Feature Synergy, Redundancy, and Independence in Global Model Explanations using SHAP Vector Decomposition

Jan Ittner, Lukasz Bolikowski, Konstantin Hemker +1

We offer a new formalism for global explanations of pairwise feature dependencies and interactions in supervised models. Building upon SHAP values and SHAP interaction values, our…