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Journal of Machine Learning Research, ISSN 1533-7928, 2005, Volume 6, pp. 661 - 694
Bayesian inference is now widely established as one of the principal foundations for machine learning. In practice, exact inference is rarely possible, and so... 
Message passing | Bayesian networks | Variational inference | message passing | MODELS | variational inference | PROPAGATION | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
IEEE Transactions on Information Theory, ISSN 0018-9448, 12/2016, Volume 62, Issue 12, pp. 7464 - 7474
Journal Article
IEEE Transactions on Vehicular Technology, ISSN 0018-9545, 09/2016, Volume 65, Issue 9, pp. 7258 - 7273
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 05/2018, Volume 66, Issue 9, pp. 2358 - 2373
Journal Article
IEEE Signal Processing Letters, ISSN 1070-9908, 07/2019, Volume 26, Issue 7, pp. 1041 - 1045
This letter deals with variational inference for Dirichlet process mixtures (DPM) models. We propose a combined message-passing algorithm introducing belief... 
Dirichlet process mixtures | mean field | message-passing | Shape | belief propagation | Message passing | Signal processing algorithms | Approximation algorithms | Inference algorithms | Bayes methods | Mathematical model | variational inference
Journal Article
BAYESIAN ANALYSIS, ISSN 1931-6690, 06/2019, Volume 14, Issue 2, pp. 371 - 398
We build on recent work concerning message passing approaches to approximate fitting and inference for arbitrarily large regression models. The focus is on... 
factor graph | MATHEMATICS, INTERDISCIPLINARY APPLICATIONS | support vector machine classification | generalized additive models | Bayesian computing | STATISTICS & PROBABILITY | generalized linear mixed models | SEMIPARAMETRIC REGRESSION | INFERENCE | mean field variational Bayes
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 01/2017, Volume 112, Issue 517, pp. 137 - 168
Journal Article
Stat, ISSN 2049-1573, 2018, Volume 7, Issue 1, p. n/a
Journal Article
IEEE Communications Letters, ISSN 1089-7798, 01/2017, Volume 21, Issue 1, pp. 88 - 91
This letter concerns low complexity receiver design for Wiener phase-noise channels, where the variance of the additive white Gaussian noise (AWGN) is unknown.... 
Phase noise | phase noise estimation | iterative receiver | Message passing | Estimation | Receivers | Probability density function | variational message-passing | Complexity theory | Australia | sum-product | OSCILLATORS | ALGORITHMS | TELECOMMUNICATIONS
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 2014, Volume 15, pp. 1351 - 1369
Fully simplified expressions for Multivariate Normal updates in non-conjugate variational message passing approximate inference schemes are obtained. The... 
Mean | Graphical models | Matrix differential calculus | Bayesian computing | REGRESSION | MODELS | graphical models | matrix differential calculus | variational approximation | INFERENCE | mean field variational Bayes | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
EPL, ISSN 0295-5075, 09/2014, Volume 107, Issue 5, pp. 57011 - p1-57011-p6
Mean field-like approximations (including naive mean-field, Bethe and Kikuchi and more general cluster variational methods) are known to stabilize ordered... 
PHYSICS, MULTIDISCIPLINARY | Monte Carlo methods | Fixed points (mathematics) | Approximation | Computer simulation | Variational methods | Message passing | Clusters | Mathematical models | Spin glass | Physics - Disordered Systems and Neural Networks
Journal Article
Stat, ISSN 2049-1573, 2017, Volume 6, Issue 1, pp. 102 - 112
We provide full algebraic and numerical details required for fitting accurate logistic likelihood regression‐type models via variational message passing with... 
factor graph | approximate Bayesian inference | generalized linear mixed models | generalized additive models | mean field variational Bayes | STATISTICS & PROBABILITY | SEMIPARAMETRIC REGRESSION | Message passing | Mathematical models | Algebra
Journal Article
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2018, Volume 10891, pp. 385 - 394
Conference Proceeding
2014 IEEE Information Theory Workshop (ITW 2014), ISSN 1662-9019, 11/2014, pp. 192 - 196
We propose a novel iterative estimation algorithm for linear observation models called S-AMP. The fixed points of S-AMP are the stationary points of the exact... 
free energy optimization | Message passing | approximate message passing | S-transform in free probability | Vectors | Variational inference | Approximation methods | Mathematical model | Equations | Compressed sensing | Information theory
Conference Proceeding
Sensors (Basel, Switzerland), ISSN 1424-8220, 09/2019, Volume 19, Issue 18, p. 3829
Location information is a key issue for applications of the Internet of Things. In this paper, we focus on mobile wireless networks with moving agents and... 
Algorithms | Tracking | Wireless networks | Message passing | Computer simulation | Information processing | International conferences | Sensors | Internet of Things | Localization | Communication | Adaptation | average consensus | variational message passing | prediction model | mobile networks | distributed localization
Journal Article
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