Adaptive Split Balancing for Optimal Random Forest

Yuqian Zhang, Weijie Ji, Jelena Bradic

In this paper, we propose a new random forest algorithm that constructs the trees using a novel adaptive split-balancing method. Rather than relying on the widely-used random featu…