RobustDensityEstimationfromBatches:TheBestThingsinLifeare(Nearly)FreeAyushJain1AlonOrlitsky1Abstractexampleshowsthatregardlessofthenumberofsamplesavailable,suchcorruptionseverelycurtailsthelearning...
QuantileBanditsforBestArmsIdentificationMengyanZhang12ChengSoonOng21AbstractMean0.5-QuantileMean0.8-QuantileWeconsideravariantoftheBestarmidentifica-A3.503.50C1.452.33tiontaskinstochasticmulti-arme...
ProbabilisticSequentialShrinking:ABestArmIdentificationAlgorithmforStochasticBanditswithCorruptionsZixinZhong1WangChiCheung23VincentY.F.Tan134Abstractofoptions,sayL=10,todesignanear-optimalvaccine....
BestArmIdentificationinGraphicalBilinearBanditsGeovaniRizk12AlbertThomas2IgorColin2RidaLaraki13YannChevaleyre1Abstractagent(e.g.,alltheconfigurationparametersoftheantennas),andreceivesanassociatedg...
BestModelIdentification:ARestedBanditFormulationLeonardoCella1MassimilianoPontil12ClaudioGentile3Abstract2002),thefeedbackgeneratedwhenpullinganarmismod-WeintroduceandanalyzeaBestarmidentifica-eled...
AdaptiveSamplingforBestPolicyIdentificationinMarkovDecisionProcessesAymenAlMarjani1AlexandreProutiere2Abstractcertainty.Thispaper,asmostrelatedworkinthisfield,fo-cusesonsystemsandcontrolobjectivest...
BestArmIdentificationforCascadingBanditsintheFixedConfidenceSettingZixinZhong1WangChiCheung23VincentY.F.Tan134Abstractnextoneotherwise.Thisprocessstopswhensheclicksononeiteminthelistorifnoitemiscli...
BestArmIdentificationinLinearBanditswithLinearDimensionDependencyChaoTao1Sau´lA.Blanco1YuanZhou123Abstract2017a;2014;Kalyanakrishnan&Stone,2010;Zhouetal.,2014)).WestudytheBestarmidentificationprob...
IdentifyingBestInterventionsthroughOnlineImportanceSamplingRajatSen1KarthikeyanShanmugam2AlexandrosG.Dimakis1SanjayShakkottai1AbstractHiddenVariablesMotivatedbyapplicationsincomputationalad-User-UI...