Active Learning with Logged Data

Songbai Yan, Kamalika Chaudhuri, Tara Javidi

Abstract: We consider active learning with logged data, where labeled examples are drawn conditioned on a predetermined logging policy, and the goal is to learn a classifier on the entire population, not jus...