Here are some notes prepared by M.A. Newton:

• 1/19/99: Some Thoughts on Probability: .pdf or .ps .
• 2/4/99: DAGs and MRF Grapahs: .pdf or or .ps .
• 3/2/99: Thoughts on Gibbs Distributions and Markov Random Fields: .pdf or .ps .
• 3/4/99: Genesis of Bayesian Analysis: .pdf or .ps .
• 5/6/99: On Statistical Decision Theory: .pdf or .ps .

• D. Heckerman, A Tutorial on Learning with Bayesian Networks
• D. Madigan, Bayesian Graphical Models for Discrete Data
• D. Spiegelhlater, A.P. Dawid, S. Lauritzen, and R.G. Cowell Bayesian Analysis in Expert Systems (1993). Statistical Science , 8 , pp 219-247.