Probabilistic Networks and Expert Systems: Exact Computational Methods for Bayesian Networks

Robert G. Cowell · Philip Dawid · Steffen L. Lauritzen · David J. Spiegelhalter

may 2006 · Springer Science & Business Media

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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.