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Bayesian networks : an introduction

Author: Timo Koski; John M Noble
Publisher: Chichester, West Sussex, UK : Wiley, 2009.
Series: Wiley series in probability and statistics.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:

Bayesian networks have found application in a number of fields, including risk analysis, consumer help desks, tissue pathology, pattern recognition, credit assessment, computer network diagnosis, and  Read more...

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Document Type: Book
All Authors / Contributors: Timo Koski; John M Noble
ISBN: 9780470743041 0470743042
OCLC Number: 320800286
Description: viii, 347 pages : illustrations ; 25 cm.
Contents: Graphical models and probabilistic reasoning --
Conditional independence, graphs and d-separation --
Evidence, sufficiency and Monte Carlo methods --
Decomposable graphs and chain graphs --
Learning the conditional probability potentials --
Learning the graph structure --
Parameters and sensitivity --
Graphical models and exponential families --
Causality and intervention calculus --
The junction tree and probability updating --
Factor graphs and the sum product algorithm.
Series Title: Wiley series in probability and statistics.
Responsibility: Timo Koski, John M. Noble.

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"It assumes only a basic knowledge of probability, statistics and mathematics and is well suited for classroom teaching ... Each chapter of the book is concluded with short notes on the literature Read more...

 
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