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What you define as regret is the case of Stochastic MAB's i.e MAB's with a fixed distribution. First of all the idea of regret in an Online setting is the loss incurred compared to the best agent (NOTE: I have used the term best agent as it can have differeing strategies, resulting in different best agents, in general we deal with a static agent, i.e whose ...


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