Ren-Wei Liu

Learning under Target Shift: Optimal Density Ratio Estimation and Importance-Weighted Regression

We study density ratio estimation and importance-weighted regression under target shift with continuous outputs. Under target shift, the conditional distribution of the inputs given the outputs remains invariant across the training and test distributions, while the output marginal distribution may change. Although this...