Skip to main content
  • Book
  • © 2006

Foundations and Novel Approaches in Data Mining

  • Latest results in data mining
  • Includes supplementary material: sn.pub/extras

Part of the book series: Studies in Computational Intelligence (SCI, volume 9)

Buy it now

Buying options

Softcover Book USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 169.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access

This is a preview of subscription content, log in via an institution to check for access.

Table of contents (20 chapters)

  1. Front Matter

  2. A Measurement-Theoretic Foundation of Rule Interestingness Evaluation

    • Yiyu Yao, Yaohua Chen, Xuedong Yang
    Pages 41-59
  3. Foundations of Classification

    • J. T. Yao, Y. Y. Yao, Y. Zhao
    Pages 75-97
  4. Data Mining as Generalization: A Formal Model

    • Ernestina Menasalvas1, Anita Wasilewska2
    Pages 99-126
  5. SVM-OD: SVM Method to Detect Outliers1

    • Jiaqi Wang, Chengqi Zhang, Xindong Wu, Hongwei Qi, Jue Wang
    Pages 129-141
  6. Extracting Rules from Incomplete Decision Systems: System ERID

    • Agnieszka Dardzińska, Zbigniew W. Raśs
    Pages 143-153
  7. Mining for Patterns Based on Contingency Tables by KL-Miner – First Experience

    • Jan Rauch, Milan šimůnek, Václav Lín
    Pages 155-167
  8. Knowledge Discovery in Fuzzy Databases Using Attribute-Oriented Induction

    • Rafal A. Angryk, Frederick E. Petry
    Pages 169-196
  9. Rough Set Strategies to Data with Missing Attribute Values

    • Jerzy W. Grzymala-Busse
    Pages 197-212
  10. Privacy-Preserving Collaborative Data Mining

    • Justin Zhan, LiWu Chang, Stan Matwin
    Pages 213-227
  11. Impact of Purity Measures on Knowledge Extraction in Decision Trees

    • Mitja Lenič, Petra Povalej, Peter Kokol
    Pages 229-242
  12. Multidimensional On-line Mining

    • Ching-Yao Wang, Tzung-Pei Hong, Shian-Shyong Tseng
    Pages 243-257
  13. Quotient Space Based Cluster Analysis1

    • Ling Zhang Bo Zhang, Bo Zhang
    Pages 259-269
  14. Research Issues in Web Structural Delta Mining

    • Qiankun Zhao, Sourav S. Bhowmick, Sanjay Madria
    Pages 272-289
  15. Workflow Reduction for Reachable-path Rediscovery in Workflow Mining

    • Kwang-Hoon Kim, Clarence A. Ellis
    Pages 289-310
  16. Principal Component-based Anomaly Detection Scheme

    • Mei-Ling Shyu, Shu-Ching Chen, Kanoksri Sarinnapakorn, LiWu Chang
    Pages 311-329

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 real-world 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.

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

  • DOI: https://doi.org/10.1007/11539827

  • Publisher: Springer Berlin, Heidelberg

  • eBook Packages: Engineering, Engineering (R0)

  • Copyright Information: Springer-Verlag Berlin Heidelberg 2006

  • Hardcover ISBN: 978-3-540-28315-7Published: 03 November 2005

  • Softcover ISBN: 978-3-642-06650-4Published: 20 November 2010

  • eBook ISBN: 978-3-540-31229-1Published: 23 November 2005

  • Series ISSN: 1860-949X

  • Series E-ISSN: 1860-9503

  • Edition Number: 1

  • Number of Pages: X, 378

  • Topics: Mathematical and Computational Engineering, Artificial Intelligence

Buy it now

Buying options

Softcover Book USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 169.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access