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Dynamic Trees are mixtures of tree structured belief networks, and are used as models for image segmentation and tracking.

http://homepages.inf.ed.ac.uk/amos/belief.html

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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/jair/pub/volume6/darwiche97a-html/jair-f.html

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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/Repository/

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