Studies in Computational Intelligence

Foundations and Novel Approaches in Data Mining

Editors: Lin, T.Y., Ohsuga, S., Liau, C.-J., Hu, X. (Eds.)

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About this book

Data-mining has become a popular research topic in recent years for the treatment of the "data rich and information poor” syndrome. Currently, application oriented engineers are only concerned with their immediate problems, which results in an ad hoc method of problem solving. Researchers, on the other hand, lack an understanding of the practical issues of data-mining for realworld problems and often concentrate on issues that are of no significance to the practitioners. In this volume, we hope to remedy problems by (1) presenting a theoretical foundation of data-mining, and (2) providing important new directions for data-mining research. A set of well respected data mining theoreticians were invited to present their views on the fundamental science of data mining. We have also called on researchers with practical data mining experiences to present new important data-mining topics.

Table of contents (20 chapters)

  • Commonsense Causal Modeling in the Data Mining Context

    Mazlack, Lawrence

    Pages 1-22

  • Definability of Association Rules in Predicate Calculus

    Rauch, Jan

    Pages 23-40

  • A Measurement-Theoretic Foundation of Rule Interestingness Evaluation

    Yao, Yiyu (et al.)

    Pages 41-59

  • Statistical Independence as Linear Dependence in a Contingency Table

    Tsumoto, Shusaku

    Pages 61-73

  • Foundations of Classification

    Yao, J. T. (et al.)

    Pages 75-97

Buy this book

eBook $189.00
price for USA (gross)
  • ISBN 978-3-540-31229-1
  • Digitally watermarked, DRM-free
  • Included format:
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $249.00
price for USA
  • ISBN 978-3-540-28315-7
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $249.00
price for USA
  • ISBN 978-3-642-06650-4
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Foundations and Novel Approaches in Data Mining
Editors
  • Tsau Young Lin
  • Setsuo Ohsuga
  • Churn-Jung Liau
  • Xiaohua Hu
Series Title
Studies in Computational Intelligence
Series Volume
9
Copyright
2006
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-31229-1
DOI
10.1007/11539827
Hardcover ISBN
978-3-540-28315-7
Softcover ISBN
978-3-642-06650-4
Series ISSN
1860-949X
Edition Number
1
Number of Pages
X, 378
Topics