INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
9781439815915 (hardback)
NATIONAL BIBLIOGRAPHY NUMBER
Country Code
IR
Number
E-7986
LANGUAGE OF THE ITEM
.Language of Text, Soundtrack etc
انگلیسی
COUNTRY OF PUBLICATION OR PRODUCTlON
Country of publication
IR
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Bayesian artificial intelligence
General Material Designation
[Book]
First Statement of Responsibility
/ Kevin B. Korb, Ann E. Nicholson
EDITION STATEMENT
Edition Statement
2nd ed.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Boca Raton, FL
Name of Publisher, Distributor, etc.
: CRC Press,
Date of Publication, Distribution, etc.
, c2011.
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
xxvii, 463 p.
Other Physical Details
: ill.
Dimensions
; 25 cm.
SERIES
Series Title
(Chapman & Hall/CRC computer science and data analysis series.)
NOTES PERTAINING TO PUBLICATION, DISTRIBUTION, ETC.
Text of Note
Print - Electronic
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references and index.
CONTENTS NOTE
Text of Note
"The second edition of this bestseller provides a practical and accessible introduction to the main concepts, foundation, and applications of Bayesian networks. This edition contains a new chapter on Bayesian network classifiers and a new section on object-oriented Bayesian networks, along with new applications and case studies. It includes a new section that addresses foundational problems with causal discovery and Markov blanket discovery and a new section that covers methods of evaluating causal discovery programs. The book also offers more coverage on the uses of causal interventions to understand and reason with causal Bayesian networks. Supplemental materials are available on the book's website"--Provided by publisher.
Text of Note
"Updated and expanded, Bayesian Artificial Intelligence, Second Edition provides a practical and accessible introduction to the main concepts, foundation, and applications of Bayesian networks. It focuses on both the causal discovery of networks and Bayesian inference procedures. Adopting a causal interpretation of Bayesian networks, the authors discuss the use of Bayesian networks for causal modeling. They also draw on their own applied research to illustrate various applications of the technology. New to the Second Edition New chapter on Bayesian network classifiers New section on object-oriented Bayesian networks New section that addresses foundational problems with causal discovery and Markov blanket discovery New section that covers methods of evaluating causal discovery programs Discussions of many common modeling errors New applications and case studies More coverage on the uses of causal interventions to understand and reason with causal Bayesian networks Illustrated with real case studies, the second edition of this bestseller continues to cover the groundwork of Bayesian networks. It presents the elements of Bayesian network technology, automated causal discovery, and learning probabilities from data and shows how to employ these technologies to develop probabilistic expert systems. Web Resource The books website at www.csse.monash.edu.au/bai/book/book.html offers a variety of supplemental materials, including example Bayesian networks and data sets. Instructors can email the authors for sample solutions to many of the problems in the text"--Provided by publisher.
SERIES
Title
Series in computer science and data analysis
TOPICAL NAME USED AS SUBJECT
Bayesian statistical decision theory--Data processing
Machine learning
Neural networks (Computer science)
DEWEY DECIMAL CLASSIFICATION
Number
519
.
5
.
42
LIBRARY OF CONGRESS CLASSIFICATION
Class number
QA279
.
5
Book number
.
K67
2011
PERSONAL NAME - PRIMARY RESPONSIBILITY
Korb, Kevin B
PERSONAL NAME - SECONDARY RESPONSIBILITY
Nicholson, Ann E
ORIGINATING SOURCE
Country
ایران
ELECTRONIC LOCATION AND ACCESS
Host name
Bayesian artificial intelligence
Access number
عادی
Compression information
عادی
Electronic name
E-7986.pdf
Bits per second
0
Contact for access assistance
ایمانی
Electronic Format Type
متن
File size
0
Record control number
E-7986
Public note
انگلیسی
old catalog
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BL
1
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Y
