2025
Tree Ensemble Explainability through the Hoeffding Functional Decomposition and TreeHFD Algorithm
NeurIPS 2025poster
Tree ensembles have demonstrated state-of-the-art predictive performance across a wide range of problems involving tabular data. Nevertheless, the black-box nature of tree ensembles is a strong limitation, especially for applications with critical decisions at stake. The Hoeffding or ANOVA functiona…