Leakage-Aware Explainable Alzheimer’s Disease Detection Using Ensemble-Based Tree Models and Shapley Additive Explanations
Alzheimer’s disease and dementia are leading causes of cognitive decline among older adults, creating a need for accurate, transparent, and clinically interpretable decision-support tools for routine screening. This study proposes a leakage-aware and explainable machine learning framework for dementia classification us...