Policy Gradient Optimization of Thompson Sampling Policies

Seungki Min, Ciamac C. Moallemi, Daniel J. Russo

We study the use of policy gradient algorithms to optimize over a class of generalized Thompson sampling policies. Our central insight is to view the posterior parameter sampled by…