Colin E. Sullivan

MAPTree: Beating “Optimal” Decision Trees with Bayesian Decision Trees

2024 · Proceedings of the AAAI Conference on Artificial Intelligence

Decision trees remain one of the most popular machine learning models today, largely due to their out-of-the-box performance and interpretability. In this work, we present a Bayesian approach to decision tree induction via maximum a …