A new similarity measure for covariate shift with applications to nonparametric regression

Reese Pathak, Cong Ma, Martin J. Wainwright

We study covariate shift in the context of nonparametric regression. We introduce a new measure of distribution mismatch between the source and target distributions that is based o…