Generalizing off-policy learning under sample selection bias

Tobias Hatt, Daniel Tschernutter, Stefan Feuerriegel

Abstract: Learning personalized decision policies that generalize to the target population is of great relevance. Since training data is often not representative of the target population, standard policy lea...