Table 3 Hyperparameters and structures of the developed machine learning models.
Model | Parameters and functions |
|---|---|
XGBoost | Estimator number: 3000; Max depth: 40; Learning rate: 0.1 |
Extra Tree | 1000 trees; Estimator number: 3000; Max depth: 40 Learning rate: 0.1 |
Random Forest | Estimator number: 600; Max depth: 40; Learning rate: 0.1 |
CatBoost | Estimator number: 450; Max depth: 40; Learning rate: 0.1 |
