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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

Stochastic variational inference for hidden Markov models NIPS 2014
Sparse Bayesian structure learning with “dependent relevance determination” priors NIPS 2014
Analysis of Empirical MAP and Empirical Partially Bayes: Can They be Alternatives to Variational Bayes? AISTATS 2014
A Complete Variational Tracker NIPS 2014
A Filtering Approach to Stochastic Variational Inference NIPS 2014
A Novel Chamfer Template Matching Method Using Variational Mean Field CVPR 2014
Analysis of Brain States from Multi-Region LFP Time-Series NIPS 2014
Making Pairwise Binary Graphical Models Attractive NIPS 2014
Tilted Variational Bayes AISTATS 2014
Discrete MRF Inference of Marginal Densities for Non-uniformly Discretized Variable Space CVPR 2013
Online Latent Dirichlet Allocation with Infinite Vocabulary ICML 2013
Mixture of Mutually Exciting Processes for Viral Diffusion ICML 2013
Multi-Task Learning with Gaussian Matrix Generalized Inverse Gaussian Model ICML 2013
LDA Topic Model with Soft Assignment of Descriptors to Words ICML 2013
Nonparametric Mixture of Gaussian Processes with Constraints ICML 2013
Social Role Discovery in Human Events CVPR 2013
Variance Reduction for Stochastic Gradient Optimization NIPS 2013
Approximate Inference in Continuous Determinantal Processes NIPS 2013
Demixing odors - fast inference in olfaction NIPS 2013
Modeling Overlapping Communities with Node Popularities NIPS 2013
Multiscale Dictionary Learning for Estimating Conditional Distributions NIPS 2013
Stochastic Gradient Riemannian Langevin Dynamics on the Probability Simplex NIPS 2013
Variational Planning for Graph-based MDPs NIPS 2013
EDML for Learning Parameters in Directed and Undirected Graphical Models NIPS 2013
Collapsed Variational Bayesian Inference for Hidden Markov Models AISTATS 2013