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Bayesian Artificial Intelligence.

Publication: Journal of the American Statistical Association
Publication Date: 01-SEP-05
Format: Online - approximately 862 words
Delivery: Immediate Online Access
Full Article Title: Bayesian Artificial Intelligence.(book by Kevin B. Korb, Ann E. Nicholson)(Book Review)

Article Excerpt
Bayesian Artificial Intelligence.

Keven B. KORB and Ann E. NICHOLSON. Boca Raton, FL: Chapman & Hall/CRC, 2004. ISBN 1-58488-387-1. 364 pp. $79.95.

The field of Bayesian networks, better known to the statistical community as probabilistic graphical models, is an area where the collaboration between researchers in statistics and artificial intelligence has been fruitful. Graphical models have been responsible for ground-breaking advances in statistics, such as the development of an amenable Gibbs sampler (Thomas, Spiegelhalter, and Gilks 1992), and for remarkable applications in artificial intelligence. The success of Bayesian networks has also been of critical cultural importance in artificial intelligence and statistics. In artificial intelligence, the enthusiasm for Bayesian networks has led to the lifting of a "30-year ban" against probability and statistics. In statistics, graphical models, by themselves...

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