Rashmi Korlakai Vinayak

DART: Dropouts meet Multiple Additive Regression Trees

MART, an ensemble model of boosted regression trees, is known to deliver high prediction accuracy for diverse tasks, and is widely used in practice. However, it suffers an issue which we call over-specialization, wherein trees added at later iterations tend to impact the prediction of only a few ins…