Periodic Bootstrap Thompson Sampling For Periodically Non-Stationary Bandit Problems

Boning Shao

This paper introduces Periodic Bootstrap Thompson Sampling (PBTS), an innovative extension of the classic Thompson Sampling (TS) algorithm tailored for bandit problems with periodi…