DomainAdaptationwithAsymmetrically-RelaxedDistributionAlignmentYifanWu1EzraWinston1DivyanshKaushik1ZacharyC.Lipton1Abstractever,well-chosenassumptionscanmakepossiblealgorithmswithnon-vacuousperform...
DistributionCalibrationforRegressionHaoSong1TomDiethe2MeelisKull3PeterFlach14Abstractmaking,suchascost-sensitiveclassification[33].However,fromsimplemodels(e.g.Na¨ıveBayes)tocomplexonesWeareconce...
CommunicationComplexityinLocallyPrivateDistributionEstimationandHeavyHittersJayadevAcharya1ZitengSun1AbstractWasserman&Zhou,2010;Wainwrightetal.,2012;Chaud-hurietal.,2011)).DifferentialPrivacy(DP)(...
AWrappedNormalDistributiononHyperbolicSpaceforGradient-BasedLearningYoshihiroNagano1ShoichiroYamaguchi2YasuhiroFujita2MasanoriKoyama2Abstract(a)AtreerepresentationofthetrainingdatasetHyperbolicspac...
JointGAN:Multi-DomainJointDistributionLearningwithGenerativeAdversarialNetsYunchenPu1ShuyangDai2ZheGan3WeiyaoWang2GuoyinWang2YizheZhang3RicardoHenao2LawrenceCarin2AbstractTherehasbeenrecentinterest...
Multi-ClassOptimalMarginDistributionMachineTengZhang1Zhi-HuaZhou1AbstractRecently,themargintheoryforBoostinghasfinallybeendefended(Gao&Zhou,2013),andhasdisclosedthattheRecentstudiesdisclosethatmaxi...
DictionaryLearningBasedonSparseDistributionTomographyPedramPad1FarnoodSalehi2ElisaCelis2PatrickThiran2MichaelUnser1Abstracttheentriesofxarestatisticallyindependent,whichresultsinaclassofmethodsrefe...