LocallyPrivateBayesianInferenceforCountModelsAaronSchein1ZhiweiStevenWu2AlexandraSchofield3MingyuanZhou4HannaWallach5AbstractTowardthatend,wepresentamethodforprivacy-preservingBayesianinferenceforP...
IncorporatingGroupingInformationintoBayesianDecisionTreeEnsemblesJunliangDu1AntonioR.Linero1Abstractmationtohelplearnthesestructures.Forexample,whencovariatesareassociatedtoknowngraphicalstructures...
EfficientAmortisedBayesianInferenceforHierarchicalandNonlinearDynamicalSystemsGeoffreyRoeder12PaulKGrant1AndrewPhillips1NeilDalchau1EdwardMeeds1Abstractmodels(Archeretal.,2015;Karletal.,2016),(non)...
DP-GP-LVM:ABayesianNon-ParametricModelforLearningMultivariateDependencyStructuresAndrewR.Lawrence1CarlHenrikEk2NeillD.F.Campbell1Abstractdimensionsco-vary.Forahumanwalking,eachlimbsharesavariationf...
ConditionalIndependenceinTestingBayesianNetworksYujiaShen1HaiyingHuang1ArthurChoi1AdnanDarwiche1Abstractusedforreasoning.Asaresult,inaTBN,ajointmarginalquerycorrespondstoapiecewisemulti-linearfunct...
CalibratedApproximateBayesianInferenceHanwenXing1GeoffK.Nicholls1JeongEunLee2AbstractMonteCarlosample.Therearealso“fixed”approxima-tionswithnoprecisionparameters,inwhichalikelihoodWegiveacomputat...
BayesNAS:ABayesianApproachforNeuralArchitectureSearchHongpengZhou1MinghaoYang1JunWang2WeiPan1Abstractetal.,2018;Caietal.,2018)methodstakethegenerationofaneuralarchitectureasanagent’sactionwiththea...
BayesianOptimizationofCompositeFunctionsRaulAstudillo1PeterI.Frazier12AbstractSokolov,2018);inmaterialsanddrugdesign(Kapetanovic,2008;Frazier&Wang,2016)whenseekingtodesignaWeconsideroptimizationofc...
BayesianNonparametricFederatedLearningofNeuralNetworksMikhailYurochkin12MayankAgarwal12SoumyaGhosh123KristjanGreenewald12TrongNghiaHoang12YasamanKhazaeni12Abstractneedforcentralizeddata,insteaddesi...
BayesianOptimizationMeetsBayesianOptimalStoppingZhongxiangDai1HaibinYu1BryanKianHsiangLow1PatrickJaillet2AbstractSilveretal.,2016).However,amajordifficultyfacedbyMLpractitionersisthechoiceofmodelhy...
BayesianLeave-One-OutCross-ValidationforLargeDataMa˚nsMagnusson1MichaelRiisAndersen12JohanJonasson3AkiVehtari1AbstractwherelogpM(y˜iy)isthelogpredictivedensityforanewModelinference,suchasmodelcom...
BayesianGenerativeActiveDeepLearningToanTran1Thanh-ToanDo2IanReid1GustavoCarneiro1Abstractbeperformedwithimmenseandcarefullylabeleddatasets,wherethelargerthedataset,themoreeffectivethetrainingDeepl...
BayesianDeconditionalKernelMeanEmbeddingsKelvinHsu12FabioRamos13AbstractOurfirstcontributionbeginswithformulatingdeconditionalmeanembeddings(DMEs)assolutionstothisinferenceConditionalkernelmeanembe...
BayesianJointSpike-and-SlabGraphicalLassoZehangRichardLi1TylerH.McCormick23SamuelJ.Clark4Abstractmodelsjointlyformultipleclassesofdata.MuchofthisworkextendsthepenalizedmaximumlikelihoodapproachInth...
BayesianCounterfactualRiskMinimizationBenLondon1TedSandler1AbstractThegoalofCRMistolearnapolicyfromdatathatwasloggedbyapreviouspolicysoastomaximizeexpectedWepresentaBayesianviewofcounterfactualrewa...
BayesianActionDecoderforDeepMulti-AgentReinforcementLearningJakobN.Foerster12H.FrancisSong3EdwardHughes3NeilBurch3IainDunning3ShimonWhiteson1MatthewM.Botvinick3MichaelBowling3Abstract1.Introduction...
AsynchronousBatchBayesianOptimisationwithImprovedLocalPenalisationAhsanS.Alvi12BinxinRu1JanCalliess13StephenJ.Roberts123MichaelA.Osborne12Abstractexample,considertheoptimisationofthenumberofunitsin...
AutomatedModelSelectionwithBayesianQuadratureHenryChai1Jean-Franc¸oisTon2MichaelA.Osborne34RomanGarnett1AbstractformZ=f(Dθ)π(θ)dθ,whereθisavectorofmodelparameters,f(Dθ)isalikelihood,andπ(θ...
AdaptiveandSafeBayesianOptimizationinHighDimensionsviaOne-DimensionalSubspacesJohannesKirschner1Mojm´ırMutny´1NicoleHiller2RasmusIschebeck2AndreasKrause1Abstract5finalvalueBayesianoptimizationis...
AFrameworkforBayesianOptimizationinEmbeddedSubspacesAlexanderMunteanu1AminNayebi2MatthiasPoloczek32Abstracttheobjectivefunction.Thus,itisnotsurprisingthatex-pandingBOtohigher-dimensionalsearchspace...