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cs.LG2026
Woodelf++: A Fast and Unified Partial Dependence Plot Algorithm for Decision Tree Ensembles
Ron Wettenstein, Alexander Nadel, Udi Boker
Partial Dependence Plots (PDPs) visualize how changes in a single feature affect the average model prediction. They are widely used in practice to interpret decision tree ensembles…
cs.LG2026
WOODELF-HD: Efficient Background SHAP for High-Depth Decision Trees
Ron Wettenstein, Alexander Nadel, Udi Boker
Decision-tree ensembles are a cornerstone of predictive modeling, and SHAP is a standard framework for interpreting their predictions. Among its variants, Background SHAP offers hi…