PDF-JournalofMachineLearningResearch182017139Submitted515Revised217

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3ApreliminaryversionofthispaperappearedinAlgorithmicLearningTheory2014Dimitrakakisetal2014Thisversioncorrectsproofsconstantfactorsintheupperboundsandintroducesnewmaterialonutilityanalysislo

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