 | 0.988 | 0.988 | 0.988 |
| Multiclass Task | ||||
| LDA | 0.915 | 0.957 | 0.917 | 0.915 |
| SVM | 0.9 | 0.95 | 0.903 | 0.901 |
| RF | 0.908 | 0.954 | 0.910 | 0.909 |
| Voting | 0.917 | 0.959 | 0.919 | 0.918 |