Lawrence Saul, Michael I. Jordan  Home/Search
Context Related
| mit.edu/pub/lksaul/exploit.ps.Z berkeley.edu/~jordan/pap...exploit.ps.Z Cached: PS.gz PS PDF This document uses CoBlitz to cache paper downloads. If your firewall is blocking outgoing connections to port 3125, you can use these links to download local copies.
Image Update HelpPS.gz PS PDF From: cmu.edu/Groups/NIPS/NIPS...Papers (more) From: berkeley.edu/~jord...publications (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: We develop a refined mean field approximation for inference and learning in probabilistic neural networks. Our mean field theory, unlike most, does not assume that the units behave as independent degrees of freedom; instead, it exploits in a principled way the existence of large substructures that are computationally tractable. To illustrate the advantages of this framework, we show how to incorporate weak higher order interactions into a first-order hidden Markov model, treating the... (Update)
Cited by: More
Machine Learning, ??, 1--11 (1998) - Mixed Memory Markov (Correct)
A Variational Principle for Graphical Models - Wainwright, Jordan (2005) (Correct)
A Generalized Mean - Eld Algorithm For (2003) (Correct)
Active bibliography (related documents): More All
0.5: Equivalence of Linear Boltzmann Chains and Hidden Markov Models - MacKay (1996) (Correct)
0.0: Efficient Inference and Learning in Decimatable Boltzmann Machines - Rüger (1997) (Correct)
0.0: Classification and Regression using Mixtures of Experts - Waterhouse (1997) (Correct)
Similar documents based on text: More All
0.4: Fast Learning by Boundling Likelihoods in Sigmoid . . . - Jaakkola, al. (1996) (Correct)
0.1: Discovering Substructures in the Chemical Toxicity Domain - Chittimoori, Holder, Cook (Correct)
0.1: Analyzing the Benefits of Domain Knowledge in Substructure.. - Djoko, Cook, Holder (1995) (Correct)
Related documents from co-citation: More All
37: Factorial hidden Markov models - Ghahramani, Jordan - 1996
29: Maximum Likelihood from Incomplete Data via the EM Algorithm (context) - Dempster, Laird et al. - 1977
21: A Tutorial on Hidden Markov Models and Selected Applications in Speech Recogniti.. (context) - Rabiner - 1989
BibTeX entry: (Update)
L.K. Saul and M.I. Jordan. Exploiting tractable substructure in intractable networks. In Proc. NIPS, 1995. http://citeseer.ist.psu.edu/saul95exploiting.html More
@inproceedings{ saul96exploiting,
author = "Lawrence K. Saul and Michael I. Jordan",
title = "Exploiting Tractable Substructures in Intractable Networks",
booktitle = "Advances in Neural Information Processing Systems",
volume = "8",
publisher = "The {MIT} Press",
editor = "David S. Touretzky and Michael C. Mozer and Michael E. Hasselmo",
pages = "486--492",
year = "1996",
url = "citeseer.ist.psu.edu/saul95exploiting.html" }
Citations (may not include all citations):2528 Maximum likelihood from incomplete data via the EM algorithm (context) - Dempster, Laird et al. - 1977
240 Advances in Neural Information Processing Systems (context) - Tesauro, Touretzky et al. - 1994
84 A mean field theory learning algorithm for neural networks (context) - Peterson, Anderson - 1987
41 Boltzmann chains and hidden Markov models - Saul, Jordan - 1995
30 Hidden Markov models for speech recognition (context) - Juang, Rabiner - 1991
23 Learning in Boltzmann trees - Saul, Jordan - 1994
2 The Gibbs machine applied to hidden Markov model problems (context) - Luttrell - 1989
1 Royal Signals and Radar Establishment: SP Research Note (context) - Signals, SP et al. - 1988
1 Mean field networks that learn to discriminate temporally di.. (context) - Hunter, Proc et al. - 1990
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://www.cs.cmu.edu/Groups/NIPS/NIPS95/Papers.html): More
A Neural Network Autoassociator for Induction.. - Petsche.. (1996) (Correct)
Dynamics of Attention as Near Saddle-Node Bifurcation Behavior - Nakahara, Doya (1996) (Correct)
Empirical Entropy Manipulation for Real-World Problems - Viola, Schraudolph, Sejnowski (1996) (Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC