PINE: Pruning Boosted Tree Ensembles with Conformal In-Distribution Prediction Equivalence

Haruki Yajima, Yusuke Matsui

Tree ensembles are machine learning models with strong predictive performance and interpretability, and remain widely used for tabular data. Standard pruning methods for tree ensem…