CIS603 S03

Topics:

1. Probabilistic Reasoning Systems
2. Bayesian Networks

Bayesian Networks

Slides (pdf)

Papers

• D. Heckerman, ``A tutorial on learning with Bayesian networks'', Technical Report MSR-TR-95-06, Microsoft Research, March, 1995 (revised November, 1996). Postscript, pdf.

• D. Heckerman, ``A Bayesian approach to learning causal networks'', Technical Report MSR-TR-95-04, Microsoft Research, March, 1995. Postscript, pdf.

• G. Cooper and E. Herskovits, ``A Bayesian Method for the Induction of Probabilistic Networks from Data'', Machine Learning 9 (1992) pp. 309-347
  

• T. Mitchell, "Machine Learning", Chapter 6 (Bayesian Learning), McGraw Hill, 1997
  

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