Interpretability in healthcare: A comparative study of local machine learning interpretability techniques

Radwa El Shawi, Youssef Sherif, Mouaz H. Al-Mallah, Sherif Sakr

Abstract: Although complex machine learning models (eg, random forest, neural networks) are commonly outperforming the traditional and simple interpretable models (eg, linear regression, decision tree), in the...