Rough – Granular Computing in Knowledge Discovery and Data Mining (Studies in Computational Intelligence, Band 152) - Softcover

Stepaniuk, J.

 
9783642089725: Rough – Granular Computing in Knowledge Discovery and Data Mining (Studies in Computational Intelligence, Band 152)
Softcover
ISBN 10: 3642089720 ISBN 13: 9783642089725
Verlag: Springer, 2010

Inhaltsangabe

This book covers methods based on a combination of granular computing, rough sets, and knowledge discovery in data mining (KDD). The discussion of KDD foundations based on the rough set approach and granular computing feature illustrative applications.

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Von der hinteren Coverseite

The book "Rough-Granular Computing in Knowledge Discovery and Data Mining" written by Professor Jaroslaw Stepaniuk is dedicated to methods based on a combination of the following three closely related and rapidly growing areas: granular computing, rough sets, and knowledge discovery and data mining (KDD). In the book, the KDD foundations based on the rough set approach and granular computing are discussed together with illustrative applications. In searching for relevant patterns or in inducing (constructing) classifiers in KDD, different kinds of granules are modeled. In this modeling process, granules called approximation spaces play a special rule. Approximation spaces are defined by  neighborhoods of objects and measures between sets of objects. In the book, the author underlines the importance of approximation spaces in searching for relevant patterns and other granules on dfferent levels of modeling for compound concept approximations. Calculi on such granules are used for modeling computations on granules in searching for target (sub) optimal granules and their interactions on different levels of hierarchical modeling. The methods based on the combination of granular computing, the rough and fuzzy set approaches allow for an effcient construction of the high quality approximation of compound concepts.

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Verlag
Springer
Erscheinungsdatum
2010
Sprache
Englisch
ISBN 10 
3642089720
ISBN 13 
9783642089725
Einband
Taschenbuch
Anzahl der Seiten
172
Kontakt zum Hersteller
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