Efficient Policy Learning from Surrogate-Loss Classification Reductions

Andrew Bennett, Nathan Kallus

Abstract: Recent work on policy learning from observational data has highlighted the importance of efficient policy evaluation and has proposed reductions to weighted (cost-sensitive) classification. But, ef...