The Resource Bayesian networks and influence diagrams : a guide to construction and analysis, Uffe B. Kjræulff, Anders L. Madsen, (electronic resource)

Bayesian networks and influence diagrams : a guide to construction and analysis, Uffe B. Kjræulff, Anders L. Madsen, (electronic resource)

Label
Bayesian networks and influence diagrams : a guide to construction and analysis
Title
Bayesian networks and influence diagrams
Title remainder
a guide to construction and analysis
Statement of responsibility
Uffe B. Kjræulff, Anders L. Madsen
Creator
Contributor
Provider
Subject
Language
eng
Summary
Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis, Second Edition, provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. This new edition contains six new sections, in addition to fully-updated examples, tables, figures, and a revised appendix. Intended primarily for practitioners, this book does not require sophisticated mathematical skills or deep understanding of the underlying theory and methods nor does it discuss alternative technologies for reasoning under uncertainty. The theory and methods presented are illustrated through more than 140 examples, and exercises are included for the reader to check his or her level of understanding. The techniques and methods presented on model construction and verification, modeling techniques and tricks, learning models from data, and analyses of models have all been developed and refined based on numerous courses the authors have held for practitioners worldwide. Uffe B. Kjærulff holds a PhD on probabilistic networks and is an Associate Professor of Computer Science at Aalborg University. Anders L. Madsen of HUGIN EXPERT A/S holds a PhD on probabilistic networks and is an Adjunct Professor of Computer Science at Aalborg University
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Kjræulff, Uffe B
Image bit depth
0
LC call number
QA279.5
LC item number
.K53 2013
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • SpringerLink
  • Madsen, Anders L
Series statement
Information Science and Statistics,
Series volume
22
http://library.link/vocab/subjectName
  • Bayes Theorem
  • Uncertainty
  • Bayesian statistical decision theory
  • Uncertainty (Information theory)
  • MATHEMATICS / Probability & Statistics / Bayesian Analysis
  • Bayesian statistical decision theory
  • Uncertainty (Information theory)
Label
Bayesian networks and influence diagrams : a guide to construction and analysis, Uffe B. Kjræulff, Anders L. Madsen, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Color
not applicable
Contents
Introduction -- Networks -- Probabilities -- Probabilistic Networks -- Solving Probabilistic Networks -- Eliciting the Model -- Modeling Techniques -- Data-Driven Modeling -- Conflict Analysis -- Sensitivity Analysis -- Value of Information Analysis -- Quick Reference to Model Construction -- List of Examples -- List of Figures -- List of Tables -- List of Symbols -- References -- Index
Dimensions
unknown
Edition
2nd ed.
Extent
1 online resource.
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781461451044
Level of compression
uncompressed
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (OCoLC)822966119
  • (OCoLC)ocn822966119
Label
Bayesian networks and influence diagrams : a guide to construction and analysis, Uffe B. Kjræulff, Anders L. Madsen, (electronic resource)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Color
not applicable
Contents
Introduction -- Networks -- Probabilities -- Probabilistic Networks -- Solving Probabilistic Networks -- Eliciting the Model -- Modeling Techniques -- Data-Driven Modeling -- Conflict Analysis -- Sensitivity Analysis -- Value of Information Analysis -- Quick Reference to Model Construction -- List of Examples -- List of Figures -- List of Tables -- List of Symbols -- References -- Index
Dimensions
unknown
Edition
2nd ed.
Extent
1 online resource.
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781461451044
Level of compression
uncompressed
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (OCoLC)822966119
  • (OCoLC)ocn822966119

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