Table 10. The accuracy and loss of four base learners.
| Accuracy | Loss | F1 score | ||
|---|---|---|---|---|
| S1 | RF | 0.9315 | −0.3636 | 0.9313 |
| GDBT | 0.9112 | −0.2947 | 0.9108 | |
| XGBoost | 0.8939 | −0.3612 | 0.8936 | |
| LightGBM | 0.8393 | −0.4650 | 0.8386 | |
| S2 | RF | 0.7827 | −1.0635 | 0.7781 |
| GDBT | 0.7818 | −0.6279 | 0.7781 | |
| XGBoost | 0.7886 | −0.6437 | 0.7850 | |
| LightGBM | 0.7839 | −0.6113 | 0.7802 | |
| S3 | RF | 0.8789 | −0.6916 | 0.8785 |
| GDBT | 0.8999 | −0.3175 | 0.8998 | |
| XGBoost | 0.9038 | −0.3152 | 0.9033 | |
| LightGBM | 0.8635 | −0.4121 | 0.8646 |
Note:
Values in bold represent the optimum values for each group.