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The Resource Bayesian artificial intelligence, Kevin B. Korb, Ann E. Nicholson

Bayesian artificial intelligence, Kevin B. Korb, Ann E. Nicholson

Label
Bayesian artificial intelligence
Title
Bayesian artificial intelligence
Statement of responsibility
Kevin B. Korb, Ann E. Nicholson
Creator
Contributor
Subject
Language
eng
Member of
Cataloging source
DLC
http://library.link/vocab/creatorName
Korb, Kevin B
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorName
Nicholson, Ann E
Series statement
Chapman & Hall/CRC computer science and data analysis series
http://library.link/vocab/subjectName
  • Bayesian statistical decision theory
  • Machine learning
  • Neural networks (Computer science)
Label
Bayesian artificial intelligence, Kevin B. Korb, Ann E. Nicholson
Instantiates
Publication
Bibliography note
Includes bibliographical references and index
Contents
I. PROBABILISTIC REASONING -- 1. Bayesian Reasoning -- 2. Introducing Bayesian Networks -- 3. Inference in Bayesian Networks -- 4. Decision Networks -- 5. Applications of Bayesian Networks -- II. LEARNING CAUSAL MODELS -- 6. Learning Probabilities -- 7. Bayesian Network Classifiers -- 8. Learning Linear Causal Models -- 9. Learning Discrete Causal Structure -- III. KNOWLEDGE ENGINEERING -- 10. Knowledge Engineering with Bayesian Networks -- 11. KEBN Case Studies -- A. NOTATION -- B. SOFTWARE PACKAGES
Control code
ocn645676631
Dimensions
25 cm
Edition
2nd ed
Extent
xxvii, 463 p.
Isbn
9781439815915
Isbn Type
(hardback)
Lccn
2010043669
Other physical details
ill.
System control number
(OCoLC)645676631
Label
Bayesian artificial intelligence, Kevin B. Korb, Ann E. Nicholson
Publication
Bibliography note
Includes bibliographical references and index
Contents
I. PROBABILISTIC REASONING -- 1. Bayesian Reasoning -- 2. Introducing Bayesian Networks -- 3. Inference in Bayesian Networks -- 4. Decision Networks -- 5. Applications of Bayesian Networks -- II. LEARNING CAUSAL MODELS -- 6. Learning Probabilities -- 7. Bayesian Network Classifiers -- 8. Learning Linear Causal Models -- 9. Learning Discrete Causal Structure -- III. KNOWLEDGE ENGINEERING -- 10. Knowledge Engineering with Bayesian Networks -- 11. KEBN Case Studies -- A. NOTATION -- B. SOFTWARE PACKAGES
Control code
ocn645676631
Dimensions
25 cm
Edition
2nd ed
Extent
xxvii, 463 p.
Isbn
9781439815915
Isbn Type
(hardback)
Lccn
2010043669
Other physical details
ill.
System control number
(OCoLC)645676631

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