TightRegretBoundsforBayesianOptimizationinOneDimensionJonathanScarlett1Abstract2010),whoconsiderthecumulativeregret:WeconsidertheproblemofBayesianoptimiza-Ttion(BO)inonedimension,underaGaussianproc...
StructuredVariationalLearningofBayesianNeuralNetworkswithHorseshoePriorsSoumyaGhosh12JiayuYao3FinaleDoshi-Velez3Abstract200TrainingPoints100TrainingPoints20TrainingPoints10UnitBNN100UnitBNN1000Unit...
StagewiseSafeBayesianOptimizationwithGaussianProcessesYananSui1VincentZhuang1JoelW.Burdick1YisongYue1AbstractManyoftheseapplicationsarealsosubjecttoavarietyofsafetyconstraints,sothatactionscannotbe...
Spatio-temporalBayesianOn-lineChangepointDetectionwithModelSelectionJeremiasKnoblauch1TheodorosDamoulas123AbstractrunlengthP(my)PEValue100BayesianOn-lineChangepointDetectionisex-2tendedtoon-linemod...
ScalableApproximateBayesianInferenceforParticleTrackingDataRuoxiSun1LiamPaninski2Abstractapplicationsinbothfundamentalandappliedbiology,andmoregenerallyinchemistryandphysicalapplications.Manyimport...
ParallelBayesianNetworkStructureLearningTianGao1DennisWei1Abstractsetsofvariables.Here,localstructuresusuallyrefertotheparent-child(PC)setortheMarkovBlanket(MB)setRecentadvancesinBayesianNetwork(BN...
GeneralizedRobustBayesianCommitteeMachineforLarge-scaleGaussianProcessRegressionHaitaoLiu1JianfeiCai2YiWang3Yew-SoonOng24Abstractpredictivedistributionsattestpoints.InordertoscalestandardGaussianpr...
FastInformation-theoreticBayesianOptimisationBinxinRu1MarkMcLeod1DiegoGranziol1MichaelA.Osborne12Abstractofproblemsaregenerallynon-convexandtheirclosed-formexpressionsandderivativesareunknown(Shahr...
FastandScalableBayesianDeepLearningbyWeight-PerturbationinAdamMohammadEmtiyazKhan1DidrikNielsen1VootTangkaratt1WuLin2YarinGal3AkashSrivastava4AbstractusingBayes’rule.Unfortunately,thisisinfeasible...
DeepBayesianNonparametricTrackingAonanZhang1JohnPaisley1Abstractcomplexmachinelearningtechniquessuchasdeepneuralnetworks(LeCunetal.,2015)usuallyfitsmoothnonlin-Time-seriesdataoftenexhibitirregularb...
DecompositionofUncertaintyinBayesianDeepLearningforEfficientandRisk-sensitiveLearningStefanDepeweg12Jose´MiguelHerna´ndez-Lobato3FinaleDoshi-Velez4SteffenUdluft1AbstractInthisworkweshowhowtoperfo...
BOCK:BayesianOptimizationwithCylindricalKernelsChangYongOh1EfstratiosGavves1MaxWelling12Abstractx1T(x1)AmajorchallengeinBayesianOptimizationisthex1xT(x1)T(x2)boundaryissue(Swersky,2017)whereanalgo-...
BayesianUncertaintyEstimationforBatchNormalizedDeepNetworksMattiasTeye12HosseinAzizpour1KevinSmith13Abstractorifthenetworkisconfrontedwithadversarialexamples(Goodfellowetal.,2014).Whenexposedtodata...
BayesianQuadratureforMultipleRelatedIntegralsXiaoyueXi1Franc¸ois-XavierBriol123MarkGirolami123Abstractfunctionevaluationsandthereforeareuncertaintaboutthevalueoftheintegral.ThenotionofBayesianprob...
BayesianOptimizationofCombinatorialStructuresRicardoBaptista1MatthiasPoloczek2AbstractWepresentanovelalgorithmforthisproblem,BayesianOptimizationofCombinatorialStructures(BOCS),thatisTheoptimizatio...
BayesianModelSelectionforChangePointDetectionandClusteringOthmaneMazhar1CristianR.Rojas1CarloFischione1MohammadRezaHesamzadeh1Abstractmighthavedifferentbehaviorcorrespondingtodifferentpriceregimest...
BayesianCoresetConstructionviaGreedyIterativeGeodesicAscentTrevorCampbell1TamaraBroderick1Abstractstreamingvariants(Jordanetal.,1999;Wainwright&Jor-dan,2008;Hoffmanetal.,2013;Ranganathetal.,2014;Co...
BatchBayesianOptimizationviaMulti-objectiveAcquisitionEnsembleforAutomatedAnalogCircuitDesignWenlongLyu1FanYang1ChanghaoYan1DianZhou12XuanZeng1AbstractofICmanufacturetechnologyforecastedbyMoore’sl...
AutoPrognosis:AutomatedClinicalPrognosticModelingviaBayesianOptimizationwithStructuredKernelLearningAhmedM.Alaa1MihaelavanderSchaar123Abstractclinicalconditionsinordertoguidescreeningandthera-peuti...
AdversarialDistillationofBayesianNeuralNetworkPosteriorsKuan-ChiehWang12PaulVicol12JamesLucas12LiGu1RogerGrosse12RichardZemel12AbstractUncertaintyisimportantinmanyscenarios.Forexam-ple,designersofa...