A Algorithm

On validation data minimize the loss l over class G to obtain f = g ˆ f . Solve the optimization problem (5) using f to get null w . Our experiments follow Alexandari et al. Covariate shift is well explored in past [28, 27, 7, 6, 9]. Approaches for estimating label shift (or prior shift) can be categorized into three classes: 1.