Improved SHAP-guided ensemble framework for precise traffic flow prediction
An advanced SHAP-driven boosting framework that incorporates SHapley Additive exPlanations (SHAP) analysis as an iterative guide within the CatBoost and XGBoost models development process and the grid search optimizer to improve the accuracy and interpretability of traffic flow prediction is introduced.