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1、EDITORSSCHWAIGHOFER,ANDLAWRENCE,QUIÑONERO-CANDELA,SUGIYAMA,computerscience/machinelearningDATASETSHIFTINMACHINELEARNINGDATASETSHIFTINMACHINELEARNINGEDITEDBYJOAQUINQUIÑONERO-CANDELA,MASASHISUGIYAMA,ANTONSCHWAIGHOFER,DATASETSHIFTINMACHINELEARNINGANDNEILD.LAWRENCEEDITEDBYJOAQUINQUIÑONERO-CAN
2、DELA,MASASHISUGIYAMA,ANTONSCHWAIGHOFER,ANDNEILD.LAWRENCEDatasetshiftisacommonprobleminpredictivemodelingthatoccurswhenthejointdistributionofinputsandoutputsdiffersbetweentrainingandteststages.Covariateshift,aparticularJoaquinQuiñonero-CandelaisaResearcherintheOnlineServicescaseofdatasetsh
3、ift,occurswhenonlytheinputdistributionandAdvertisingGroupatMicrosoftResearchCambridge,UK.changes.Datasetshiftispresentinmostpracticalapplications,MasashiSugiyamaisAssociateProfessorintheDepartmentofComputerScienceattheTokyoInstituteofTechnology.Antonforreasonsrangingfromthebiasintroducedb
4、yexperimentalCONTRIBUTORSSchwaighoferisanAppliedResearcherintheOnlineServicesdesigntotheirreproducibilityofthetestingconditionsatSHAIBEN-DAVID,STEFFENBICKEL,KARSTENBORGWARDT,MICHAELBRÜCKNER,DAVIDCORFIELD,AMIRGLOBERSON,andAdvertisingGroupatMicrosoftResearch,Cambridge,UK.trainingtime.(Anexa
5、mpleisemailspamfiltering,whichmayNeilD.LawrenceisSeniorResearchFellowandMemberoftheARTHURGRETTON,LARSKAIHANSEN,MATTHIASHEIN,JIAYUANHUANG,TAKAFUMIKANAMORI,KLAUS-ROBERTMÜLLER,failtorecognizespamthatdiffersinformfromthespamtheMachineLearningandOptimisationResearchGroupintheSAMROWEIS,NEILRUBEN
6、S,TOBIASSCHEFFER,MARCELSCHMITTFULL,BERNHARDSCHÖLKOPF,HIDETOSHISHIMODAIRA,automaticfilterhasbeenbuilton.)Despitethis,anddespiteSchoolofComputerScienceattheUniversityofManchester.ALEXSMOLA,AMOSSTORKEY,MASASHISUGIYAMA,CHOONHUITEOtheattentiongiventotheapparentlysimilarproblemsofsemi-supervised
7、learningandactivelearning,datasetshifthasreceivedrelativelylittleattentioninthemachinelearningcom-NeuralInformationProcessingseriesTHEMITPRESSMASSACHUSETTSINSTITUTEOFTECHNOLOGYCAMBRIDGE,MASSACHUSETTS02142HTTP://MITPRESS.MIT.EDUmunityuntilrecently.Thisvolumeoffersano
