Author

Amina Bouhali

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Aug 2026

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.

Amina Bouhali, Abdelhafid Zeroual, F. Harrou · Intelligent Data Analysis · 0 citations