...Bouzidi Lamdjad Purpose This study aims to develop a comparative forecasting framework for container throughput in Gulf ports by integrating statistical models, machine learning techniques, and Explainable AI (XAI) approaches. The objective is to improve predictive accuracy while enhancing...