StreamingBayesianDeepTensorFactorizationShikaiFang1ZhengWang1ZhimengPan1JiLiu23ShandianZhe1Abstractbeabletoestimateallkindsofcomplicated(e.g.,highlynonlinear)mappings.Themostrecentwork(Liuetal.,Des...
StreamingandDistributedAlgorithmsforRobustColumnSubsetSelectionShuliJiang1DongyuLi1IreneMengzeLi1ArvindV.Mahankali1DavidP.Woodruff1AbstractV∈Rk×nsuchthatUV−Aisminimized(Clarkson&Woodruff,2013;Wo...
OptimalStreamingAlgorithmsforMulti-ArmedBanditsTianyuanJin1KekeHuang1JingTang2XiaokuiXiao1Abstractson,1933),onlineadvertisement(Bertsimas&Mersereau,2007),andcrowdsourcing(Zhouetal.,2014).Ittypicall...
StreamingSubmodularMaximizationunderak-SetSystemConstraintRanHaba1EhsanKazemi23MoranFeldman4AminKarbasi2Abstractsoleimanetal.,2016b),dictionarylearning(Das&Kempe,2011),crowdteaching(Singlaetal.,201...
StreamingCoresetsforSymmetricTensorFactorizationRachitChhaya1JayeshChoudhari1AnirbanDasgupta1SupratimShit1Abstractmatrixforthe2normif,∀x∈Rd,Factorizingtensorshasrecentlybecomeanimpor-(a˜Tjx)2−(...
Streamingk-SubmodularMaximizationunderNoisesubjecttoSizeConstraintLanN.Nguyen1MyT.Thai1AbstractAnotherreadilyapplicationisSensorPlacementwithktypesofmeasures(Ohsaka&Yoshida,2015;Qianetal.,Maximizin...
SubmodularStreaminginAllItsGlory:TightApproximation,MinimumMemoryandLowAdaptiveComplexityEhsanKazemi1MarkoMitrovic1MortezaZadimoghaddam2SilvioLattanzi2AminKarbasi1Abstractnon-negativesetfunctionf:2...
ParetoOptimalStreamingUnsupervisedClassificationSoumyaBasu1StevenGutstein2BrentLance2SanjayShakkottai1Abstractunknownefficiencies).Furthermore,groundtruthdataneededtoevaluatetheagents’performancei...
StreamingPrincipalComponentAnalysisinNoisySettingsTeodorV.Marinov1PooryaMianjy1RamanArora1AbstractBigdataischaracterizednotonlybyitssheer“volume”butalsobyits“veracity”,orthelackthereof.Mostbigd...
ProvableVariableSelectionforStreamingFeaturesJingWang1JieShen2PingLi3Abstractandonlyrelatedfeatureswillbeincludedintherecommen-dationmodel.Hence,inreal-worldapplications,featuresInlarge-scalemachin...
ParallelandStreamingAlgorithmsforK-CoreDecompositionHosseinEsfandiari1SilvioLattanzi1VahabMirrokni1Abstractproblem(Leeetal.,2010;Bahmanietal.,2012;Epastoetal.,2015;Esfandiarietal.,2015).Thek-corede...
LeveragingWell-ConditionedBases:StreamingandDistributedSummariesinMinkowskip-NormsGrahamCormode1CharlieDickens1DavidP.Woodruff2Abstracttemplatehasbeeninstantiatedforanumberoffundamen-taltasksinhigh...
LearningLocalizedSpatio-TemporalModelsFromStreamingDataMuhammadOsama1DaveZachariah1ThomasScho¨n1AbstractsWeaddresstheproblemofpredictingspatio-ttemporalprocesseswithtemporalpatternsthatvaryacrosss...