
Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis
A Guide to Construction and Analysis
Springer (Publisher)
Published on 18. December 2007
Book
Hardback
XVIII, 318 pages
978-0-387-74100-0 (ISBN)
Article exhausted; check for reprint
Description
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.
Reviews / Votes
From the reviews: "The book under review is by two well known contributors to this general area. ... the book, consisting of five chapters, provides a very clear, insightful introduction to this theory. ... This is a good book for learning or teaching an important, practically useful topic. There are many good examples and example-based discussions." (Jayanta K. Ghosh, International Statistical Review, Vol. 76 (3), 2008) Kjaerulff, Bayesian networks and influence Diagrams: ... "This book is written for practitioners wishing to understand, construct, and analyze decision support systems based on Bayesian networks and influence diagrams. ...Simple worked examples are provided throughout...and exercises are included after each chapter. ...this book is a useful addition to the texts on Bayesian networks. ...covers many key aspects in the construction and analysis of decision support systems based on Bayesian networks and influence diagrams, achieving the authors' stated goal; ...I would certainly put this book on my reading list for decision analysis classes and recommend it for research students using these techniques..."(Journal of the American Statistical Association, September 2009, Vol. 104, No. 487)More details
Series
Edition
2008
Language
English
Place of publication
NY
United States
Target group
Professional and scholarly
Product notice
Laminated cover
Illustrations
1, black & white illustrations
Dimensions
Height: 23.5 cm
Width: 15.5 cm
Thickness: 20 mm
Weight
1440 gr
ISBN-13
978-0-387-74100-0 (9780387741000)
DOI
10.1007/978-0-387-74101-7
Schweitzer Classification
Other editions
New editions

Uffe B. Kjærulff | Anders L. Madsen
Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis
Book
11/2012
2nd Edition
Springer
€149.79
Shipment within 15-20 days
Additional editions

Uffe B. Kjærulff | Anders L. Madsen
Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis
Book
11/2010
Springer
€82.34
Shipment within 15-20 days

Uffe B. Kjærulff | Anders L. Madsen
Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis
A Guide to Construction and Analysis
E-Book
12/2007
1st Edition
Springer
€79.99
Available for download
Content
Fundamentals.- Networks.- Probabilities.- Probabilistic Networks.- Solving Probabilistic Networks.- Model Construction.- Eliciting the Model.- Modeling Techniques.- Data-Driven Modeling.- Model Analysis.- Conflict Analysis.- Sensitivity Analysis.- Value of Information Analysis.