Expectation Propagation for approximate Bayesian inference

10 January 2013

Papers citing "Expectation Propagation for approximate Bayesian inference"

50 / 491 papers shown

Title
Streaming Variational Inference for Bayesian Nonparametric Mixture Models Alex Tank N. Foti E. Fox BDL 21 37 0 01 Dec 2014
Robust EM kernel-based methods for linear system identification Giulio Bottegal Aleksandr Aravkin H. Hjalmarsson G. Pillonetto 31 50 0 21 Nov 2014
Bayesian Evidence and Model Selection K. Knuth Michael Habeck N. Malakar Asim M. Mubeen Ben Placek BDL 26 96 0 11 Nov 2014
Computation of Gaussian orthant probabilities in high dimension James Ridgway 24 22 0 05 Nov 2014
Projecting Markov Random Field Parameters for Fast Mixing Xianghang Liu Justin Domke 24 6 0 05 Nov 2014
A* Sampling Chris J. Maddison Daniel Tarlow T. Minka 29 391 0 31 Oct 2014
Consensus Message Passing for Layered Graphical Models Varun Jampani S. M. Ali Eslami Daniel Tarlow Pushmeet Kohli J. Winn 28 4 0 27 Oct 2014
PAC-Bayesian AUC classification and scoring James Ridgway Pierre Alquier Nicolas Chopin Feng Liang 40 21 0 07 Oct 2014
Expectation Propagation Jack Raymond Andre Manoel Manfred Opper GAN VLM 34 1 0 22 Sep 2014
SAME but Different: Fast and High-Quality Gibbs Parameter Estimation Huasha Zhao Biye Jiang John F. Canny 13 34 0 18 Sep 2014
Approximate Inference for Nonstationary Heteroscedastic Gaussian process Regression Ville Tolvanen Pasi Jylänki Aki Vehtari 44 60 0 22 Apr 2014
Exploiting the Statistics of Learning and Inference Max Welling 34 5 0 26 Feb 2014
Fast matrix computations for functional additive models Simon Barthelmé 22 3 0 20 Feb 2014
Efficient Gradient-Based Inference through Transformations between Bayes Nets and Neural Nets Diederik P. Kingma Max Welling BDL 36 61 0 03 Feb 2014
Nonparametric Latent Tree Graphical Models: Inference, Estimation, and Structure Learning Le Song Han Liu Ankur P. Parikh Eric P. Xing 63 9 0 16 Jan 2014
Bayesian Conditional Density Filtering S. Qamar Rajarshi Guhaniyogi David B. Dunson 45 11 0 15 Jan 2014
Join-Graph Propagation Algorithms R. Mateescu Kalev Kask Vibhav Gogate R. Dechter 32 70 0 15 Jan 2014
Approximate Bayesian Computation for a Class of Time Series Models Ajay Jasra AI4TS 26 30 0 01 Jan 2014
Using Latent Binary Variables for Online Reconstruction of Large Scale Systems Victorin Martin Jean-Marc Lasgouttes Cyril Furtlehner 24 4 0 23 Dec 2013
Time-varying Learning and Content Analytics via Sparse Factor Analysis Andrew S. Lan Christoph Studer Richard G. Baraniuk 42 61 0 19 Dec 2013
Detecting Parameter Symmetries in Probabilistic Models Robert Nishihara T. Minka Daniel Tarlow 34 18 0 19 Dec 2013
Online Bayesian Passive-Aggressive Learning Tianlin Shi Jun Zhu 61 38 0 12 Dec 2013
Expectation Propagation for Nonlinear Inverse Problems -- with an Application to Electrical Impedance Tomography M. Gehre Bangti Jin 48 26 0 12 Dec 2013
Bayesian Inference for Gaussian Process Classifiers with Annealing and Pseudo-Marginal MCMC Maurizio Filippone 31 6 0 28 Nov 2013
Approximate Bayesian Computation with composite score functions E. Ruli Nicola Sartori L. Ventura 34 35 0 28 Nov 2013
On the use of marginal posteriors in marginal likelihood estimation via importance-sampling K. Perrakis I. Ntzoufras E. Tsionas 35 67 0 04 Nov 2013
Mean Field Bayes Backpropagation: scalable training of multilayer neural networks with binary weights Daniel Soudry Ron Meir 35 4 0 07 Oct 2013
Pseudo-Marginal Bayesian Inference for Gaussian Processes Maurizio Filippone Mark Girolami 36 64 0 02 Oct 2013
Structured Message Passing Vibhav Gogate Pedro M. Domingos TPM 28 20 0 26 Sep 2013
Measure Transformer Semantics for Bayesian Machine Learning J. Borgström Andrew D. Gordon Michael Greenberg J. Margetson Jurgen Van Gael 38 104 0 03 Aug 2013
Streaming Variational Bayes Tamara Broderick N. Boyd Andre Wibisono Ashia C. Wilson Michael I. Jordan 38 342 0 25 Jul 2013
Gaussian Process Conditional Copulas with Applications to Financial Time Series José Miguel Hernández-Lobato J. Lloyd Daniel Hernández-Lobato 61 18 0 01 Jul 2013
Fast Dual Variational Inference for Non-Conjugate LGMs Mohammad Emtiyaz Khan Aleksandr Aravkin M. Friedlander Matthias Seeger BDL 31 4 0 05 Jun 2013
Fast Gradient-Based Inference with Continuous Latent Variable Models in Auxiliary Form Diederik P. Kingma 36 40 0 04 Jun 2013
Declarative Modeling and Bayesian Inference of Dark Matter Halos G. Kronberger 59 0 0 02 Jun 2013
Expectation Propagation for Neural Networks with Sparsity-promoting Priors Pasi Jylänki A. Nummenmaa Aki Vehtari 36 36 0 27 Mar 2013
A dependent partition-valued process for multitask clustering and time evolving network modelling Konstantina Palla David A. Knowles Zoubin Ghahramani 53 3 0 13 Mar 2013
Gaussian Processes for Nonlinear Signal Processing Fernando Perez-Cruz S. Van Vaerenbergh J. J. Murillo-Fuentes Miguel Lazaro-Gredilla I. Santamaría GP 41 152 0 12 Mar 2013
Gaussian Process Vine Copulas for Multivariate Dependence David Lopez-Paz José Miguel Hernández-Lobato Zoubin Ghahramani 31 44 0 16 Feb 2013
Fast Approximate Bayesian Computation for discretely observed Markov models using a factorised posterior distribution S. White T. Kypraios S. Preston 34 7 0 14 Jan 2013
Perturbative Corrections for Approximate Inference in Gaussian Latent Variable Models Manfred Opper Ulrich Paquet Ole Winther 39 14 0 12 Jan 2013
Heteroscedastic Relevance Vector Machine Daniel Khashabi Mojtaba Ziyadi Feng Liang BDL 56 5 0 10 Jan 2013
Decayed MCMC Filtering B. Marthi H. Pasula Stuart J. Russell Yuval Peres 34 33 0 12 Dec 2012
Expectation Propogation for approximate inference in dynamic Bayesian networks Tom Heskes O. Zoeter 31 130 0 12 Dec 2012
A Generalized Mean Field Algorithm for Variational Inference in Exponential Families Eric P. Xing Michael I. Jordan Stuart J. Russell 31 251 0 19 Oct 2012
Variational Inference in Nonconjugate Models Chong-Jun Wang David M. Blei BDL 44 227 0 19 Sep 2012
Expectation Propagation in Gaussian Process Dynamical Systems: Extended Version M. Deisenroth S. Mohamed 39 45 0 12 Jul 2012
On the Choice of Regions for Generalized Belief Propagation Max Welling 33 75 0 11 Jul 2012
Structured Region Graphs: Morphing EP into GBP Max Welling T. Minka Yee Whye Teh 37 46 0 04 Jul 2012
Sufficient conditions for convergence of Loopy Belief Propagation Joris Mooij H. Kappen 47 65 0 04 Jul 2012