TABLE 5. Results of the XGBoost Classifier Over the Handcrafted Features.
| Score | No selection | PCA | RFE | PCA + RFE |
|---|---|---|---|---|
| Accuracy | 0.86 | 0.90 | 0.90 | 0.97 |
| Precision | 0.85 | 0.88 | 0.91 | 0.98 |
| Recall | 0.86 | 0.91 | 0.86 | 0.95 |
| F1-score | 0.85 | 0.89 | 0.88 | 0.96 |
| Score | No selection | PCA | RFE | PCA + RFE |
|---|---|---|---|---|
| Accuracy | 0.86 | 0.90 | 0.90 | 0.97 |
| Precision | 0.85 | 0.88 | 0.91 | 0.98 |
| Recall | 0.86 | 0.91 | 0.86 | 0.95 |
| F1-score | 0.85 | 0.89 | 0.88 | 0.96 |