optimization for machine learning (2011)

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1、OptimizationforMachineLearningNeuralInformationProcessingSeriesMichaelI.JordanandThomasDietterich,editorsAdvancesinLargeMarginClassifiers,AlexanderJ.Smola,PeterL.Bartlett,BernhardSch¨olkopf,andDaleSchuurmans,eds.,2000AdvancedMeanFieldMethods:TheoryandPractice,ManfredOpperandDavidSa

2、ad,eds.,2001ProbabilisticModelsoftheBrain:PerceptionandNeuralFunction,RajeshP.N.Rao,BrunoA.Olshausen,andMichaelS.Lewicki,eds.,2002ExploratoryAnalysisandDataModelinginFunctionalNeuroimaging,FriedrichT.SommerandAndrzejWichert,eds.,2003AdvancesinMinimumDescriptionLength:TheoryandAppl

3、ications,PeterD.Gr¨unwald,InJaeMyung,andMarkA.Pitt,eds.,2005Nearest-NeighborMethodsinLearningandVision:TheoryandPractice,GregoryShakhnarovich,PiotrIndyk,andTrevorDarrell,eds.,2006NewDirectionsinStatisticalSignalProcessing:FromSystemstoBrains,Si-monHaykin,Jos´eC.Pr´ıncipe,TerrenceJ

4、.Sejnowski,andJohnMcWhirter,eds.,2007PredictingStructuredData,G¨okhanBakIr,ThomasHofmann,BernhardSch¨olkopf,AlexanderJ.Smola,BenTaskar,andS.V.N.Vishwanathan,eds.,2007TowardBrain-ComputerInterfacing,GuidoDornhege,Jos´edelR.Mill´an,ThiloHinterberger,DennisJ.McFarland,andKlaus-Robert

5、M¨uller,eds.,2007Large-ScaleKernelMachines,L´eonBottou,OlivierChapelle,DenisDe-Coste,andJasonWeston,eds.,2007LearningMachineTranslation,CyrilGoutte,NicolaCancedda,MarcDymetman,andGeorgeFoster,eds.,2009DatasetShiftinMachineLearning,JoaquinQui˜nonero-Candela,MasashiSugiyama,AntonSch

6、waighofer,andNeilD.Lawrence,eds.,2009OptimizationforMachineLearning,SuvritSra,SebastianNowozin,andStephenJ.Wright,eds.,2012OptimizationforMachineLearningEditedbySuvritSra,SebastianNowozin,andStephenJ.WrightTheMITPressCambridge,MassachusettsLondon,England©2012MassachusettsInstitute

7、ofTechnologyAllrightsreserved.Nopartofthisbookmaybereproducedinanyformbyanyelectronicormechanicalmeans(includingphotocopying,recording,orinformationstorageandretrieval)withoutpermissioninwritingfromthepublisher.Forinformationaboutspecialquantitydiscounts,pleaseemailspecial_sales@m

8、itpress.mit.eduThisbookwassetinLa