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- W760748944 abstract "In this article we present a new empirical Bernstein inequality for bounded martingale difference sequences. This inequality refines the one by Freedman [1975] and is then used in order to bound the average risk of the hypotheses during an online learning process. We show theoretical and empirical evidences of the tightness of our result compared with the state of the art bound provided by Cesa-Bianchi and Gentile [2008]." @default.
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- W760748944 date "2013-11-01" @default.
- W760748944 modified "2023-10-09" @default.
- W760748944 title "Empirical Bernstein Inequality for Martingales : Application to Online Learning" @default.
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