Individual Conditional Expectation

Explainable AI methods reviewed for clinical research applications

This paper provides a structured review of Explainable Machine Learning (XML) methodologies, detailing global and local interpretability tools like SHAP, LIME, PDP, and ICE plots. It explains the mechanisms, outputs, an…