Explainable AI in educational data mining: LightGBM and SHAP for enhancing learner performance prediction
Accurate prediction of learner performance is essential for adaptive educational systems and personalized learning. However, the integration of advanced gradient-boosting models with established educational frameworks remains underexplored, particularly when predictive performance and interpretability are considered jo...