| 集成学习模型 | 参数 |
| Xgboost | n_estimators = 200 max_depth = 5 min_child_weight = 10 reg_alpha = 0.1 learning_rate = 0.1 |
| Catboost | iterations = 200 depth = 5 learning_rate = 0.01 |
| LightGBM | n_estimators = 50 max_depth = 5 num_leaves = 31 learning_rate = 0.1 |