Bandit Algorithms for Policy Learning: Methods, Implementation, and Welfare-performance

Toru Kitagawa, Jeff Rowley

Static supervised learning-in which experimental data serves as a training sample for the estimation of an optimal treatment assignment policy-is a commonly assumed framework of po…