NearlyLinearRowSamplingAlgorithmforQuantileRegressionYiLi1RuosongWang2LinYang3HanruiZhang4Abstractregressioninstanceonthesampleddatamatrixandresponsevector,whichisusuallymuchsmallerinsize.Wegivearo...
LearningandSamplingofAtomicInterventionsfromObservationsArnabBhattacharyya1SutanuGayen1SaravananKandasamy2AshwinMaran3N.V.Vinodchandran4Abstracttime.WestudytheproblemofefficientlyestimatingWeextend...
LayeredSamplingforRobustOptimizationProblemsHuDing1ZixiuWang1Abstract2011;Huangetal.,2018),logisticregression(Hugginsetal.,2016;Munteanuetal.,2018),linearregression(DasguptaInrealworld,ourdatasetso...
KernelInterpolationWithContinuousVolumeSamplingAyoubBelhadji1Re´miBardenet1PierreChainais1Abstractandonthecorrespondingweightsw1,...,wN,suchthattheRKHSnormAfundamentaltaskinkernelmethodsistopickno...
IncrementalSamplingWithoutReplacementforSequenceModelsKensenShi1DavidBieber1CharlesSutton1Abstractwithoutreplacementcouldbeevenmoredesirablebyavoid-ingduplicatesamples,especiallyinmachinelearningwh...
FromImportanceSamplingtoDoublyRobustPolicyGradientJiaweiHuang1NanJiang1AbstractSummaryofthePaperWeprovideasimpleandpositiveanswertotheabovequestionintheepisodicRLsetting.InWeshowthaton-policypolicy...
ExtragradientwithplayerSamplingforfasterNashequilibriumfindingSamyJelassi1CarlesDomingo-Enrich2DamienScieur3ArthurMensch42JoanBruna2Abstractvexn-playergames,forwhichNashequilibriaexist(Rosen,1965)....
EfficientlySamplingFunctionsfromGaussianProcessPosteriorsJamesT.Wilson1ViacheslavBorovitskiy23AlexanderTerenin1PeterMostowsky2MarcPeterDeisenroth4Abstracttionandlong-termversusshort-termrewards.Bay...
AdaptiveSamplingforEstimatingProbabilityDistributionsShubhanshuShekhar1TaraJavidi1MohammadGhavamzadeh2Abstractsomesuchapplications.(1)OpinionPolling:SupposethereareKgroupsofvoterswhohavedifferentpr...
Acceleratingthediffusion-basedensembleSamplingbynon-reversibledynamicsFutoshiFutami12IsseiSato12MasashiSugiyama21AbstractMurphy,2012).Formanypracticalmodels,wecannotob-tainananalyticalexpressionoft...
ScalableNonparametricSamplingfromMultimodalPosteriorswiththePosteriorBootstrapEdwinFong12SimonLyddon1ChrisHolmes12AbstractsamplefrommultimodalposteriorswithMCMCincludepar-alleltempering(Neal,1996)a...
SAGAwithArbitrarySamplingXunQian1ZhengQu2PeterRicha´rik13Abstractisaproperclosedconvexfunction.Wedonotassumeψtobesmooth.Inparticular,ψcanbetheindicatorfunctionofWestudytheproblemofminimizingthea...
OptimisticPolicyOptimizationviaMultipleImportanceSamplingMatteoPapini1AlbertoMariaMetelli1LorenzoLupo1MarcelloRestelli1Abstractpeholtetal.,2018).Thisiswellmotivated,asinteractingwithsomeenvironment...
NonconvexVarianceReducedOptimizationwithArbitrarySamplingSamuelHorváth1PeterRichtárik123Abstractwherexcorrespondstotheparametersdefiningamodel,fi(x)isthelossofthemodelxassociatedwithdatapointWepr...
MyopicPosteriorSamplingforAdaptiveGoalOrientedDesignofExperimentsKirthevasanKandasamy1WillieNeiswanger1ReedZhang1AkshayKrishnamurthy2JeffSchneider1Barnaba´sPo´czos1Abstractity.Onadifferentday,she...
InferenceandSamplingofK33-freeIsingModelsValeriiLikhosherstov1YuryMaximov12MichaelChertkov123Abstractoneofthemostsignificantcontributionsintheoreticalandmathematicalphysicsofthe20thcentury.Then,Kac...
ImportanceSamplingPolicyEvaluationwithanEstimatedBehaviorPolicyJosiahP.Hanna1ScottNiekum1PeterStone1Abstractdeterminetheexpectedreturn–sumofrewards–thatanevaluationpolicy,πe,willobtainwhendeploy...
Dimension-WiseImportanceSamplingWeightClippingforSample-EfficientReinforcementLearningSeungyulHan1YoungchulSung1Abstractsamplesgeneratedbythebehaviorpolicywhichcanbedif-ferentfromthetargetpolicy.Of...
ConditioningbyadaptiveSamplingforrobustdesignDavidH.Brookes1HahnbeomPark23JenniferListgarten4AbstractAdvancesinbiotechnology,chemistryandmachinelearningallowforthepossibilitytoimprovesuchdesigncycl...
AdaptiveAntitheticSamplingforVarianceReductionHongyuRen1ShengjiaZhao1StefanoErmon1Abstractbythevarianceoftheestimator.Thus,withlowervari-ancewecouldachievebetterestimationerrorguarantees.Variancere...
