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Probabilistic Networks and Expert Systems

Exact Computational Methods for Bayesian Networks

Probabilistic Networks and Expert Systems by Robert G. Cowell
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Probabilistic expert systems are graphical networks which support the modeling of uncertainty and decisions in large complex domains, while retaining ease of calculation. Building on original research by the authors, this book gives a thorough and rigorous mathematical treatment of the underlying ideas, structures, and algorithms. The book will be of interest to researchers in both artificial intelligence and statistics, who desire an introduction to this fascinating and rapidly developing field. The book, winner of the DeGroot Prize 2002, the only book prize in the field of statistics, is new in paperback.

Springer New York; May 2006
323 pages; ISBN 9780387226309
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Title: Probabilistic Networks and Expert Systems
Author: Robert G. Cowell; Philip Dawid; Steffen L. Lauritzen; David J. Spiegelhalter
 
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ISBNs
0387226303
9780387226309
9780387987675