Lower-BoundedProperLossesforWeaklySupervisedClassificationShuheiM.Yoshida12TakashiTakenouchi23MasashiSugiyama24Abstractaninstancewithalabelthatmaybecorrupted.Positive-unlabeled(PU)learningofbinaryc...
OntheConsistencyofTop-kSurrogateLossesForestYang12SanmiKoyejo13Abstractasampleand/orwhenasamplemaycorrespondtomultiplelabels,e.g.,whenanimageofaparkcontainingapondmayThetop-kerrorisoftenemployedtoe...
SurrogateLossesforOnlineLearningofStepsizesinStochasticNon-ConvexOptimizationZhenxunZhuang1AshokCutkosky2FrancescoOrabona13Abstractstepsizeηt>0.Inordertoachieveafastconvergence,thestepsizesmustbec...
OnlinelearningwithkernelLossesAldoPacchiano1NiladriS.Chatterji1PeterL.Bartlett1Abstracttheendofeachround.Another,morechallengingfeedbackmodelisthepartialinformationorbanditfeedbackmodelWepresentage...
OnSymmetricLossesforLearningfromCorruptedLabelsNontawatCharoenphakdee12JongyeongLee12MasashiSugiyama21AbstractFigure1.ExamplesofLossesusedinthispaper.Thezero-oneloss,sigmoidloss,andunhingedlossares...
GeometricLossesforDistributionalLearningArthurMensch12MathieuBlondel3GabrielPeyre´12Abstractadaptation(Courtyetal.,2017),dictionarylearning(Ro-letetal.,2016)andgenerativemodelstraining(MontavonBui...
Complementary-LabelLearningforArbitraryLossesandModelsTakashiIshida12GangNiu2AdityaKrishnaMenon3MasashiSugiyama21AbstractInthispaper,weconsiderlearningfromanothernaturaltypeofweaksupervisioncalledc...
ImprovingRegressionPerformancewithDistributionalLossesEhsanImani1MarthaWhite1Abstractorabsoluteerrorforregression—butthoseLossesarenotnecessarilydirectlyminimized.Thereisgrowingevidencethatconvert...
Forest-typeRegressionwithGeneralLossesandRobustForestAlexanderHanboLi1AndrewMartin2Abstractdictquantilesbydiscoveringthatbesidescalculatingtheweightedmeanoftheobservedresponsevariables,oneThispaper...