Skip to main content
  • Book
  • © 2008

Soft Computing for Knowledge Discovery and Data Mining

  • Illustrations of various applications including manufacturing, medical, banking, insurance and others
  • Includes various real-world case studies with detailed results
  • Edited by the highly-regarded editors of the "Data Mining and Knowledge Discovery Handbook" (2005, Springer)

Buy it now

Buying options

eBook USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 54.99
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 (16 chapters)

  1. Front Matter

    Pages I-XIII
  2. Neural Network Methods

    1. Neural Networks For Data Mining

      • G. Peter Zhang
      Pages 17-44
    2. Improved SOM Labeling Methodology for Data Mining Applications

      • Arnulfo Azcarraga, Ming-Huei Hsieh, Shan-Ling Pan, Rudy Setiono
      Pages 45-75
  3. Evolutionary Methods

    1. Genetic Clustering for Data Mining

      • Murilo Coelho Naldi, André C. P. L. F. de Carvalho, Ricardo José Gabrielli Barreto Campell, eduardo Raul Hruschka
      Pages 113-132
    2. evolutionary Design of Code-matrices for Multiclass Problems

      • Ana Carolina Lorena, André C. P. L. F. de Carvalho
      Pages 153-184
  4. Fuzzy Logic Methods

    1. The Role of Fuzzy Sets in Data Mining

      • Lior Rokach
      Pages 187-203
    2. KDD in Marketing with Genetic Fuzzy Systems

      • Jorge Casillas, Francisco J. Martínez-López
      Pages 225-239
    3. Knowledge Discovery in a Framework for Modelling with Words

      • Zengchang Qin, Jonathan Lawry
      Pages 241-276
  5. Advanced Soft Computing Methods and Areas

    1. Swarm Intelligence Algorithms for Data Clustering

      • Ajith Abraham, Swagatam Das, Sandip Roy
      Pages 279-313
    2. Data Mining and Agent Technology: a fruitful symbiosis

      • Christos Dimou, Andreas L. Symeonidis, Pericles A. Mitkas
      Pages 327-362
    3. Approximate Frequent Itemset Mining In the Presence of Random Noise

      • Hong Cheng, Philip S. Yu, Jiawei Han
      Pages 363-389
  6. Back Matter

    Pages 433-433

About this book

Data mining is the science and technology of exploring large and complex bodies of data in order to discover useful patterns. It is extremely important because it enables modeling and knowledge extraction from abundant data availability.

Soft Computing for Knowledge Discovery and Data Mining introduces soft computing methods extending the envelope of problems that data mining can solve efficiently. It presents practical soft-computing approaches in data mining. This edited volume by highly regarded authors, includes several contributors of the 2005, Data Mining and Knowledge Discovery Handbook.  This book was written to provide investigators in the fields of information systems, engineering, computer science, statistics and management with a profound source for the role of soft computing in data mining. Not only does this book feature illustrations of various applications including manufacturing, medical, banking, insurance and others, but also includes various real-world case studies with detailed results.

Soft Computing for Knowledge Discovery and Data Mining is designed for practitioners and researchers in industry. Practitioners and researchers may be particularly interested in the description of real world data mining projects performed with soft computing. This book is also suitable as a secondary textbook or reference for advanced-level students in information systems, engineering, computer science and statistics management.

 

 

Editors and Affiliations

  • Tel Aviv University, Israel

    Oded Maimon

  • Ben-Gurion University, Israel

    Lior Rokach

Bibliographic Information

Buy it now

Buying options

eBook USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 54.99
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