Alpha-Trimming: Locally Adaptive Tree Pruning for Random Forests

Nikola Surjanovic, Andrew Henrey, Thomas M. Loughin

We demonstrate that adaptively controlling the size of individual regression trees in a random forest can improve predictive performance, contrary to the conventional wisdom that t…