SolvingHigh-dimensionalparabolicPDEsusingthetensortrainformatLorenzRichter123LeonSallandt4NikolasNu¨sken5AbstractonstochasticrepresentationsofthePDEsunderconsidera-tion(Eetal.,2017;Raissietal.,201...
RobustInferenceforHigh-dimensionalLinearModelsviaResidualRandomizationY.SamuelWang1SiKaiLee1PanosToulis1MladenKolar1Abstractsamplesplittingprocedurestoformvalidp-values.Zhang&Zhang(2014),VandeGeere...
MultiscaleInvertibleGenerativeNetworksforHigh-dimensionalBayesianInferenceShumaoZhang1PengchuanZhang2ThomasY.Hou1AbstractwhereListhelikelihoodgivenasWeproposeaMultiscaleInvertibleGenerativeL(yx)=N(...
MetaLearningforSupportRecoveryinHigh-dimensionalPrecisionMatrixEstimationQianZhang1YilinZheng2JeanHonorio2Abstract1.IntroductionInthispaper,westudymetalearningforsup-Precision(orinversecovariance)m...
High-dimensionalGaussianProcessInferencewithDerivativesFilipdeRoos12AlexandraGessner12PhilippHennig12AbstractwhichhascausedconsiderableinterestinGPmodelingduetothewidevarietyofapplicationsinwhichde...
High-dimensionalExperimentalDesignandKernelBanditsRomainCamilleri1JulianKatz-Samuels2KevinJamieson1AbstractWeconsiderthefollowinggamebetweenalearnerandna-ture:ateachtimet=1...T,thelearnerrequestsxt...
ClassifyingHigh-dimensionalGaussianmixtures:WherekernelmethodsfailandneuralnetworkssucceedMariaRefinetti12SebastianGoldt3FlorentKrzakala2LenkaZdeborová4Abstractetal.,2018;Allen-Zhuetal.,2018;Li&Li...
Byzantine-ResilientHigh-dimensionalSGDwithLocalIterationsonHeterogeneousDataDeepeshData1SuhasDiggavi1Abstract(Deanetal.,2012)(e.g.,trainingamachinelearningmodelwithoutcollectingtheclients’data,whi...
TheRoleofRegularizationinClassificationofHigh-dimensionalNoisyGaussianMixtureFrancescaMignacco1FlorentKrzakala2YueM.Lu3PierfrancescoUrbani1LenkaZdeborova´1Abstractgeneratedasv∗√Weconsiderahigh-d...
InferringDQNstructureforHigh-dimensionalcontinuouscontrolAndreySakryukin1ChedyRa¨ıssi23MohanS.Kankanhalli1Abstract(Yunetal.,2017),NLP(Lietal.,2016)andothers,werepublished.Oneofthemainfocusesofrec...
High-dimensionalRobustMeanEstimationviaGradientDescentYuCheng1IliasDiakonikolas2RongGe3MahdiSoltanolkotabi4Abstractasmallconstantfractionofarbitraryoutliers.WestudytheproblemofHigh-dimensionalro-Th...
RecurrentKalmanNetworks:FactorizedInferenceinHigh-dimensionalDeepFeatureSpacesPhilippBecker123HaritPandya4GregorGebhardt1ChengZhao5JamesTaylor6GerhardNeumann423Abstract1.IntroductionInordertointegr...
LR-GLM:High-dimensionalBayesianInferenceUsingLow-RankDataApproximationsBrianL.Trippe1JonathanH.Huggins2RajAgrawal1TamaraBroderick1Abstractpresenceofadiseaseoramedicalpractitionermaywishtounderstand...
GeneralizedApproximateSurveyPropagationforHigh-dimensionalEstimationLucaSaglietti12YueM.Lu3CarloLucibello41AbstractpredictedthroughadynamicalsysteminvolvingonlyscalarquantitiescalledStateEvolution(...
FeatureGroupingasaStochasticRegularizerforHigh-dimensionalStructuredDataSergu¨lAydo¨re1BertrandThirion2Gae¨lVaroquaux2Abstract1.Largefeaturedimension:NeuroimagingdataareveryHigh-dimensional,duet...
VoronoiBoundaryClassification:AHigh-dimensionalGeometricApproachviaWeightedMonteCarloIntegrationVladislavPolianskii1FlorianT.Pokorny1Abstracttionrates,particularlyintheareaofimageclassification(Kri...
High-dimensionalVariance-ReducedStochasticGradientExpectation-MaximizationAlgorithmRongdaZhu1LingxiaoWang2ChengxiangZhai3QuanquanGu2Abstractstudies(Balakrishnanetal.,2014;Wangetal.,2014;Yi&Caramani...
High-dimensionalNon-GaussianSingleIndexModelsviaThresholdedScoreFunctionEstimationZhuoranYang1KrishnakumarBalasubramanian1HanLiu1Abstractcalledastheindices.Weconsiderestimatingtheparametriccompo-In...
High-dimensionalStructuredQuantileRegressionVidyashankarSivakumar1ArindamBanerjee1Abstract2016;Vershynin,2015).Suchmodelshavebeenextendedtogeneralizedlinearmodels(Banerjeeetal.,2014;Ne-Quantileregr...
DifferentiallyPrivateClusteringinHigh-dimensionalEuclideanSpacesMaria-FlorinaBalcan1TravisDick1YingyuLiang2WenlongMou3HongyangZhang1Abstractthequalityofmanydifferentareasofprivatedataanalysis.Westu...