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Synopsis
This book organizes key concepts, theories, standards, methodologies, trends, challenges and applications of data mining and knowledge discovery in databases. It first surveys, then provides comprehensive yet concise algorithmic descriptions of methods, including classic methods plus the extensions and novel methods developed recently. It also gives in-depth descriptions of data mining applications in various interdisciplinary industries.
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Review
From the reviews of the second edition:
“This handbook provides an excellent guide in every aspect of the discovery process. ... Contributors are drawn from noted academic institutions and companies around the world and across diverse disciplines. ... serves to define the current state of the art in knowledge discovery, and is particularly useful in cross-fertilization among a diverse set of application scenarios. It is an indispensable reference for researchers and an excellent starting point for advanced students taking graduate courses in this area. Summing Up: Highly recommended. Upper-division undergraduates through professionals/practitioners.” (J. Y. Cheung, Choice, Vol. 48 (10), June, 2011)
“This edition treats new aspects (for instance, privacy) and new methods, like those based on swarm intelligence and multi-label classification. ... The book is a comprehensive and detailed reference. ... Each chapter contains a long list of references for further investigation. ... I recommend this comprehensive book to advanced readers--including designers and architects at software companies--interested in the R&D of data mining.” (K. Balogh, ACM Computing Reviews, November, 2011)
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Data Mining and Knowledge Discovery Handbook
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Data Mining and Knowledge Discovery Handbook.
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Data Mining And Knowledge Discovery Handbook
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Data Mining and Knowledge Discovery Handbook
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Springer-Verlag New York Inc, 2010
ISBN 10: 0387098224
ISBN 13: 9780387098227
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DATA MINING & KNOWLEDGE DISCOVERY HANDBO
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