Dr. Rina Dechter @ UCI

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COMPSCI 276 Fall 2007, Network-Based Reasoning - Bayesian Networks

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Judea Pearl. Probabilistic Reasoning in Intelligent Systems. Morgan Kaufmann, 1990.
K. B. Korb and A. E. Nicholson, Bayesian Artificial Intelligence, Chapman and Hall/CRC, 2004
Finn V. Jensen. An introduction to Bayesian networks. UCL Press, 1996.
Russell and Norvig, Artificial intelligence, a modern approach (chapters, 13,14,15)
J. Pearl, Causality, Models, Reasoning and Inference, Cambridge University Press, 2000
Castillo, E.; Gutierrez, J.M.; Hadi, A.S., Expert Systems and Probabilistic Network Models, Springer-Verlag 1997
Robert G. Cowell, A. Philip Dawid, Steffen L. Lauritzen, David J. Spiegelhalter Probabilistic Networks and Expert Systems Springer-Verlag, 1999