ThePowerofAdaptivityforStochasticSubmodularCoverRohanGhuge1AnupamGupta2ViswanathNagarajan1Abstractsoleimanetal.,2015;Batenietal.,2018):herearetwoexamplesfromsensordeploymentandmedicaldiagnosis.Inth...
SubmodularMaximizationSubjecttoaKnapsackConstraint:CombinatorialAlgorithmswithNear-OptimalAdaptiveComplexityGeorgiosAmanatidis1FedericoFusco2PhilipLazos2StefanoLeonardi2AlbertoMarchetti-Spaccamela2...
RegularizedSubmodularMaximizationatScaleEhsanKazemi1ShervinMinaee2MoranFeldman3AminKarbasi4Abstractpromotescoverageandrepresentativeness(Weietal.,2015)(wecallthisanoptimizationperspective)orsamplin...
RandomizedAlgorithmsforSubmodularFunctionMaximizationwithak-SystemConstraintShuangCui1KaiHan1TianshuaiZhu1JingTang2BenweiWu1HeHuang3Abstractsourcing(Singlaetal.,2016;Hanetal.,2018a),cluster-ing(Gom...
OnlineSubmodularResourceAllocationwithApplicationstoRebalancingSharedMobilitySystemsPierGiuseppeSessa1IlijaBogunovic1AndreasKrause1MaryamKamgarpour1Abstracttion(i.e.,thequalitymeasureofagivenalloca...
InstanceSpecificApproximationsforSubmodularMaximizationEricBalkanski1SharonQian2YaronSinger2Abstract1.IntroductionFormanyoptimizationproblemsinmachinelearn-Acentralchallengeinmachinelearningisthatm...
DecomposableSubmodularFunctionMinimizationviaMaximumFlowKyriakosAxiotis1AdamKarczmarz2AnishMukherjee2PiotrSankowski342AdrianVladu56Abstractimagesegmentation(Aroraetal.,2012;Shanuetal.,2016),cluster...
TheFASTAlgorithmforSubmodularMaximizationAdamBreuer1EricBalkanski1YaronSinger1Abstract1.IntroductionInthispaperwedescribeanewparallelal-Inthispaperwedescribeafastparallelalgorithmforsub-gorithmcall...
StreamingSubmodularMaximizationunderak-SetSystemConstraintRanHaba1EhsanKazemi23MoranFeldman4AminKarbasi2Abstractsoleimanetal.,2016b),dictionarylearning(Das&Kempe,2011),crowdteaching(Singlaetal.,201...
FastandPrivateSubmodularandk-SubmodularFunctionsMaximizationwithMatroidConstraintsAkbarRafiey1YuichiYoshida2AbstractcombinatorialoptimizationproblemsincludingtheMaxi-mumCoverage,MaximumCut,andFacil...
SubmodularStreaminginAllItsGlory:TightApproximation,MinimumMemoryandLowAdaptiveComplexityEhsanKazemi1MarkoMitrovic1MortezaZadimoghaddam2SilvioLattanzi2AminKarbasi1Abstractnon-negativesetfunctionf:2...
SubmodularObservationSelectionandInformationGatheringforQuadraticModelsAbolfazlHashemi1MahsaGhasemi1HarisVikalo1UfukTopcu1Abstractgoalistoselectasmallrepresentativesubsetofobserva-tionsgatheredbydi...
SubmodularCostSubmodularCoverwithanApproximateOracleVictoriaG.Crawford1AlanKuhnle2MyT.Thai1AbstractSubmodularCostSubmodularCover(SCSC)Letf,c:2S→R≥02bemonotoneSubmodularfunctionsde-Inthiswork,west...
SubmodularMaximizationbeyondNon-negativity:Guarantees,FastAlgorithms,andApplicationsChristopherHarshaw1MoranFeldman2JustinWard3AminKarbasi4Abstract1.IntroductionItisgenerallybelievedthatSubmodularf...
Non-monotoneSubmodularMaximizationwithNearlyOptimalAdaptivityandQueryComplexityMatthewFahrbach1VahabMirrokni2MortezaZadimoghaddam2Abstractinapplicationsofmachinelearningsuchasdatasummariza-tion(Sim...
MultivariateSubmodularOptimizationRichardSantiago1F.BruceShepherd2AbstractOptimizingSubmodularfunctionsisacentralsubjectinop-erationsresearchandcombinatorialoptimization(Lova´sz,Submodularfunction...
CategoricalFeatureCompressionviaSubmodularOptimizationMohammadHosseinBateni1LinChen12HosseinEsfandiari1ThomasFu1VahabS.Mirrokni1AfshinRostamizadeh1Abstractisastandardoccurrence.Forexample,intaskssu...
SubmodularHypergraphs:p-Laplacians,CheegerInequalitiesandSpectralClusteringPanLi1OlgicaMilenkovic1Abstractapproximationshavebeenbasedontheassumptionthateachhyperedgecuthasthesameweight,inwhichcaset...
ScalableDeletion-RobustSubmodularMaximization:DataSummarizationwithPrivacyandFairnessConstraintsEhsanKazemi1MortezaZadimoghaddam2AminKarbasi1Abstract(Bachetal.,2013),websearchandmining(Borodinetal....
SafeElementScreeningforSubmodularFunctionMinimizationWeizhongZhang1BinHong2LinMa1WeiLiu1TongZhang1Abstractwithconvexfunctions.Theyarisenaturallyinmanydomain-s,suchasclustering(Narasimhan&Bilmes,200...