عنوان
پدید آورنده
موضوع
رده
QA279.5 .K67 2011
QA279
.
5
.
K67
2011
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
1439815917 (hardback)
(Number (ISBN
9781439815915 (hardback)
NATIONAL BIBLIOGRAPHY NUMBER
Number
dltt
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
Second edition
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
xxvii, 463 pages :
Other Physical Details
illustrations ;
Dimensions
25 cm
SERIES
Series Title
Chapman & Hall/CRC computer science and data analysis series
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references and index
CONTENTS NOTE
Text of Note
I. PROBABILISTIC REASONING: Bayesian reasoning -- Introducing Bayesian networks -- Inference in Bayesian networks -- Decision networks -- Applications of Bayesian networks -- II. LEARNING CAUSAL MODELS: Learning probabilities -- Bayesian network classifiers -- Learning linear causal models -- Learning discrete causal structure -- III. KNOWLEDGE ENGINEERING: Knowledge engineering with Bayesian networks -- KEBN case studies
0
SUMMARY OR ABSTRACT
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
TOPICAL NAME USED AS SUBJECT
Bayesian statistical decision theory-- Data processing
Machine learning
Neural networks (Computer science)
DEWEY DECIMAL CLASSIFICATION
Number
519
.
5/42
Edition
22
LIBRARY OF CONGRESS CLASSIFICATION
Class number
QA279
.
5
Book number
.
K67
2011
PERSONAL NAME - PRIMARY RESPONSIBILITY
Korb, Kevin B
PERSONAL NAME - ALTERNATIVE RESPONSIBILITY
Nicholson, Ann E
ORIGINATING SOURCE
Date of Transaction
20160712083147.0
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
