Exact Functional ANOVA Decomposition for Categorical Inputs Models

Baptiste Ferrere, Nicolas Bousquet, Fabrice Gamboa +2

Functional ANOVA offers a principled framework for interpretability by decomposing a model's prediction into main effects and higher-order interactions. For independent features, t…