RATT:LeveragingUnlabeledDatatoGuaranteeGeneralizationSaurabhGarg1SivaramanBalakrishnan12J.ZicoKolter3ZacharyC.Lipton1Abstractityofthehypothesisclass.Afterfittingthemodelontheavailabledata,onecanplu...
BinaryClassificationfromMultipleUnlabeledDatasetsviaSurrogateSetClassificationNanLu12ShidaLei1GangNiu2IsseiSato12MasashiSugiyama21Abstractetal.,2017;VanRooyen&Williamson,2018;Hanetal.,2018;2020;Fan...
SafeDeepSemi-SupervisedLearningforUnseen-ClassUnlabeledDataLan-ZheGuo1Zhen-YuZhang1YuanJiang1Yu-FengLi1Zhi-HuaZhou1AbstractFigure1.Oneexampleofclassdistributionmismatch.Unlabeleddatacontainsclasses...
OptimalEstimatorforUnlabeledLinearRegressionHangZhang,PingLiCognitiveComputingLabBaiduResearch10900NE8thST.Bellevue,WA98004,USA{zhanghanghitomi,pingli98}@gmail.comAbstractthematrixofmeasurements.Wh...
TheInformation-TheoreticValueofUnlabeledDatainSemi-SupervisedLearningAlexanderGolovnev1Da´vidPa´l2Bala´zsSzo¨re´nyi2Abstractofalgorithmsindexedbythe(uncountablymany)distri-butionsoverthedomain...
ClassificationfromPositive,UnlabeledandBiasedNegativeDataYu-GuanHsieh∗1GangNiu2MasashiSugiyama23Abstractbelongingtothisclassaretoodiversetobeexhaustivelyannotated.Thesameproblemarisesintextclassi...
ClassificationfromPairwiseSimilarityandUnlabeledDataHanBao12GangNiu2MasashiSugiyama21AbstractTable1:Explanationsofclassificationandclustering.Supervisedlearningneedsahugeamountofla-ProblemExplanati...
Multi-taskLearningwithLabeledandUnlabeledTasksAnastasiaPentina1ChristophH.Lampert1Abstractisavailable.Inpractice,itishighlydesirabletobeabletohandlethissituationforproblemswithaverylargenumberInmul...