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Bayesian Networks and Influence Diagrams (Record no. 509949)

000 -LEADER
fixed length control field 02931nam a22003375i 4500
001 - CONTROL NUMBER
control field 978-0-387-74101-7
003 - CONTROL NUMBER IDENTIFIER
control field DE-He213
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20161121231208.0
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr nn 008mamaa
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 100301s2008 xxu| s |||| 0|eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780387741017
-- 978-0-387-74101-7
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.1007/978-0-387-74101-7
Source of number or code doi
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA276-280
072 #7 - SUBJECT CATEGORY CODE
Subject category code UFM
Source bicssc
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM077000
Source bisacsh
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 519.5
Edition number 23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Kj�rulff, Uffe B.
Relator term author.1
245 0# - TITLE STATEMENT
Title Bayesian Networks and Influence Diagrams
Medium [electronic resource] :
Remainder of title A Guide to Construction and Analysis /
Statement of responsibility, etc. by Uffe B. Kj�rulff, Anders L. Madsen. 1
264 ## - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture New York, NY :
Name of producer, publisher, distributor, manufacturer Springer New York,
Date of production, publication, distribution, manufacture, or copyright notice 2008.
300 ## - PHYSICAL DESCRIPTION
Extent XVIII, 318 p.
Other physical details online resource.
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Carrier type code cr
Source rdacarrier
347 ## - DIGITAL FILE CHARACTERISTICS
File type text file
Encoding format PDF
Source rda1
490 ## - SERIES STATEMENT
Series statement Information Science and Statistics,
International Standard Serial Number 1613-90110
505 ## - FORMATTED CONTENTS NOTE
Formatted contents note 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.
520 ## - SUMMARY, ETC.
Summary, etc. 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, offering intuitive, efficient, and reliable methods for diagnosis, prediction, decision making, classification, troubleshooting, and data mining under uncertainty. Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis 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 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/her level of understanding. The techniques and methods presented for knowledge elicitation, model construction and verification, modeling techniques and tricks, learning models from data, and analyses of models have all been developed and refined on the basis of numerous courses that the authors have held for practitioners worldwide. Uffe B. Kj�rulff holds a PhD on probabilistic networks and is an Associate Professor of Computer Science at Aalborg University. Anders L. Madsen holds a PhD on probabilistic networks and is the CEO of HUGIN Expert A/S. 0
700 ## - ADDED ENTRY--PERSONAL NAME
Relator term author.2
776 ## - ADDITIONAL PHYSICAL FORM ENTRY
International Standard Book Number 9780387741000 0
830 ## - SERIES ADDED ENTRY--UNIFORM TITLE
International Standard Serial Number 1613-901140
Holdings
Withdrawn status Lost status Damaged status Not for loan Current Location Date acquired Barcode Date last seen Price effective from Koha item type
        PK Kelkar Library, IIT Kanpur 2016-11-21 EBKS00010236 2016-11-21 2016-11-21 E books

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