Extracting Interpretable Models from Tree Ensembles: Computational and Statistical Perspectives

Brian Liu, Rahul Mazumder, Peter Radchenko

Tree ensembles are non-parametric methods widely recognized for their accuracy and ability to capture complex interactions. While these models excel at prediction, they are difficu…