We distinguish the full-information and bandit versions oftheaboveproblem. Thefull-informationversion,thePlayer may observe the entire function f t as his feedback =and can exploit this in making his decisions. In this paper we study the more challenging bandit setting, where the feedback = provided to the player on round t is only the scalar Here's the full list of banks the man robbed, according to the FBI: September 9, 2021, at around 10:21 a.m., Arrha Credit Union, 63 Park Ave., West Springfield, Massachusetts.

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A dilemma occurs between exploration and exploitation because an agent can not choose to both explore and exploit at the same time. Hence, we use the Upper Confidence Bound algorithm to solve the exploration-exploitation dilemma. Upper-Confidence Bound action selection uses uncertainty in the action-value estimates for balancing exploration and
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