CISM International Centre for Mechanical Sciences

Computational Intelligence in Data Mining

Editors: Della Riccia, Giacomo, Kruse, Rudolf, Lenz, Hans-J. (Eds.)

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  • ISBN 978-3-7091-2588-5
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About this book

The book aims to merge Computational Intelligence with Data Mining, which are both hot topics of current research and industrial development, Computational Intelligence, incorporates techniques like data fusion, uncertain reasoning, heuristic search, learning, and soft computing. Data Mining focuses on unscrambling unknown patterns or structures in very large data sets. Under the headline "Discovering Structures in Large Databases” the book starts with a unified view on ‘Data Mining and Statistics – A System Point of View’. Two special techniques follow: ‘Subgroup Mining’, and ‘Data Mining with Possibilistic Graphical Models’. "Data Fusion and Possibilistic or Fuzzy Data Analysis” is the next area of interest. An overview of possibilistic logic, nonmonotonic reasoning and data fusion is given, the coherence problem between data and non-linear fuzzy models is tackled, and outlier detection based on learning of fuzzy models is studied. In the domain of "Classification and Decomposition” adaptive clustering and visualisation of high dimensional data sets is introduced. Finally, in the section "Learning and Data Fusion” learning of special multi-agents of virtual soccer is considered. The last topic is on data fusion based on stochastic models.

Table of contents (9 chapters)

Table of contents (9 chapters)

Buy this book

eBook $84.99
price for USA in USD (gross)
  • ISBN 978-3-7091-2588-5
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $109.00
price for USA in USD
  • ISBN 978-3-211-83326-1
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Computational Intelligence in Data Mining
Editors
  • Giacomo Della Riccia
  • Rudolf Kruse
  • Hans-J. Lenz
Series Title
CISM International Centre for Mechanical Sciences
Series Volume
408
Copyright
2000
Publisher
Springer-Verlag Wien
Copyright Holder
Springer-Verlag Wien
eBook ISBN
978-3-7091-2588-5
DOI
10.1007/978-3-7091-2588-5
Softcover ISBN
978-3-211-83326-1
Series ISSN
0254-1971
Edition Number
1
Number of Pages
VII, 166
Number of Illustrations
3 b/w illustrations
Topics