Racing Thompson: an Efficient Algorithm for Thompson Sampling with Non-conjugate Priors

Yichi Zhou, Jun Zhu, Jingwei Zhuo

Abstract: Thompson sampling has impressive empirical performance for many multi-armed bandit problems. But current algorithms for Thompson sampling only work for the case of conjugate priors since they requi...