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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

Improving on Expectation Propagation NIPS 2008
Sparse probabilistic projections NIPS 2008
Mixed Membership Stochastic Blockmodels NIPS 2008
Bayesian Experimental Design of Magnetic Resonance Imaging Sequences NIPS 2008
Mixed Membership Stochastic Blockmodels JMLR 2008
Dynamic Hierarchical Markov Random Fields for Integrated Web Data Extraction JMLR 2008
Using Bayesian Dynamical Systems for Motion Template Libraries NIPS 2008
Differentiable Sparse Coding NIPS 2008
An Efficient Sequential Monte Carlo Algorithm for Coalescent Clustering NIPS 2008
Evaluating probabilities under high-dimensional latent variable models NIPS 2008
Bayesian Kernel Shaping for Learning Control NIPS 2008
Relative Performance Guarantees for Approximate Inference in Latent Dirichlet Allocation NIPS 2008
Correlated Bigram LSA for Unsupervised Language Model Adaptation NIPS 2008
Continuously-adaptive discretization for message-passing algorithms NIPS 2008
Extracting State Transition Dynamics from Multiple Spike Trains with Correlated Poisson HMM NIPS 2008
Building Blocks for Variational Bayesian Learning of Latent Variable Models JMLR 2007
The Generalized FITC Approximation NIPS 2007
Predictive Matrix-Variate t Models NIPS 2007
Supervised Topic Models NIPS 2007
Variational Inference for Diffusion Processes NIPS 2007
Multi-Task Learning for Classification with Dirichlet Process Priors JMLR 2007
Variational inference for Markov jump processes NIPS 2007
Distributed Inference for Latent Dirichlet Allocation NIPS 2007
Robust Regression with Twinned Gaussian Processes NIPS 2007
Fast Variational Inference for Large-scale Internet Diagnosis NIPS 2007