Revisiting Randomization in Greedy Model Search

Xin Chen, Jason M. Klusowski, Yan Shuo Tan +1

Feature subsampling is a core component of random forests and other ensemble methods. While recent theory suggests that this randomization acts solely as a variance reduction mecha…