Yan-Yuan Ma

Efficient Inference under Label Shift in Unsupervised Domain Adaptation

This paper considers a particular type of distribution shift, label shift, and develops an e-icient inference procedure for general parameters characterizing the unlabeled target population, and proposes a progressive estimation strategy that unfolds in three stages: an initial heuristic guess, a consistent estimation,...