Paulo C.G. Costa and Kathryn B. Laskey's "Bayesian Networks"
Read this article on Bayesian networks. Focus on the definitions it provides and work through the example provided.
Click https://web.archive.org/web/20160618144035/http://pr-owl.org/basics/bn.php link to open resource.