Boulevard: Regularized Stochastic Gradient Boosted Trees and Their Limiting Distribution

Yichen Zhou, Giles Hooker

This paper examines a novel gradient boosting framework for regression. We regularize gradient boosted trees by introducing subsampling and employ a modified shrinkage algorithm so…