Optional Pólya trees: posterior rates and uncertainty quantification

Ismaël Castillo, Thibault Randrianarisoa

We consider statistical inference in the density estimation model using a tree-based Bayesian approach, with Optional Pólya trees as prior distribution. We derive near-optimal conv…