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Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis

Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis

Paperback

Series: Information Science and Statistics

General ComputersProbability & Statistics

ISBN10: 1441925465
ISBN13: 9781441925466
Publisher: Springer Nature
Published: Nov 19 2010
Pages: 318
Weight: 1.05
Height: 0.71 Width: 6.14 Depth: 9.21
Language: English

Probabilistic networks, also known as Bayesian networks and influence diagrams, have become one of the most promising technologies in the area of applied artificial intelligence. This book provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. Intended primarily for practitioners, this book does not require sophisticated mathematical skills. The theory and methods presented are illustrated through more than 140 examples, and exercises are included for the reader to check his/her level of understanding. Many of the techniques and methods presented have been developed and refined on the basis of numerous courses that the authors have held for practitioners worldwide.

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General Computers