Thompson Sampling - What are the advantages of Thompson sampling?

The advantages of Thompson Sampling over competing reinforcement learning methods are several. Key advantages are its simplicity and how easy it is to grasp and apply. In addition, it shows near-optimal performance under specific conditions and gives strong theoretical guarantees.