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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

Switching state space model for simultaneously estimating state transitions and nonstationary firing rates NIPS 2010
The Neural Costs of Optimal Control NIPS 2010
Variational Inference over Combinatorial Spaces NIPS 2010
FastInf: An Efficient Approximate Inference Library JMLR 2010
Incremental Sigmoid Belief Networks for Grammar Learning JMLR 2010
The Maximal Causes of Natural Scenes are Edge Filters NIPS 2010
Categories and Functional Units: An Infinite Hierarchical Model for Brain Activations NIPS 2010
A Stochastic approximation method for inference in probabilistic graphical models NIPS 2009
Particle-based Variational Inference for Continuous Systems NIPS 2009
Perturbation Corrections in Approximate Inference: Mixture Modelling Applications JMLR 2009
Maximum Entropy Discrimination Markov Networks JMLR 2009
Inter-domain Gaussian Processes for Sparse Inference using Inducing Features NIPS 2009
Variational Gaussian-process factor analysis for modeling spatio-temporal data NIPS 2009
Learning a Small Mixture of Trees NIPS 2009
Posterior vs Parameter Sparsity in Latent Variable Models NIPS 2009
Gaussian process regression with Student-t likelihood NIPS 2009
From PAC-Bayes Bounds to KL Regularization NIPS 2009
Speeding up Magnetic Resonance Image Acquisition by Bayesian Multi-Slice Adaptive Compressed Sensing NIPS 2009
Variational Inference for the Nested Chinese Restaurant Process NIPS 2009
Non-Parametric Bayesian Dictionary Learning for Sparse Image Representations NIPS 2009
A Bayesian Model for Simultaneous Image Clustering, Annotation and Object Segmentation NIPS 2009
Syntactic Topic Models NIPS 2008
Shared Segmentation of Natural Scenes Using Dependent Pitman-Yor Processes NIPS 2008
Gates NIPS 2008
Variational Mixture of Gaussian Process Experts NIPS 2008