| LIBRARY OF CONGRESS CONTROL NUMBER |
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| LC control number |
2013050912 |
| INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9781466586741 |
| INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
1466586745 (hardback : acid-free paper) |
| DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Call number |
005.74/1 |
| TITLE STATEMENT |
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| Title |
Data classification : |
| Subtitle |
algorithms and applications |
| Statement of responsibility, etc |
edited by Charu C. Aggarwal |
| PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
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| Place of publication |
Boca Raton : |
| Publisher |
CRC Press, Taylor & Francis Group, |
| Date |
c2015. |
| PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
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| Date |
©2014 |
| PHYSICAL DESCRIPTION |
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| Extent |
xxvii, 671 p. : |
| Other Details |
ill. (some col.) ; |
| Size |
26 cm. |
| SERIES STATEMENT |
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| Series statement |
Chapman & Hall/CRC data mining and knowledge discovery series |
| GENERAL NOTE |
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| General note |
"A Chapman & Hall book." |
| SUMMARY |
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| 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 |
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| 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"-- |
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File organization (Computer science) |
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Categories (Mathematics) |
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| Topical Heading |
Algorithms |
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BUSINESS & ECONOMICS / Statistics |
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COMPUTERS / Database Management / Data Mining |
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COMPUTERS / Machine Theory |
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COMPUTERS -- Enterprise Applications -- Business Intelligence Tools |
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COMPUTERS -- Intelligence (AI) & Semantics |
| ADDED ENTRY |
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| Name |
Aggarwal, Charu C. |
| Role |
Edited by |
| ELECTRONIC LOCATION AND ACCESS |
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| Uniform Resource Identifier |
https://uowd.box.com/s/emji2tyypl5bnk41qhxxpqodaug1myvj |
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