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标签“Inference”的相关文档，共102条

kernelPSI a Post-Selection Inference Framework for Nonlinear Variable Selection
kernelPSI:aPost-SelectionInferenceFrameworkforNonlinearVariableSelectionLotﬁSlim12Cle´mentChatelain1Chloe´-AgatheAzencott23Jean-PhilippeVert24Abstractthevariablestestedafterselectionarelikelytoe...
for Inference Nonlinear Framework Variable
2023-11-13 14:47:341365428.22 KB14
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Inference and Sampling of $K_33$-free Ising Models
InferenceandSamplingofK33-freeIsingModelsValeriiLikhosherstov1YuryMaximov12MichaelChertkov123Abstractoneofthemostsigniﬁcantcontributionsintheoreticalandmathematicalphysicsofthe20thcentury.Then,Kac...
of Inference Sampling Models and
2023-11-13 14:47:31871471.46 KB27
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Graphical-model based estimation and Inference for differential privacy
Graphical-modelbasedestimationandInferencefordifferentialprivacyRyanMcKenna1DanielSheldon12GeromeMiklau1AbstractInferenceisacriticalcomponentofprivacymechanismsbecause:(i)itcanreduceerrorwhenanswer...
for Inference and Estimation Based
2023-11-13 14:47:221934473.35 KB3
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Fast and Flexible Inference of Joint Distributions from their Marginals
FastandFlexibleInferenceofJointDistributionsfromtheirMarginalsCharlieFrogner1TomasoPoggio2Abstractjointobservationsandinsteadmustrelyonobservationsofthevariablestakenseparately.Politicalscientists,...
of Inference and Fast Flexible
2023-11-13 14:47:0913211.16 MB4
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Fast and Simple Natural-Gradient Variational Inference with Mixture of Exponential-family Approximations
FastandSimpleNatural-GradientVariationalInferencewithMixtureofExponential-familyApproximationsWuLin1MohammadEmtiyazKhan2MarkSchmidt1AbstractMinimalMixtureofEFExamplesofMCEFsConditionallyCurvedEFFin...
Inference Variational and with simple
2023-11-13 14:47:098362.99 MB13
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End-to-End Probabilistic Inference for Nonstationary Audio Analysis
End-to-EndProbabilisticInferenceforNonstationaryAudioAnalysisWilliamJ.Wilkinson12MichaelRiisAndersen23JoshuaD.Reiss1DanStowell1ArnoSolin2AbstractGPGPspectrogram=NMFweights(W)×positivemodulatorGPs(...
for Inference Analysis Probabilistic End-to-End
2023-11-13 14:47:041313435.84 KB5
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Efficient Amortised Bayesian Inference for Hierarchical and Nonlinear Dynamical Systems
EfﬁcientAmortisedBayesianInferenceforHierarchicalandNonlinearDynamicalSystemsGeoffreyRoeder12PaulKGrant1AndrewPhillips1NeilDalchau1EdwardMeeds1Abstractmodels(Archeretal.,2015;Karletal.,2016),(non)...
for Efficient Inference and Bayesian
2023-11-13 14:47:007165.19 MB22
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Dirichlet Simplex Nest and Geometric Inference
DirichletSimplexNestandGeometricInferenceMikhailYurochkin12AritraGuha3YuekaiSun3XuanLongNguyen3Abstractetal.,2000)wereoriginallydesignedforcategoricaldata.However,therearemanyrealworldapplicationsi...
Inference and Dirichlet Geometric Simplex
2023-11-13 14:46:5410968.25 MB4
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Deep Gaussian Processes with Importance-Weighted Variational Inference
DeepGaussianProcesseswithImportance-WeightedVariationalInferenceHughSalimbeni12VincentDutordoir2JamesHensman2MarcPeterDeisenroth12AbstractFigure1:Posteriordensityfromatwo-layermodel,illus-tratingno...
Inference Variational with Deep Gaussian
2023-11-13 14:46:50784783.01 KB3
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Communication-Constrained Inference and the Role of Shared Randomness
Communication-ConstrainedInferenceandtheRoleofSharedRandomnessJayadevAcharya1ClémentCanonne2HimanshuTyagi3AbstractQuestion1.1.WhatistheminimumnumberofplayersnrequiredbyanSMPprotocolthatsuccessfull...
of Inference and the Shared
2023-11-13 14:46:401429412.04 KB10
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Calibrated Approximate Bayesian Inference
CalibratedApproximateBayesianInferenceHanwenXing1GeoffK.Nicholls1JeongEunLee2AbstractMonteCarlosample.Therearealso“ﬁxed”approxima-tionswithnoprecisionparameters,inwhichalikelihoodWegiveacomputat...
Inference Approximate Bayesian Calibrated
2023-11-13 14:46:341489386.39 KB7
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Band-limited Training and Inference for Convolutional Neural Networks
Band-limitedTrainingandInferenceforConvolutionalNeuralNetworksAdamDziedzic1JohnPaparrizos1SanjayKrishnan1AaronElmore1MichaelFranklin1Abstractponentsofitsconvolutionallayers?Weshowthattheanswertothe...
Neural for Inference and Convolutional
2023-11-13 14:46:2814122.63 MB26
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Automatic Posterior Transformation for Likelihood-Free Inference
AutomaticPosteriorTransformationforLikelihood-freeInferenceDavidS.Greenberg1MarcelNonnenmacher1JakobH.Macke1AbstractForcomplexdata-generatingprocessessuchassimulation-basedmodels,itisoftenimpossibl...
for Inference Automatic Posterior Transformation
2023-11-13 14:46:2710921.09 MB10
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An Instability in Variational Inference for Topic Models
AnInstabilityinVariationalInferenceforTopicModelsBehroozGhorbani1HamidJavadi2AndreaMontanari13AbstractNotethatwabelongstothesimplexP1(k)={w∈Rk≥0:w,1k=1}.ItiscommontoassumethatitspriorisNaivemean...
for Inference Variational An in
2023-11-13 14:46:231069853.57 KB9
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A Contrastive Divergence for Combining Variational Inference and MCMC
AContrastiveDivergenceforCombiningVariationalInferenceandMCMCFranciscoJ.R.Ruiz12MichalisK.Titsias3AbstractWedevelopamethodforcombiningVIandMCMCthatimprovesanexplicitvariationaldistribution(i.e.,wit...
for Inference Variational and Combining
2023-11-13 14:46:11911457.07 KB21
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SparseMAP Differentiable Sparse Structured Inference
SparseMAP:DifferentiableSparseStructuredInferenceVladNiculae1AndréF.T.Martins2MathieuBlondel3ClaireCardie1Abstract⋆StructuredpredictionrequiressearchingoveraargmaxMarginalMAPcombinatorialnumberof...
Inference Sparse Differentiable Structured SparseMAP
2023-11-13 12:00:411131417.23 KB11
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Semi-Implicit Variational Inference
Semi-ImplicitVariationalInferenceMingzhangYin1MingyuanZhou2Abstractmean-ﬁeldassumptionthatQisfactorizedoverthelatentvariables.TheoptimizationproblemisfurthersimpliﬁedifSemi-implicitvariationalinf...
Inference Variational Semi-Implicit
2023-11-13 12:00:3813541.78 MB10
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Scalable approximate Bayesian Inference for particle tracking data
ScalableApproximateBayesianInferenceforParticleTrackingDataRuoxiSun1LiamPaninski2Abstractapplicationsinbothfundamentalandappliedbiology,andmoregenerallyinchemistryandphysicalapplications.Manyimport...
for Inference Approximate Bayesian Scalable
2023-11-13 12:00:3618711.48 MB16
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Quasi-Monte Carlo Variational Inference
Quasi-MonteCarloVariationalInferenceAlexanderBuchholz1FlorianWenzel2StephanMandt3Abstractceduresrelyonthegradientoftheobjective,amcgradientestimatorhastobebuiltbysamplingfromthisdistribution.Manyma...
Inference Variational Carlo Quasi-Monte
2023-11-13 12:00:3019133.18 MB30
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Noisy Natural Gradient as Variational Inference
NoisyNaturalGradientasVariationalInferenceGuodongZhang12ShengyangSun12DavidDuvenaud12RogerGrosse12Abstract&Welling,2017),butﬁttingsuchmodelscanbeexpensivewithoutfurtherapproximations.VariationalBa...
Inference Variational Gradient Natural Noisy
2023-11-13 12:00:1613002.77 MB30
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