Table 4 parameters of all algorithms in selected features.
From: Predictive model of ulcerative colitis syndrome with ensemble learning and interpretability methods
RF | Ada | XG | GB | ET | DT |
|---|---|---|---|---|---|
‘max_depth’: None, ‘min_samples_leaf’: 2, ‘min_samples_split’: 5, ‘n_estimators’: 300 | ‘learning_rate’: 0.1, ‘n_estimators’: 150}, Best cross-validation score: 0.75 | ‘learning_rate’: 0.1, ‘max_depth’: 3, ‘n_estimators’: 100 | max_depth: 3 n_estimators: 100 | ‘max_depth’: None, ‘n_estimators’: 200 | ‘criterion’: ‘gini’, ‘max_depth’: 9, ‘min_samples_leaf’: 1, ‘min_samples_split’: 8 |
