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Thompson Sampling - What are the disadvantages of Thompson sampling?


The fact that pure Thompson Sampling is inherently an algorithm that minimizes regret is a noteworthy negative. If two alternatives in a headline test have identical performance, for example, the algorithm's design might cause the test to take far longer than necessary.