Data classification algorithms and applications
"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,...
Other Authors: | |
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Format: | eBook |
Language: | English |
Published: |
Boca Raton
CRC Press
2015
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Series: | Chapman & Hall/CRC data mining and knowledge discovery series
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Subjects: | |
Online Access: | |
Collection: | O'Reilly - Collection details see MPG.ReNa |
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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Item Description: | "A Chapman & Hall book." |
Physical Description: | xxvii, 671 pages illustrations (some color) |
ISBN: | 9781466586758 9780429102639 1466586753 0429102631 |