| Linear |
‘normalize’: False |
| Ridge |
‘alpha’: 1, ‘normalize’: True, ‘random_state’: 42, ‘solver’: ‘lsqr’, ‘tol’: 0.01 |
| Lasso |
‘alpha’: 1, ‘normalize’: False, ‘random_state’: 42, ‘selection’: ‘random’, ‘tol’: 1 × 10 −10
|
| Random forest |
‘max_features’: ‘sqrt’, ‘min_samples_leaf’: 11, ‘min_samples_split’: 2, ‘n_estimators’: 400, ‘random_state’: 42 |
| Gradient boosting |
‘learning_rate’: 0.2, ‘max_depth’: 3, ‘max_features’: ‘sqrt’, ‘min_samples_leaf’: 10, ‘min_samples_split’: 22, ‘n_estimators’: 200, ‘random_state’: 42, ‘subsample’: 0.2 |
