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Variational Inference

767 directly classified papers

Papers per year

Papers

Online Variational Approximations to non-Exponential Family Change Point Models: With Application to Radar Tracking NIPS 2013
Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation NIPS 2013
Flexible sampling of discrete data correlations without the marginal distributions NIPS 2013
Variational Bayesian Matching ACML 2012
Continuous Relaxations for Discrete Hamiltonian Monte Carlo NIPS 2012
Probabilistic Low-Rank Subspace Clustering NIPS 2012
Bayesian Probabilistic Co-Subspace Addition NIPS 2012
Truly Nonparametric Online Variational Inference for Hierarchical Dirichlet Processes NIPS 2012
The variational hierarchical EM algorithm for clustering hidden Markov models NIPS 2012
Minimization of Continuous Bethe Approximations: A Positive Variation NIPS 2012
Perfect Dimensionality Recovery by Variational Bayesian PCA NIPS 2012
Truncation-free Online Variational Inference for Bayesian Nonparametric Models NIPS 2012
Fast Variational Bayesian Inference for Non-Conjugate Matrix Factorization Models AISTATS 2012
Age-Layered Expectation Maximization for Parameter Learning in Bayesian Networks AISTATS 2012
A Stick-Breaking Likelihood for Categorical Data Analysis with Latent Gaussian Models AISTATS 2012
Fast Variational Mode-Seeking AISTATS 2012
Affine Independent Variational Inference NIPS 2012
Fast Bayesian Inference for Non-Conjugate Gaussian Process Regression NIPS 2012
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models NIPS 2012
Multiresolution Gaussian Processes NIPS 2012
Fast Variational Inference in the Conjugate Exponential Family NIPS 2012
Phoneme Classification using Constrained Variational Gaussian Process Dynamical System NIPS 2012
Dual-Space Analysis of the Sparse Linear Model NIPS 2012
Homeostatic plasticity in Bayesian spiking networks as Expectation Maximization with posterior constraints NIPS 2012
Factorized Asymptotic Bayesian Inference for Mixture Modeling AISTATS 2012