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

2 citations · 2 across the 1 of their papers we have counts for

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cs.LG2021★ 2 cited

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…