PDF-JournalofMachineLearningResearch12(2011)1287-1311Submitted8/09;Revised

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TregretwasdiscoveredinthissettingInthispaperweproposeanewalgorithmforthebanditlinearoptimizationproblemwhichobtainsatighterregretboundof

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