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Expert Systems and Probabilistic Network Models

2012-12-06 Computers
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Release : 2012-12-06
Genre : Computers
Kind : eBook
Book Rating : 702/5 ( reviews)

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Book Synopsis Expert Systems and Probabilistic Network Models by : Enrique Castillo

Download or read book Expert Systems and Probabilistic Network Models written by Enrique Castillo. This book was released on 2012-12-06. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence and expert systems have seen a great deal of research in recent years, much of which has been devoted to methods for incorporating uncertainty into models. This book is devoted to providing a thorough and up-to-date survey of this field for researchers and students.

Probabilistic Networks and Expert Systems

2007-07-16 Computers
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Release : 2007-07-16
Genre : Computers
Kind : eBook
Book Rating : 231/5 ( reviews)

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Book Synopsis Probabilistic Networks and Expert Systems by : Robert G. Cowell

Download or read book Probabilistic Networks and Expert Systems written by Robert G. Cowell. This book was released on 2007-07-16. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Probabilistic Expert Systems

1996-01-01 Computers
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Release : 1996-01-01
Genre : Computers
Kind : eBook
Book Rating : 730/5 ( reviews)

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Book Synopsis Probabilistic Expert Systems by : Glenn Shafer

Download or read book Probabilistic Expert Systems written by Glenn Shafer. This book was released on 1996-01-01. Available in PDF, EPUB and Kindle. Book excerpt: This book emphasizes the basic computational principles that make probabilistic reasoning feasible in expert systems.

Probabilistic Expert Systems

1996-01-01 Computers
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Release : 1996-01-01
Genre : Computers
Kind : eBook
Book Rating : 043/5 ( reviews)

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Book Synopsis Probabilistic Expert Systems by : Glenn Shafer

Download or read book Probabilistic Expert Systems written by Glenn Shafer. This book was released on 1996-01-01. Available in PDF, EPUB and Kindle. Book excerpt: Probabilistic Expert Systems emphasizes the basic computational principles that make probabilistic reasoning feasible in expert systems. The key to computation in these systems is the modularity of the probabilistic model. Shafer describes and compares the principal architectures for exploiting this modularity in the computation of prior and posterior probabilities. He also indicates how these similar yet different architectures apply to a wide variety of other problems of recursive computation in applied mathematics and operations research. The field of probabilistic expert systems has continued to flourish since the author delivered his lectures on the topic in June 1992, but the understanding of join-tree architectures has remained missing from the literature. This monograph fills this void by providing an analysis of join-tree methods for the computation of prior and posterior probabilities in belief nets. These methods, pioneered in the mid to late 1980s, continue to be central to the theory and practice of probabilistic expert systems. In addition to purely probabilistic expert systems, join-tree methods are also used in expert systems based on Dempster-Shafer belief functions or on possibility measures. Variations are also used for computation in relational databases, in linear optimization, and in constraint satisfaction. This book describes probabilistic expert systems in a more rigorous and focused way than existing literature, and provides an annotated bibliography that includes pointers to conferences and software. Also included are exercises that will help the reader begin to explore the problem of generalizing from probability to broader domains of recursive computation.

Probabilistic Networks and Expert Systems

2006-05-29 Mathematics
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Release : 2006-05-29
Genre : Mathematics
Kind : eBook
Book Rating : 303/5 ( reviews)

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Book Synopsis Probabilistic Networks and Expert Systems by : Robert G. Cowell

Download or read book Probabilistic Networks and Expert Systems written by Robert G. Cowell. This book was released on 2006-05-29. Available in PDF, EPUB and Kindle. Book excerpt: 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.

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