Forest-typeRegressionwithGeneralLossesandRobustForestAlexanderHanboLi1AndrewMartin2Abstractdictquantilesbydiscoveringthatbesidescalculatingtheweightedmeanoftheobservedresponsevariables,oneThispaper...
ExploitingStrongConvexityfromDatawithPrimal-DualFirst-OrderAlgorithmsJialeiWang1LinXiao2Abstractfunctionisφi(z)=(1/2)(z−bi)2,andwegetridgere-gressionwith2andtheelasticnetwithWeconsiderempiricalri...
EvaluatingBayesianModelswithPosteriorDispersionIndicesAlpKucukelbir1YixinWang1DavidM.Blei1Abstractvalidationcapturesanotionofgeneralizationandjustifiesholdingoutdata.Thissimplecombinationhasfueledt...
EfficientOnlineBanditMulticlassLearningwithO˜(√T)RegretAlinaBeygelzimer1FrancescoOrabona2ChichengZhang3Abstracttakesofthebestpredictorintheclass.Kakadeetal.(2008)proposedabanditmodificationoftheM...
EfficientDistributedLearningwithSparsityJialeiWang1MladenKolar1NathanSrebro2TongZhang3Abstractabletoachievetheperformanceofacentralizedprocedurethathasaccesstoalldata,whilekeepingcomputationandWepr...
DropoutInferenceinBayesianNeuralNetworkswithAlpha-divergencesYingzhenLi1YarinGal12Abstractinformationcanbeused,forexample,toidentifywhenavi-sionmodelisgivenanadversarialimage(studiedbelow),Toobtain...
DistributedMeanEstimationwithLimitedCommunicationAnandaTheerthaSuresh1FelixX.Yu1SanjivKumar1H.BrendanMcMahan2Abstractthemeansofallclustersineachupdatestep.Similarly,forPCA,ifdatasamplesaredistribut...
DiscoveringDiscreteLatentTopicswithNeuralVariationalInferenceYishuMiao1EdwardGrefenstette2PhilBlunsom12AbstracteitherMonteCarloorVariationaltechniques(Jordanetal.,1999;Attias,2000;Beal,2003)).Howev...
DifferentiableProgramswithNeuralLibrariesAlexanderL.Gaunt1MarcBrockschmidt1NateKushman1DanielTarlow2Abstractexplorepotentialadvantagesofthisclassofhybridmodeloverpurelyneuralsystems,withaparticular...
DevelopingBug-FreeMachineLearningSystemswithFormalMathematicsDanielSelsam1PercyLiang1DavidL.Dill1AbstractStandardmethodology:testitempiricallyDebugNoisydata,non-convexobjectives,modelmis-specificat...
DevicePlacementOptimizationwithReinforcementLearningAzaliaMirhoseini12HieuPham12QuocV.Le1BenoitSteiner1RasmusLarsen1YuefengZhou1NaveenKumar3MohammadNorouzi1SamyBengio1JeffDean1Abstractetal.,2015;Wu...
Depth-WidthTradeoffsinApproximatingNaturalFunctionswithNeuralNetworksItaySafran1OhadShamir1Abstractcentempiricalevidencesuggeststhatstandardfeedforwarddeepnetworksarehardertooptimizethanshallowerne...
DensityLevelSetEstimationonManifoldswithDBSCANHeinrichJiang1Abstractthedataset(andremainingpointsnotreachablefromanycore-pointareconsiderednoise).ThispartitioningistheWeshowthatDBSCANcanestimatethe...
Deletion-RobustSubmodularMaximization:DataSummarizationwith“theRighttobeForgotten”BaharanMirzasoleiman1AminKarbasi2AndreasKrause1Abstractinganygivendatapointearlierhelpsmorethanselectingitlater.H...
DeepTransferLearningwithJointAdaptationNetworksMingshengLong1HanZhu1JianminWang1MichaelI.Jordan2Abstractshallowtransferlearningmethodsbridgethesourceandtar-getdomainsbylearninginvariantfeaturerepre...
DeepLatentDirichletAllocationwithTopic-Layer-AdaptiveStochasticGradientRiemannianMCMCYulaiCong1BoChen1HongweiLiu1MingyuanZhou2Abstractsuchasdeepbeliefnetwork(DBN)(Hintonetal.,2006)anddeepBoltzmannm...
DeepGenerativeModelsforRelationalDatawithSideInformationChangweiHu1PiyushRai2LawrenceCarin3Abstractofaccomplishingthisisbyembeddingthenodesinala-tentspacevialatentspacemodels(Hoffetal.,2002).Wepres...
DeepBayesianActiveLearningwithImageDataYarinGal12RiashatIslam1ZoubinGhahramani13Abstractmedicaldiagnosis,microbiology,andmanufacturing(Tong,2001).Inactivelearning,amodelistrainedonasmallEventhougha...
Count-BasedExplorationwithNeuralDensityModelsGeorgOstrovski1MarcG.Bellemare1Aa¨ronvandenOord1Re´miMunos1Abstractbeensuccessfullydemonstratedinanumberofsettings(Deisenroth&Rasmussen,2011;Guezetal....