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variational inference

2069 papers

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Also known as

VI

Co-occurring keywords

bayesian inference (1904) gaussian process (1198) generative model (2889) variational autoencoder (1282) latent variable model (564) probabilistic modeling (851) representation learning (6174) uncertainty quantification (1365) latent variable (541) approximate inference (253)

Papers

New Outer Bounds on the Marginal Polytope NIPS 2007

Loop Series and Bethe Variational Bounds in Attractive Graphical Models NIPS 2007

Neural characterization in partially observed populations of spiking neurons NIPS 2007

Parameter Expanded Variational Bayesian Methods NIPS 2006

Unified Inference for Variational Bayesian Linear Gaussian State-Space Models NIPS 2006

Accelerated Variational Dirichlet Process Mixtures NIPS 2006

A Collapsed Variational Bayesian Inference Algorithm for Latent Dirichlet Allocation NIPS 2006

Estimating the “Wrong” Graphical Model: Benefits in the Computation-Limited Setting JMLR 2006

Conditional mean field NIPS 2006

Modeling Dyadic Data with Binary Latent Factors NIPS 2006

Noisy-OR Component Analysis and its Application to Link Analysis JMLR 2006

Data Integration for Classification Problems Employing Gaussian Process Priors NIPS 2006

Bayesian Detection of Infrequent Differences in Sets of Time Series with Shared Structure NIPS 2006

Approximate inference using planar graph decomposition NIPS 2006

Variational Message Passing JMLR 2005

A Unifying View of Sparse Approximate Gaussian Process Regression JMLR 2005

Convergence Theorems for Generalized Alternating Minimization Procedures JMLR 2005

Expectation Consistent Approximate Inference JMLR 2005

Latent Dirichlet Allocation JMLR 2003