FastApproximateSpectralClusteringforDynamicNetworksLionelMartin1AndreasLoukas1PierreVandergheynst1Abstractandshouldbetakenintoaccountinthealgorithmicde-signandanalysis.Unfortunately,SCispoorlysuite...
DistributedClusteringviaLSHBasedDataPartitioningAdityaBhaskara1MaheshakyaWijewardena1Abstractmanyformulationshavebeenverysuccessfulinapplica-tions,includingk-means,k-median,k-center,andvariousGiven...
ClusteringSemi-RandomMixturesofGaussiansPranjalAwasthi1AravindanVijayaraghavan2Abstract1894;Dasgupta,1999;Arora&Kannan,2001;Vempala&Wang,2004;Dasgupta&Schulman,2007).Gaussianmixturemodels(GMM)areth...
UniformDeviationBoundsfork-MeansClusteringOlivierBachem1MarioLucic1S.HamedHassani1AndreasKrause1AbstractRelatedwork.TraditionalVapnik-Chervonenkistheoryprovidestoolstoobtainuniformdeviationboundsfo...
OnContext-DependentClusteringofBanditsClaudioGentile1ShuaiLi2PurushottamKar3AlexandrosKaratzoglou4GiovanniZappella5EvansEtrue1Abstractmovierecommendationsystem,wherethecatalogisrela-tivelystaticand...
MultipleClusteringViewsfromMultipleUncertainExpertsYaleChang1JunxiangChen1MichaelH.Cho2PeterJ.Castaldi2EdwinK.Silverman2JenniferG.Dy1Abstractetal.,1999).Givendatamatrixandanotionofsimi-laritybetwee...
MultilevelClusteringviaWassersteinMeansNhatHo1XuanLongNguyen1MikhailYurochkin1HungHaiBui2VietHuynh3DinhPhung3Abstract2001).WhilehierachicalClusteringtechniquesmaybeem-ployedtofindatree-structedclus...
LatentLSTMAllocationJointClusteringandNon-LinearDynamicModelingofSequentialDataManzilZaheer1AmrAhmed2AlexanderJSmola1AbstractFigure1.LLAhasbetterperplexity(lowerisbetter)thanLDAbutmuchfewerparamete...
HyperplaneClusteringviaDualPrincipalComponentPursuitManolisC.Tsakiris1Rene´Vidal1Abstractlieinaunionofhyperplanes,asin,e.g.,projectivemotionsegmentation(Vidaletal.,2006),3DpointcloudanalysisState-...
DifferentiallyPrivateClusteringinHigh-DimensionalEuclideanSpacesMaria-FlorinaBalcan1TravisDick1YingyuLiang2WenlongMou3HongyangZhang1Abstractthequalityofmanydifferentareasofprivatedataanalysis.Westu...
DeepSpectralClusteringLearningMarcT.Law1RaquelUrtasun1RichardS.Zemel12AbstractInitialLearnedRepresentationRepresentationClusteringisthetaskofgroupingasetofexam-ofExamplesRepresentationplessothatsim...
ClusteringHighDimensionalDynamicDataStreamsVladimirBraverman1GereonFrahling2HarryLang1ChristianSohler3LinF.Yang1Abstractthesameclusterissimilaranddataindifferentclustersisdifferent.Centerbasedclust...
ClusteringbySumofNorms:StochasticIncrementalAlgorithm,ConvergenceandClusterRecoveryAshkanPanahi1DevdattDubhashi2FredrikD.Johansson3ChiranjibBhattacharyya4Abstractrequiresrandomlyinitializingtheclus...