StrategicClassificationMadePracticalSagiLevanon1NirRosenfeld1Abstractbankwouldliketoapprovealoanonlyifitislikelytobereturned,andtoaidindecision-making,thebanktrainsStrategicclassificationregardsthe...
StrategicClassificationintheDarkGaneshGhalme1VineetNair1ItayEilat1InbalTalgam-Cohen1NirRosenfeld1Abstractpayingbacktheloan.Thegoalofthestrategicclassificationliteratureistoshowwhenandhowthefirmcanl...
Size-InvariantGraphRepresentationsforGraphClassificationExtrapolationsBeatriceBevilacqua1YangzeZhou2BrunoRibeiro1AbstractTrainGraphonTestEnvironmentModelEnvironmentIngeneral,graphrepresentationlear...
SinkhornLabelAllocation:Semi-SupervisedClassificationviaAnnealedSelf-TrainingKaiShengTai1PeterBailis1GregoryValiant1Abstractsificationtasks.Self-training,alsoknownasself-labeling,isanSSLmethodwhere...
SampleComplexityofRobustLinearClassificationonSeparatedDataRobiBhattacharjee1SomeshJha2KamalikaChaudhuri1Abstractthusaimstofindaclassifierthatmaximizesaccuracyonexamplesthataredistancerormorefromth...
RevisitingPointCloudShapeClassificationwithaSimpleandEffectiveBaselineAnkitGoyal1HeiLaw1BoweiLiu1AlejandroNewell1JiaDeng1AbstractFigure1.PerformanceofdifferentmodelsonModelNet40.Thoseusing>1024poin...
Privacy-PreservingVideoClassificationwithConvolutionalNeuralNetworksSikhaPentyala1RafaelDowsley2MartineDeCock13AbstractMeinich-Bacheetal.,2020;Pengetal.,2020;Shahetal.,2019;Wuetal.,2019).Manyexisti...
PointwiseBinaryClassificationwithPairwiseConfidenceComparisonsLeiFeng1SenlinShu2NanLu34BoHan54MiaoXu64GangNiu4BoAn7MasashiSugiyama43Abstractweaklysupervisedlearningproblems(Zhou,2018)havebeenextens...
PAC-LearningforStrategicClassificationRaviSundaram1AnilVullikanti23HaifengXu2FanYao2AbstracttheongoingCOVID-19pandemic(Bryan&Crossroads;Williams&Haire).Intheearlymonthsofthepandemic,Thestudyofstrat...
NarrowMargins:Classification,MarginsandFatTailsFrancoisBuet-Golfouse1Abstractmanetal.,2000;Schapireetal.,1997)and(Mangasarian,1999),considerthecaseofalinearclassifier(e.g.,logisticItiswell-knowntha...
Multi-DimensionalClassificationviaSparseLabelEncodingBin-BinJia12Min-LingZhang13Abstractexistinvariousfields,e.g.,textclassification(Shatkayetal.,2008),bioinformatics(Rodr´ıguezetal.,2012),resour...
Lower-BoundedProperLossesforWeaklySupervisedClassificationShuheiM.Yoshida12TakashiTakenouchi23MasashiSugiyama24Abstractaninstancewithalabelthatmaybecorrupted.Positive-unlabeled(PU)learningofbinaryc...
LocalCorrelationClusteringwithAsymmetricClassificationErrorsJafarJafarov1SanchitKalhan2KonstantinMakarychev2YuryMakarychev3Abstractteringproblemhasfounduseinavarietyofapplications,suchasco-referenc...
ImprovedAlgorithmsforAgnosticPool-basedActiveClassificationJulianKatz-Samuels1JifanZhang2LalitJain2KevinJamieson2Abstractlearningmethodsrequirethatthisdatabelabeledandreli-ablelabelsarecostlysincet...
GraphConvolutionforSemi-SupervisedClassification:ImprovedLinearSeparabilityandOut-of-DistributionGeneralizationAseemBaranwal1KimonFountoulakis1AukoshJagannath2Abstractetal.,2016),andclassifyingtype...
FairSelectiveClassificationviaSufficiencyYuhengBu1JoshuaKa-WingLee1SubhroDas2RameswarPanda2DeeptaRajan2PrasannaSattigeri2GregoryWornell1AbstractThefieldoffairmachinelearningisrichwithbothproblemsan...
FairClassificationwithNoisyProtectedAttributes:AFrameworkwithProvableGuaranteesL.ElisaCelis1LingxiaoHuang2VijayKeswani1NisheethK.Vishnoi3Abstractξ0:=(f=1).Then,givenaperformancefunction,fairnessco...
ExploreVisualConceptFormationforImageClassificationShengzhouXiong1YihuaTan1GuoyouWang1Abstractorderthatunseensamplesalsofitthismapping.Butforhu-mans,theabilityofclassificationisgainedthroughconcept...
ClassificationwithRejectionBasedonCost-sensitiveClassificationNontawatCharoenphakdee12ZhenghangCui12YivanZhang12MasashiSugiyama21Abstractsificationincriticalapplications.Thegoalofclassificationwith...
BesovFunctionApproximationandBinaryClassificationonLow-DimensionalManifoldsUsingConvolutionalResidualNetworksHaoLiu1MinshuoChen2TuoZhao2WenjingLiao3AbstractThesuccessofdeeplearningclearlydemonstrat...