Abhishek Mandal

Probabilistically-routed Bayesian Additive Spanning Trees for Learning on Constrained Domains

Bayesian additive spanning tree (BAST) is an useful tool for interpretable, non-parametric regression on complex constrained domains. It improves upon the performance of Bayesian additive regression trees (BART) by replacing axis-aligned splits through binary tree components by cuts on a spanning tr…