KernelMethodsforCooperativeContextualBanditsAbhimanyuDubey1AlexPentland1Abstracttoselectactionsthatminimizetheexpectedgroupregret:Cooperativemulti-agentdecisionmakinginvolvesTagroupofagentscooperat...
KernelInterpolationWithContinuousVolumeSamplingAyoubBelhadji1Re´miBardenet1PierreChainais1Abstractandonthecorrespondingweightsw1,...,wN,suchthattheRKHSnormAfundamentaltaskinKernelmethodsistopickno...
GeneralizationGuaranteesforSparseKernelApproximationwithEntropicOptimalFeaturesLiangDing1RuiTuo1ShahinShahrampour1AbstractSupportVectorMachines(SVM)).Despitetheirsuccess,KernelmethodssufferfromInth...
ConvolutionalKernelNetworksforGraph-StructuredDataDexiongChen1LaurentJacob2JulienMairal1AbstractGraphKernelshaveshowntobeexpressiveenoughtoyieldgoodempiricalresults,butdecoupledatarepresentationand...
UniformConvergenceRateoftheKernelDensityEstimatorAdaptivetoIntrinsicVolumeDimensionJisuKim1JaehyeokShin2AlessandroRinaldo2LarryWasserman2Abstractciallyinrecentyears,hasalsobecomeakeystepinmanygeome...
TightKernelQueryComplexityofKernelRidgeRegressionandKernelk-meansClusteringManuelFerna´ndez1DavidP.Woodruff1TaisukeYasuda2Abstractbetweentwodatapointswiththeirinnerproductafterap-plyingaKernelmap,...
TheKernelInteractionTrick:FastBayesianDiscoveryofPairwiseInteractionsinHighDimensionsRajAgrawal1JonathanH.Huggins2BrianL.Trippe1TamaraBroderick1Abstractsearchersseektocharacterizehowindividual-leve...
ScalableLearninginReproducingKernelKre˘ınSpacesDinoOglic1ThomasGärtner2AbstractandSmola,2001).TheNyströmmethod(Nyström,1930;SmolaandSchölkopf,2000;WilliamsandSeeger,2001)isWeprovidethefirstma...
RehashingKernelEvaluationinHighDimensionsParisSiminelakis1KexinRong1PeterBailis1MosesCharikar1PhilipLevis1Abstract(a)Kernel(b)difficultcase(c)simplecaseKernelmethodsareeffectivebutdonotscalewellFig...
OptimalityImpliesKernelSumClassifiersareStatisticallyEfficientRaphaelA.Meyer1JeanHonorio1AbstractweconsiderbinaryclassificationwithKernelSupportVec-torMachines(SVM),whicharecomputedbysolvingaWeprop...
OnlinelearningwithKernellossesAldoPacchiano1NiladriS.Chatterji1PeterL.Bartlett1Abstracttheendofeachround.Another,morechallengingfeedbackmodelisthepartialinformationorbanditfeedbackmodelWepresentage...
NearestNeighborandKernelSurvivalAnalysis:NonasymptoticErrorBoundsandStrongConsistencyRatesGeorgeH.Chen1AbstractToestimateS,weassumethatwehaveaccesstontrainingsubjects.Forthei-thsubject,wehavethesub...
Large-ScaleSparseKernelCanonicalCorrelationAnalysisViiviUurtio12SahelyBhadra3JuhoRousu12Abstract&Livescu,2016;Uurtioetal.,2018a)anddeeplearning(Andrewetal.,2013).TheadvantagesofKernelizingtheThispa...
KernelMeanMatchingforContentAddressabilityofGANsWittawatJitkrittum1PatsornSangkloy2MuhammadWaleedGondal1AmitRaj2JamesHays2BernhardSchölkopf1AbstractInimagegenerativemodeling,itisdesirabletohavecon...
KernelNormalizedCut:aTheoreticalRevisitYoshikazuTerada12MichioYamamoto32Abstractanunknownunderlyingdistribution,calledthepopulationdistribution.Inthissetting,asmentionedinvonLuxburgInthispaper,west...
IncrementalRandomizedSketchingforOnlineKernelLearningXiaoZhang1ShizhongLiao1Abstractupdatingtimesignificantly(Wangetal.,2012).Tosolvetheproblem,budgetedonlineKernellearninghasbeenproposedRandomized...
BayesianDeconditionalKernelMeanEmbeddingsKelvinHsu12FabioRamos13AbstractOurfirstcontributionbeginswithformulatingdeconditionalmeanembeddings(DMEs)assolutionstothisinferenceConditionalKernelmeanembe...
AMultitaskMultipleKernelLearningAlgorithmforSurvivalAnalysiswithApplicationtoCancerBiologyOnurDereli1CeydaOg˘uz2MehmetGo¨nen234Abstract(Cox,1972;Cox&Oakes,1984;Bakkeretal.,2004;Shiv-aswamyetal.,2...
AKernelTheoryofModernDataAugmentationTriDao1AlbertGu1AlexanderJ.Ratner1VirginiaSmith2ChristopherDeSa3ChristopherRe´1Abstractasregularizertomaketheresultingmodelmorerobust,andprovideresourcestodata...
AKernelPerspectiveforRegularizingDeepNeuralNetworksAlbertoBietti1GrégoireMialon12DexiongChen1JulienMairal1AbstractsuchKernels,theRKHScontainsindeeddeepconvolutionalnetworkssimilartogenericones—up...