Comments on “Finite-Time Analysis of the Multiarmed Bandit Problem”

In the article [1], we can get a tighter upper bound of expected regret in Theorem 1 and 4, there are also some critical incorrect statements in the proof of Theorem 2, we modified the incorrect statements in this comment and a correction version of Theorem 2 is also presented.