Joshua Moody wrote:
> I am looking for papers or books that describe techniques for building
> Bayesian networks from domain/expert knowledge.

Agnieszka Onisko's doctoral thesis describes the construction of a 
medical Bayesian network. It can be downloaded from 
http://aragorn.pb.bialystok.pl/~aonisko/publications.html. Chapters 4 
and 5 will probably be useful for you.

Regards,
   Javier Díez

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Francisco Javier Diez            Phone: +34-91-3987161
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