Hierarchical Shrinkage: improving the accuracy and interpretability of tree-based methods

Abhineet Agarwal, Yan Shuo Tan, Omer Ronen +2

Tree-based models such as decision trees and random forests (RF) are a cornerstone of modern machine-learning practice. To mitigate overfitting, trees are typically regularized by…