Screen LibraryData classification : algorithms and applications /
"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 Classific...
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| Group Author: | |
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| Published: |
CRC Press, Taylor & Francis Group,
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| Publisher Address: | Boca Raton : |
| Publication Dates: | [2015] |
| Literature type: | Book |
| Language: | English |
| Series: |
Chapman & Hall/CRC data mining and knowledge discovery series
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| Subjects: | |
| 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 classifica "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 |
| Item Description: | "A Chapman & Hall book." |
| Carrier Form: | xxvii, 671 pages : illustrations (some color) ; 26 cm. |
| Bibliography: | Includes bibliographical references and index. |
| ISBN: |
9781466586741 (hardback : acid-free paper) : 1466586745 (hardback : acid-free paper) |
| Index Number: | QA76 |
| CLC: | TP392 |
| Call Number: | TP392/D232-1 |