FractalGaussianNetworks:AsparserandomgraphmodelbasedonGaussianMultiplicativeChaosSubhroshekharGhosh1KrishnakumarBalasubramanian2XiaochuanYang3Abstractubiquityofstatisticalnetworkmodelsinthemodernap...
DeepGraphrandomProcessforRelational-Thinking-BasedSpeechRecognitionHengguanHuang1FuzhaoXue1HaoWang2YeWang1Abstractoninnumerableunconsciousperceptspertainingtorela-tionsbetweencurrentsensorysignalsa...
DecentralisedLearningwithDistributedGradientDescentandrandomFeaturesDominicRichards1PatrickRebeschini1LorenzoRosasco234Abstractofnewdatapoints.Duetothegrowingsizeofmoderndatasetsandcomplexityofmany...
TowardsaUnifiedAnalysisofrandomFourierFeaturesZhuLi1Jean-FrançoisTon1DinoOglic2DinoSejdinovic1Abstractimplicitcomputationofaninnerproductbetweenrichfea-turerepresentationsofdatathroughthekerneleva...
randomWalksonHypergraphswithEdge-DependentVertexWeightsUthsavChitra1BenjaminJRaphael1Abstractbetweengroupsofproteinsinproteincomplexes(Ramadanetal.,2004;Ritzetal.,2014).Hypergraphsareusedinmachinel...
randomShufflingBeatsSGDafterFiniteEpochsJeffHaoChen1SuvritSra2Abstract1.IntroductionAlong-standingprobleminoptimizationisWefocusonminimizationofthefinite-sumprovingthatrandomSHUFFLE,thewithout-repl...
randomExpertDistillation:ImitationLearningviaExpertPolicySupportEstimationRuohanWang1CarloCiliberto1PierluigiV.Amadori1YiannisDemiris1Abstract2016).Despiteitssimplicity,BCtypicallyrequiresalargeamo...
randomFunctionPriorsforCorrelationModelingAonanZhang1JohnPaisley1Abstracttopics,whereZnkrepresentstheproportionofwordsindocumentnsampledfromtopick.Insparsefactormod-Thelikelihoodmodelofhighdimensio...
randomMatrixImprovedCovarianceEstimationforaLargeClassofMetricsMalikTiomoko12FlorentBouchard3GuillaumeGinolhac3RomainCouillet21AbstractconstraintswithLASSOandgraphicalLASSO-basedap-proaches(Friedma...
OrthogonalrandomForestforCausalInferenceMirunaOprescu1VasilisSyrgkanis1ZhiweiStevenWu2Abstractunknownnuisancefunctionthatalsoneedstobeestimatedfromdata.Examplesincludenon-parametricregression,Wepro...
Guidedevolutionarystrategies:AugmentingrandomsearchwithsurrogategradientsNiruMaheswaranathan1LukeMetz1GeorgeTucker1DamiChoi1JaschaSohl-Dickstein1Abstractmethodssuchasgradientdescentarepopularduetot...
TheDynamicsofLearning:ArandomMatrixApproachZhenyuLiao1RomainCouillet12AbstractToanswersuchaquestion,statisticallearningtheoryhasproposedinterpretationsfromtheviewpointofsystemcom-Understandingthele...
SolvingPartialAssignmentProblemsusingrandomCliqueComplexesCharuSharma1DeepakNathani1ManoharKaul1AbstractFigure1.Matchingcliquesoftwohouseswith1-cliques(red),2-cliques(green),3-cliques(blue).Violeta...
OntheSpectrumofrandomFeaturesMapsofHighDimensionalDataZhenyuLiao1RomainCouillet12Abstractfeaturesrelevanttosomegiventask.Thenonlinearitiesmaketheserepresentationsmoremightybutmeanwhilerandomfeature...
NetGAN:GeneratingGraphsviarandomWalksAleksandarBojchevski1OleksandrShchur1DanielZu¨gner1StephanGu¨nnemann1AbstractAnincreasinglypopularwaytoaddressthisissueinotherfieldsisbyswitchingfromexplicit(...
K-meansclusteringusingrandommatrixsparsificationKaushikSinha1Abstractalgorithmbeginswithkarbitrary“clustercenters”,andineachiteration,eachpointisassignedtothenearestclusterK-meansclusteringalgori...
ImprovingSignrandomProjectionsWithAdditionalInformationKeeganKang1WongWeiPin1Abstractgularsimilaritywithhighprobability.ThetimetakenunderthistechniquewouldbereducedtoO(npk+n2k).Signrandomprojection...
CRAFTML,anEfficientClustering-basedrandomForestforExtremeMulti-labelLearningWissamSiblini12PascaleKuntz1FrankMeyer2Abstractmal/dualconversionorsparsification(Yenetal.,2016)andparallelizationonsuper...
CompositeMarginalLikelihoodMethodsforrandomUtilityModelsZhibingZhao1LirongXia1AbstractwhichistheRUMwithGumbeldistributions.RUMs,espe-ciallythePlackett-Lucemodel,havebeenwidelyappliedWeproposeanovel...