OnValidationandPlanningofAnOptimalDecisionRulewithApplicationinHealthcareStudiesHengruiCai1WenbinLu1RuiSong1Abstractsionforallindividuals.AnumberofmethodshavebeendevelopedforestimatingOptimaldecisi...
NaiveExplorationisOptimalforOnlineLQRMaxSimchowitz1DylanJ.Foster2Abstractdevelopanon-asymptotictheoryofdata-drivencontinuouscontrol,withanemphasisonunderstandingkeyalgorithmicWeconsidertheproblemof...
MissingDataImputationusingOptimalTransportBorisMuzellec1JulieJosse23ClaireBoyer4MarcoCuturi51Abstractwithplausiblevalues,areveryappealingastheyallowtobothgetaguessforthemissingentriesaswellastoper-...
Margin-awareAdversarialDomainAdaptationwithOptimalTransportSofienDhouib1IevgenRedko2CaroleLartizien1Abstract2010),tonameafew.Whilemanuallabelingmaybecon-sideredasatractablesolution,suchanapproachis...
LearningOptimalTreeModelsunderBeamSearchJingweiZhuo1ZiruXu1WeiDai1HanZhu1HanLi1JianXu1KunGai1Abstractpresentedtoauserintensofmilliseconds.Thelimitsofcomputationalresourcesandresponsetimemakemodels,...
LearningNearOptimalPolicieswithLowInherentBellmanErrorAndreaZanette1AlessandroLazaric2MykelKochenderfer1EmmaBrunskill1Abstract1.IntroductionWestudytheexplorationproblemwithapprox-Improvingthesample...
GraphOptimalTransportforCross-DomainAlignmentLiqunChen1ZheGan2YuCheng2LinjieLi2LawrenceCarin1JingjingLiu2Abstracttoletal.,2015),andmachinetranslation(Bahdanauetal.,2015;Vaswanietal.,2017).Consideri...
GeneralizedandScalableOptimalSparseDecisionTreesJimmyLin1ChudiZhong2DianeHu2CynthiaRudin2MargoSeltzer1AbstractisthattheytendtoproducesubOptimaltreeswithnowayofknowinghowsubOptimalthesolutionis.This...
DesigningOptimalDynamicTreatmentRegimes:ACausalReinforcementLearningApproachJunzheZhang1EliasBareinboim1Abstract1.IntroductionAdynamictreatmentregime(DTR)consistsofaInmedicalpractice,apatienttypica...
CausalEffectEstimationandOptimalDoseSuggestionsinMobileHealthInternationalConferenceonMachineLearning(ICML2020)LiangyuZhu1WenbinLu1RuiSong1Abstract1990;Liangetal.,1992;Schafer,2006).GEEenhancetheef...
BeyondUCB:OptimalandEfficientContextualBanditswithRegressionOraclesDylanJ.Foster1AlexanderRakhlin1Abstractible,generalpurposealgorithmsthatworkforarbitrary,user-specifiedclassesofpoliciesandcomewit...
AdversarialRiskviaOptimalTransportandOptimalCouplingsMuniSreenivasPydi1VarunJog1Abstract(Athalyeetal.,2018;Carlini&Wagner,2017;Goodfel-lowetal.,2014)anddefensemethodsagainstsuchattacksTheaccuracyof...
ASwissArmyKnifeforMinimaxOptimalTransportSofienDhouib1IevgenRedko2TanguyKerdoncuff2Re´miEmonet2MarcSebban2AbstractcomparecomplexobjectsbasedontheOTproblem(Monge,1781)thatroughlyquantifiestheminima...
Sliced-WassersteinFlows:NonparametricGenerativeModelingviaOptimalTransportandDiffusionsAntoineLiutkus1UmutS¸ims¸ekli2SzymonMajewski3AlainDurmus4Fabian-RobertSto¨ter1Abstract2013)andgenerativeadv...
SafeGridSearchwithOptimalComplexityEugeneNdiaye1TamLe1OlivierFercoq2JosephSalmon3IchiroTakeuchi4Abstractthefirstpart(trainingset)themethodistrainedforapre-definedcollectionofcandidatesΛT:={λ0,......
ParetoOptimalStreamingUnsupervisedClassificationSoumyaBasu1StevenGutstein2BrentLance2SanjayShakkottai1Abstractunknownefficiencies).Furthermore,groundtruthdataneededtoevaluatetheagents’performancei...
OptimalTransportforstructureddatawithapplicationongraphsTitouanVayer1LaetitiaChapel1Re´miFlamary2RomainTavenard3NicolasCourty1Abstractevenimages(Bach&Harchaoui,2007).Thisworkconsiderstheproblemofc...
OptimalMinimalMarginMaximizationwithBoostingAllanGrønlund1KasperGreenLarsen1AlexanderMathiasen1Abstractstructsalinearcombinationclassifiersign(Tαtht(x)),t=1Boostingalgorithmsiterativelyproducelin...
OptimalKronecker-SumApproximationofRealTimeRecurrentLearningFrederikBenzing1MarceloMatheusGauy1AsierMujika1AndersMartinsson1AngelikaSteger1Abstractachievednotablesuccesses.However,fewimprovementsha...