Data classification : (Record no. 25363)

MARC details
LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2013050912
ISBN
International Standard Book Number 9781466586741
ISBN
International Standard Book Number 1466586745 (hardback : acid-free paper)
DEWEY DECIMAL CLASSIFICATION NUMBER
Call number 005.74/1
TITLE STATEMENT
Title Data classification :
Subtitle algorithms and applications
Statement of responsibility, etc. edited by Charu C. Aggarwal
PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication Boca Raton :
Publisher CRC Press, Taylor & Francis Group,
Date c2015.
PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Date ©2014
PHYSICAL DESCRIPTION
Extent xxvii, 671 p. :
Other Details ill. (some col.) ;
Size 26 cm.
SERIES STATEMENT
Series statement Chapman & Hall/CRC data mining and knowledge discovery series
GENERAL NOTE
General note "A Chapman & Hall book."
BIBLIOGRAPHY, ETC. NOTE
Note Includes bibliographical references and index.
SUMMARY
Summary "Comprehensive Coverage of the Entire Area of ClassificationResearch on the problem of classification tends to be fragmented across such areas as pattern recognition, database, data mining, and machine learning. Addressing the work of these different communities in a unified way, Data Classification: Algorithms and Applications explores the underlying algorithms of classification as well as applications of classification in a variety of problem domains, including text, multimedia, social network, and biological data.This comprehensive book focuses on three primary aspects of data classification:MethodsThe book first describes common techniques used for classification, including probabilistic methods, decision trees, rule-based methods, instance-based methods, support vector machine methods, and neural networks. DomainsThe book then examines specific methods used for data domains such as multimedia, text, time-series, network, discrete sequence, and uncertain data. It also covers large data sets and data streams due to the recent importance of the big data paradigm. VariationsThe book concludes with insight on variations of the classification process. It discusses ensembles, rare-class learning, distance function learning, active learning, visual learning, transfer learning, and semi-supervised learning as well as evaluation aspects of classifiers"--
SUMMARY
Summary "This book homes in on three primary aspects of data classification: the core methods for data classification including probabilistic classification, decision trees, rule-based methods, and SVM methods; different problem domains and scenarios such as multimedia data, text data, biological data, categorical data, network data, data streams and uncertain data: and different variations of the classification problem such as ensemble methods, visual methods, transfer learning, semi-supervised methods and active learning. These advanced methods can be used to enhance the quality of the underlying classification results"--
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading File organization (Computer science)
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Topical Heading Categories (Mathematics)
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Topical Heading Algorithms
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Topical Heading BUSINESS & ECONOMICS / Statistics
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Topical Heading COMPUTERS / Database Management / Data Mining
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Topical Heading COMPUTERS / Machine Theory
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Topical Heading COMPUTERS -- Enterprise Applications -- Business Intelligence Tools
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Topical Heading COMPUTERS -- Intelligence (AI) & Semantics
ADDED ENTRY
Personal name Aggarwal, Charu C.
Role Edited by
ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://uowd.box.com/s/emji2tyypl5bnk41qhxxpqodaug1myvj">https://uowd.box.com/s/emji2tyypl5bnk41qhxxpqodaug1myvj</a>
Public note Location Map
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Holdings
Date last seen Full call number Barcode Cost, replacement price Price effective from Koha item type Lost status Source of classification or shelving scheme Damaged status Not for loan Withdrawn status Permanent location Current location Shelving location Date acquired Source of acquisition
26/01/2017 005.741 DA TA T0013058 365.00 26/01/2017 REGULAR   Dewey Decimal Classification       University of Wollongong in Dubai University of Wollongong in Dubai Main Collection 17/11/2014 Friendship bookshop