Quadrature-TreeSHAP: Depth-Independent TreeSHAP and Shapley Interactions

Ron Wettenstein, Rory Mitchell, Peng Yu

Shapley values are a standard tool for explaining predictions of tree ensembles, with Path-Dependent SHAP being the most widely used variant. Despite substantial progress, existing…