Explainable Machine Learning in Healthcare: Methods, Interpretation, and Applications for Clinical Research

Krishna Padmanabhan, Minxin Lu, Dai Feng +4

We present a structured review of commonly used Explainable machine learning (XML) methodologies, including global and local interpretability tools such as SHapley Additive exPlana…