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Belief Networks
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Conferences and Events (4)
Projects and Systems (7)
Software (31)
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    Computers > Artificial Intelligence > Neural Networks  (299)
    Science > Math > Probability  (120)
    Science > Math > Statistics > Bayesian Analysis  (24)

Web Pages
Viewing in Google PageRank order               View in alphabetical order
  Decision Systems Lab (DSL) http://www.sis.pitt.edu/~dsl/
Research group at the University of Pittsburgh with links to books and software on probabilistic, decision-theoretic, and econometric graphical models
  Association for Uncertainty in Artificial Intelligence http://www.auai.org/
Main association for belief network researchers. Runs the annual Uncertainty in Artificial Intelligence (UAI) conferences, and the UAI mailing list.
  Daphne's Approximate Group of Students (DAGS) http://dags.stanford.edu
Daphne Koller's research group on probabilistic representation, reasoning, and learning at Stanford University
  A Brief Introduction to Graphical Models and Bayesian Networks http://www.cs.berkeley.edu/~murphyk/Bayes/bayes.html
Kevin Murphy's tutorial, including a recommended reading list.
  Belief Revision http://beliefrevision.org
Software, publications, teaching material, and news on belief revision - from the Business and Technology Research Laboratory at the University of Newcastle, Australia
  Cause, chance and Bayesian statistics http://www.abelard.org/briefings/bayes.htm
Briefing document with a short survey of Bayesian statistics
  B-Course - Dependence and classification modeling http://b-course.cs.helsinki.fi
A free, interactive tutorial on Bayesian modeling, in particular dependence and classification modeling.
  LAPLACE Group - Bayesian Models for Perception, Inference and Action http://www-laplace.imag.fr
Probabilistic reasoning and genetic algorithms for perception, inference and action: Bayesian cognitive and brain models, software for robotics, probabilistic inference engine
  Bayesian Network Repository http://www.cs.huji.ac.il/labs/compbio/Repository/
Maintained by Gal Elidan - over a dozen publicly available networks with documentation, in several popular interchange formats
  Belief Networks and Variational Methods : Amos Storkey http://www.anc.ed.ac.uk/~amos/belief.html
Dynamic Trees are mixtures of tree structured belief networks, and are used as models for image segmentation and tracking.
  An Introduction to Bayesian Networks and Their Contemporary Applications http://www.niedermayer.ca/papers/bayesian/
A survey and tutorial by Daryle Niedermayer - covers material on Bayesian inference in general and selected industrial applications of graphical models
  Qualitative Verbal Explanations in Bayesian Belief Networks http://www.pitt.edu/~druzdzel/abstracts/aisb.html
Paper about combining probabilistic models and human-intuitive approaches to modeling uncertainty by generating qualitative verbal explanations of reasoning.
  Query DAGs: A Practical Paradigm for Implementing Belief-Network Inference http://www.cs.cmu.edu/afs/cs/project/jair/pub/volume6/darwiche97a-html/jair-f.html
Article published in JAIR (Journal of AI Research) about a way to implement belief networks by compiling networks into arithmetic expressions and then answering queries using an evaluation algorithm.
  Learning Bayesian Networks from Data http://www.cs.huji.ac.il/~nirf/Nips01-Tutorial/
Slides and additional notes from a tutorial by Nir Friedman and Daphne Koller on automated learning of belief networks, given at the Neural Information Processing Systems (NIPS-2001) conference

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