Gradient Boosting Performs Gaussian Process Inference

Aleksei Ustimenko, Artem Beliakov, Liudmila Prokhorenkova

This paper shows that gradient boosting based on symmetric decision trees can be equivalently reformulated as a kernel method that converges to the solution of a certain Kernel Rid…