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BestsellerE-book
Author Bifet, Albert.

Title Adaptive stream mining : pattern learning and mining from evolving data streams / Albert Bifet.

Publication Info. Amsterdam ; Washington, DC : IOS Press, [2010]
©2010

Item Status

Description 1 online resource (xii, 212 pages) : illustrations.
Physical Medium polychrome
Description text file
Series Frontiers in artificial intelligence and applications ; v. 207
Frontiers in artificial intelligence and applications ; v. 207.
Bibliography Includes bibliographical references (pages 199-212).
Contents Title page; Contents; Introduction and Preliminaries; Introduction; Preliminaries; Evolving Data Stream Learning; Mining Evolving Data Streams; Adaptive Sliding Windows; Decision Trees; Ensemble Methods; Closed Frequent Tree Mining; Mining Frequent Closed Rooted Trees; Mining Implications from Lattices of Closed Trees; Evolving Tree Data Stream Mining; Mining Adaptively Frequent Closed Rooted Trees; Adaptive XML Tree Classification; Bibliography.
Summary Contributes to the subject of mining time-changing data streams and addresses the design of learning algorithms for this purpose. This book introduces contributions on several different aspects of the problem, identifying research opportunities and increasing the scope for applications.
Local Note eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America
Subject Data mining.
Data mining.
Genre/Form Electronic books.
Electronic books.
Other Form: Print version: Bifet, Albert. Adaptive stream mining. Amsterdam ; Washington, D.C. : IOS Press, ©2010 9781607500902 (DLC) 2009942750 (OCoLC)567148813
ISBN 9781607504726 (online)
1607504723 (online)
128260080X
9781282600805
9781607500902 (print)
1607500906 (print)
Standard No. 9786612600807