DesignofExperimentsforModelDiscriminationHybridisingAnalyticalandData-DrivenApproachesSimonOlofsson1MarcPeterDeisenroth12RuthMisener1AbstractAgency(EMA)handletheseapplications,respectively.TheFDAre...
DependentRelationalGammaProcessModelsforLongitudinalNetworksSikunYang1HeinzKoeppl1Abstractasfriendshipsorinteractionsinasocialnetwork,isoftendynamicsincetherelationsamongtheentitieswithintheAprobab...
DeepVariationalReinforcementLearningforPOMDPsMaximilianIgl1LuisaZintgraf1TuanAnhLe1FrankWood2ShimonWhiteson1Abstract(a)RNN-basedapproach.TheRNNactsasanencoderfortheaction-observationhistory,onwhich...
DeepPredictiveCodingNetworkforObjectRecognitionHaiguangWen1KuanHan1JunxingShi1YizhenZhang1EugenioCulurciello12ZhongmingLiu12Abstractfeaturesbyafeedforwardpassthroughstacksofconvolu-tionallayers.Bas...
Cut-PursuitAlgorithmforRegularizingNonsmoothFunctionalswithGraphTotalVariationHugoRaguet1LoïcLandrieu2AbstractustofindstationarypointsofF,thatistosaypointsatwhichalldirectionalderivativesofFarenon...
CRVI:ConvexRelaxationforVariationalInferenceGhazalFazelnia1JohnPaisley1Abstractconvexitiesinvariationalinference(VI)optimizationforconjugatemodelsthatachieveneargloballyoptimalso-Wepresentanewtechn...
CRAFTML,anEfficientClustering-basedRandomforestforExtremeMulti-labelLearningWissamSiblini12PascaleKuntz1FrankMeyer2Abstractmal/dualconversionorsparsification(Yenetal.,2016)andparallelizationonsuper...
Continuous-TimeFlowsforEfficientInferenceandDensityEstimationChangyouChen1ChunyuanLi2LiqunChen2WenlinWang2YunchenPu2LawrenceCarin2Abstractlearnastochasticproceduretodirectlygeneratesamplesfromtheun...
Convergenceguaranteesforaclassofnon-convexandnon-smoothoptimizationproblemsKoulikKhamaru1MartinJ.Wainwright12Abstractwellasreferencestherein.Accordingly,recentyearshavewitnessedanexplosionofresearc...
ContextNet:DeeplearningforStarGalaxyClassificationNobleKennamer1DavidKirkby2AlexIhler1JavierSa´nchez2AbstractturestomappingsmallobjectsintheSolarSystemsuchasnear-Earthasteroids(LSSTScienceCollabor...
Constant-TimePredictiveDistributionsforGaussianProcessesGeoffPleiss1JacobR.Gardner1KilianQ.Weinberger1AndrewGordonWilson1Abstract600499.3AirlinePassengerPredictionTrainTestOneofthemostcompellingfea...
CompositeMarginalLikelihoodMethodsforRandomUtilityModelsZhibingZhao1LirongXia1AbstractwhichistheRUMwithGumbeldistributions.RUMs,espe-ciallythePlackett-Lucemodel,havebeenwidelyappliedWeproposeanovel...
Celer:aFastSolverfortheLassowithDualExtrapolationMathurinMassias1AlexandreGramfort1JosephSalmon2Abstractoptimalsolution(whatwewillrefertoasthesupport),state-of-the-arttechniquesrelyonlimitingthesiz...
CanonicalTensorDecompositionforKnowledgeBaseCompletionTimothéeLacroix12NicolasUsunier1GuillaumeObozinski2Abstractetal.,2014),aparticularcaseofCPwhichsharesthefac-torsforthesubjectandobjectmodes,wa...
Candidatesvs.NoisesEstimationforLargeMulti-ClassClassificationProblemLeiHan1YihengHuang1TongZhang1Abstractforestimatingprobabilitydensitiesandhasbeenappliedtovariouslanguagemodelingsituations,sucha...
BucketRenormalizationforApproximateInferenceSungsooAhn1MichaelChertkov23AdrianWeller45JinwooShin16Abstractiterative(dynamicprogramming)algorithmeliminating,i.e.summingup,variablessequentially.Inpri...
BudgetedExperimentDesignforCausalStructureLearningAmirEmadGhassami1SaberSalehkaleybar2NegarKiyavash1EliasBareinboim3AbstractobservationalapproachesreconstructthecausalgraphuptoMarkovequivalenceclas...
Black-BoxVariationalInferenceforStochasticDifferentialEquationsThomasRyder12AndrewGolightly1A.StephenMcGough2DennisPrangle1Abstracterrorinvolvedconvergestozeroasthegridbecomesfiner.Parameterinferen...
BilevelProgrammingforHyperparameterOptimizationandMeta-LearningLucaFranceschi12PaoloFrasconi3SaverioSalzo1RiccardoGrazzi1MassimilianoPontil12Abstracthypothesis(asinstandardsupervisedlearning)whilea...
Beyond1/2-ApproximationforSubmodularMaximizationonMassiveDataStreamsAshkanNorouzi-Fard1JakubTarnawski1SlobodanMitrovic´1AmirZandieh1AidasadatMousavifar1OlaSvensson1Abstractstreams,sensordata,socia...