I received some requests for the replies to the question I posted
earlier.
I include them below: 

http://bayesware.com/resources/tutorials/kddcup99/kddcup99.pdf

Bayesian Network Models of Portfolio
Risk and Return, which is available at his publications page
(http://lark.cc.ukans.edu/~pshenoy/#H8)

I would appreciate any further information which I will then post also.

thanks for the providers.

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