HierarchicalClusteringofDataStreams:ScalableAlgorithmsandApproximationGuaranteesAnandRajagopalan1FabioVitale2DannyVainstein3GuiCitovsky1CeciliaM.Procopiuc1ClaudioGentile1Abstractwithinhighlydynamic...
SchattenNormsinMatrixStreams:HelloSparsity,GoodbyeDimensionVladimirBraverman1RobertKrauthgamer2AdityaKrishnan1RoiSinoff2Abstractnately,inseveralapplicationdomains,inputmatricesareoftenverysparse,me...
LearningwithFeatureandDistributionEvolvableStreamsZhen-YuZhang1PengZhao1YuanJiang1Zhi-HuaZhou1AbstractFeatureSpaceEvolvingInmanyreal-worldapplications,dataarecol-…………Labellectedintheformofastre...
ImputingMissingEventsinContinuous-TimeEventStreamsHongyuanMei1GuanghuiQin2JasonEisner1Abstract•Medicalrecords.Somepatientsrecorddetailedsymp-toms,self-administeredmedications,diet,andsleep.Eventsi...
Semi-SupervisedLearningonDataStreamsviaTemporalLabelPropagationTalWagner1SudiptoGuha2ShivaPrasadKasiviswanathan2NinaMishra2Abstractingofmetricsarisingfrommedicalpatientsignals(ECG,EEG,falldetection...
MatrixNormsinDataStreams:Faster,Multi-PassandRow-OrderVladimirBraverman1StephenChestnut2RobertKrauthgamer3YiLi4DavidWoodruff5LinYang6Abstracturalorder(sortedwithiastheprimarykey,andjasthesec-ondary...
ClusteringHighDimensionalDynamicDataStreamsVladimirBraverman1GereonFrahling2HarryLang1ChristianSohler3LinF.Yang1Abstractthesameclusterissimilaranddataindifferentclustersisdifferent.Centerbasedclust...
BayesianModelsofDataStreamswithHierarchicalPowerPriorsAndre´sMasegosa12ThomasD.Nielsen3HelgeLangseth2Dar´ıoRamos-Lo´pez1AntonioSalmero´n1AndersL.Madsen34Abstractgettingapproaches(Honkela&Valpo...