Transfer Learning with Distance Covariance for Random Forest: Error Bounds and an EHR Application

Chenze Li, Subhadeep Paul

We propose a method for transfer learning in nonparametric regression using a random forest (RF) with distance covariance-based feature weights, assuming the unknown source and tar…