Tree Ensemble Explainability through the Hoeffding Functional Decomposition and TreeHFD Algorithm

Clément Bénard

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 ensemble…