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An academic monograph that presents methods and algorithms for learning and mining patterns from evolving data streams. The book focuses on adaptive techniques capable of handling concept drift, limited memory, and real-time processing constraints, and covers theoretical foundations as well as practical approaches for classification, clustering, frequent pattern mining, and change detection in streaming data environments.
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Publisher: IOS Press
Publishing Year: 2010
ISBN: 9781607500902
Pages: 250