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7 . 4 ( Phased UCB ( i ) ) Fix a 1 - subgaussian k - armed bandit environment and a horizon n .
Phased UCB i Fix a subgaussian karmed bandit environment and ahorizon n Consider the version of UCB that works in phases of exponentiallyincreasing length of In each phase, the algorithm uses the action thatwould have been chosen by UCB at the beginning of the phase see Algorithm belowa State and prove a bound on the regret for this version of UCB.
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