Studies in Computational Intelligence

Classification and Clustering for Knowledge Discovery

Editors: Halgamuge, Saman K., Wang, Lipo (Eds.)

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About this book

Knowledge Discovery today is a significant study and research area. In finding answers to many research questions in this area, the ultimate hope is that knowledge can be extracted from various forms of data around us. This book covers recent advances in unsupervised and supervised data analysis methods in Computational Intelligence for knowledge discovery. In its first part the book provides a collection of recent research on distributed clustering, self organizing maps and their recent extensions. If labeled data or data with known associations are available, we may be able to use supervised data analysis methods, such as classifying neural networks, fuzzy rule-based classifiers, and decision trees. Therefore this book presents a collection of important methods of supervised data analysis. "Classification and Clustering for Knowledge Discovery" also includes variety of applications of knowledge discovery in health, safety, commerce, mechatronics, sensor networks, and telecommunications.

Table of contents (6 chapters)

  • D-GridMST: Clustering Large Distributed Spatial Databases

    Ji Zhang, Han Liu

    Pages 61-72

  • Identifying Interesting Patterns in Multidatabases

    Chengqi Zhang, Jeffrey Xu Yu, Shichao Zhang

    Pages 91-112

  • Comparison Between Five Classifiers for Automatic Scoring of Human Sleep Recordings

    Guillaume Becq, Sylvie Charbonnier, Florian Chapotot, et al.

    Pages 113-127

  • Data Mining and User Profiling for an E-Commerce System

    Ken McGarry, Andrew Martin, Dale Addison

    Pages 175-189

  • Use of Fuzzy Feature Descriptions to Recognize Handwritten Alphanumeric Characters

    G.E.M.D.C. Bandara, R.M. Ranawana, S.D. Pathirana

    Pages 209-232

Buy this book

eBook $189.00
price for USA (gross)
  • ISBN 978-3-540-32404-1
  • Digitally watermarked, DRM-free
  • Included format:
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $239.00
price for USA
  • ISBN 978-3-540-26073-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $239.00
price for USA
  • ISBN 978-3-642-06542-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Classification and Clustering for Knowledge Discovery
Editors
  • Saman K. Halgamuge
  • Lipo Wang
Series Title
Studies in Computational Intelligence
Series Volume
4
Copyright
2005
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-32404-1
DOI
10.1007/b98152
Hardcover ISBN
978-3-540-26073-8
Softcover ISBN
978-3-642-06542-2
Series ISSN
1860-949X
Edition Number
1
Number of Pages
XII, 356
Topics