A Brief Introduction to Graphical Models and Bayesian Networks Save
Kevin Murphy's tutorial, including a recommended reading list.
http://www.cs.berkeley.edu/~murphyk/B...   

An Introduction to Bayesian Networks and Their Contemporary Applications Save
A survey and tutorial by Daryle Niedermayer - covers material on Bayesian inference in general and selected industrial applications of graphical models
http://www.niedermayer.ca/papers/baye...   

Association for Uncertainty in Artificial Intelligence Save
Main association for belief network researchers. Runs the annual Uncertainty in Artificial Intelligence (UAI) conferences, and the UAI mailing list.
http://www.auai.org/   

B-Course - Dependence and classification modeling Save
A free, interactive tutorial on Bayesian modeling, in particular dependence and classification modeling.
http://b-course.cs.helsinki.fi   

Bayesian Network Repository Save
Maintained by Gal Elidan - over a dozen publicly available networks with documentation, in several popular interchange formats
http://www.cs.huji.ac.il/labs/compbio...   

Belief Networks and Variational Methods : Amos Storkey Save
Dynamic Trees are mixtures of tree structured belief networks, and are used as models for image segmentation and tracking.
http://www.anc.ed.ac.uk/~amos/belief....   

Belief Revision Save
Software, publications, teaching material, and news on belief revision - from the Business and Technology Research Laboratory at the University of Newcastle, Australia
http://beliefrevision.org   

Cause, chance and Bayesian statistics Save
Briefing document with a short survey of Bayesian statistics
http://www.abelard.org/briefings/baye...   

Daphne's Approximate Group of Students (DAGS) Save
Daphne Koller's research group on probabilistic representation, reasoning, and learning at Stanford University
http://dags.stanford.edu   

Decision Systems Lab (DSL) Save
Research group at the University of Pittsburgh with links to books and software on probabilistic, decision-theoretic, and econometric graphical models
http://www.sis.pitt.edu/~dsl/   

LAPLACE Group - Bayesian Models for Perception, Inference and Action Save
Probabilistic reasoning and genetic algorithms for perception, inference and action: Bayesian cognitive and brain models, software for robotics, probabilistic inference engine
http://www-laplace.imag.fr   

Learning Bayesian Networks from Data Save
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
http://www.cs.huji.ac.il/~nirf/Nips01...   

Qualitative Verbal Explanations in Bayesian Belief Networks Save
Paper about combining probabilistic models and human-intuitive approaches to modeling uncertainty by generating qualitative verbal explanations of reasoning.
http://www.pitt.edu/~druzdzel/abstrac...   

Query DAGs: A Practical Paradigm for Implementing Belief-Network Inference Save
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.
http://www.cs.cmu.edu/afs/cs/project/...   

Category's Editors
hsuwh

Help build the largest human-edited directory of the web
Suggest a site | Open Directory Project | Become an editor