Generalized Functional ANOVA in Closed-Form: A Unified View of Additive Explanations
Published in arXiv preprint, 2026
We introduce a closed-form formulation for the Generalized Functional ANOVA for continuous and bounded random variables.
Publications
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Exact Functional ANOVA Decomposition for Categorical Inputs Models
Published in ICML 2026 (Spotlight), 2026
We introduce a closed-form formulation for the Generalized Functional ANOVA on categorical domains.
Fourier Analysis on the Boolean Hypercube via Hoeffding Functional Decomposition
Published in arXiv preprint, 2025
We propose an ANOVA-based generalization of the Fourier decomposition on the Boolean hypercube endowed with any arbitrary probability measure, enabling the handling of non-uniform configuration spaces.