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variational inference

2069 papers

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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

Fast Convergent Algorithms for Expectation Propagation Approximate Bayesian Inference AISTATS 2011
Concave Gaussian Variational Approximations for Inference in Large-Scale Bayesian Linear Models AISTATS 2011
Theoretical Analysis of Bayesian Matrix Factorization JMLR 2011
Variational Learning for Recurrent Spiking Networks NIPS 2011
Large Margin Learning of Upstream Scene Understanding Models NIPS 2010
Group Sparse Coding with a Laplacian Scale Mixture Prior NIPS 2010
Variational bounds for mixed-data factor analysis NIPS 2010
Variational methods for Reinforcement Learning AISTATS 2010
Approximate inference in continuous time Gaussian-Jump processes NIPS 2010
Bayesian Gaussian Process Latent Variable Model AISTATS 2010
Nonparametric Bayesian Matrix Factorization by Power-EP AISTATS 2010
Improving posterior marginal approximations in latent Gaussian models AISTATS 2010
Dense Message Passing for Sparse Principal Component Analysis AISTATS 2010
Efficient Multioutput Gaussian Processes through Variational Inducing Kernels AISTATS 2010
Implicit Differentiation by Perturbation NIPS 2010
Fast Large-scale Mixture Modeling with Component-specific Data Partitions NIPS 2010
Variational Relevance Vector Machine for Tabular Data ACML 2010
Gaussian sampling by local perturbations NIPS 2010
Gaussian Processes for Machine Learning (GPML) Toolbox JMLR 2010
Mean Field Variational Approximation for Continuous-Time Bayesian Networks JMLR 2010
Bayesian Learning in Sparse Graphical Factor Models via Variational Mean-Field Annealing JMLR 2010
Simple Exponential Family PCA AISTATS 2010
Online Learning for Latent Dirichlet Allocation NIPS 2010
Cross Species Expression Analysis using a Dirichlet Process Mixture Model with Latent Matchings NIPS 2010
Approximate Inference by Compilation to Arithmetic Circuits NIPS 2010