Minimax Rates and Spectral Distillation for Tree Ensembles

Binh Duc Vu, David S. Watson

Tree ensembles such as random forests (RFs) and gradient boosting machines (GBMs) are among the most widely used supervised learners, yet their theoretical properties remain incomp…