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Studies in Computational Intelligence

Rough – Granular Computing in Knowledge Discovery and Data Mining

Authors: Stepaniuk, J.

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  • ISBN 978-3-540-70801-8
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About this book

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.

Table of contents (9 chapters)

Table of contents (9 chapters)

Buy this book

eBook $139.00
price for USA in USD (gross)
  • ISBN 978-3-540-70801-8
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $179.99
price for USA in USD
  • ISBN 978-3-540-70800-1
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $209.00
price for USA in USD
  • ISBN 978-3-642-08972-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Rough – Granular Computing in Knowledge Discovery and Data Mining
Authors
Series Title
Studies in Computational Intelligence
Series Volume
152
Copyright
2008
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-70801-8
DOI
10.1007/978-3-540-70801-8
Hardcover ISBN
978-3-540-70800-1
Softcover ISBN
978-3-642-08972-5
Series ISSN
1860-949X
Edition Number
1
Number of Pages
XIV, 162
Topics