Belief Networks
Categories
- Software (30)
Links
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
Association for Uncertainty in Artificial Intelligence
Main association for belief network researchers. Runs the annual Uncertainty in Artificial Intelligence (UAI) conferences, and the UAI mailing list.
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.
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.
Belief Revision
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
Daphne's Approximate Group of Students (DAGS)
Daphne Koller's research group on probabilistic representation, reasoning, and learning at Stanford University
Decision Systems Lab (DSL)
Research group at the University of Pittsburgh with links to books and software on probabilistic, decision-theoretic, and econometric graphical models
LAPLACE Group - Bayesian Models for Perception, Inference and Action
Probabilistic reasoning and genetic algorithms for perception, inference and action: Bayesian cognitive and brain models, software for robotics, probabilistic inference engine