Data Mining Methods for Knowledge Discovery

  • Krzysztof J. Cios
  • Witold Pedrycz
  • Roman W. Swiniarski

Table of contents

  1. Front Matter
    Pages i-xxi
  2. Krzysztof J. Cios, Witold Pedrycz, Roman W. Swiniarski
    Pages 1-26
  3. Krzysztof J. Cios, Witold Pedrycz, Roman W. Swiniarski
    Pages 27-71
  4. Krzysztof J. Cios, Witold Pedrycz, Roman W. Swiniarski
    Pages 73-129
  5. Krzysztof J. Cios, Witold Pedrycz, Roman W. Swiniarski
    Pages 131-191
  6. Krzysztof J. Cios, Witold Pedrycz, Roman W. Swiniarski
    Pages 193-227
  7. Krzysztof J. Cios, Witold Pedrycz, Roman W. Swiniarski
    Pages 229-308
  8. Krzysztof J. Cios, Witold Pedrycz, Roman W. Swiniarski
    Pages 309-374
  9. Krzysztof J. Cios, Witold Pedrycz, Roman W. Swiniarski
    Pages 375-429
  10. Krzysztof J. Cios, Witold Pedrycz, Roman W. Swiniarski
    Pages 431-489
  11. Back Matter
    Pages 491-495

About this book

Introduction

Data Mining Methods for Knowledge Discovery provides an introduction to the data mining methods that are frequently used in the process of knowledge discovery. This book first elaborates on the fundamentals of each of the data mining methods: rough sets, Bayesian analysis, fuzzy sets, genetic algorithms, machine learning, neural networks, and preprocessing techniques. The book then goes on to thoroughly discuss these methods in the setting of the overall process of knowledge discovery. Numerous illustrative examples and experimental findings are also included. Each chapter comes with an extensive bibliography.
Data Mining Methods for Knowledge Discovery is intended for senior undergraduate and graduate students, as well as a broad audience of professionals in computer and information sciences, medical informatics, and business information systems.

Keywords

algorithms data mining evolution evolutionary computation fuzzy fuzzy sets genetic algorithms information information system knowledge knowledge discovery learning machine learning networks neural networks

Authors and affiliations

  • Krzysztof J. Cios
    • 1
  • Witold Pedrycz
    • 2
  • Roman W. Swiniarski
    • 3
  1. 1.University of ToledoToledoUSA
  2. 2.University of ManitobaWinnipegCanada
  3. 3.San Diego State UniversitySan DiegoUSA

Bibliographic information

  • DOI https://doi.org/10.1007/978-1-4615-5589-6
  • Copyright Information Kluwer Academic Publishers 1998
  • Publisher Name Springer, Boston, MA
  • eBook Packages Springer Book Archive
  • Print ISBN 978-1-4613-7557-9
  • Online ISBN 978-1-4615-5589-6
  • Series Print ISSN 0893-3405
  • About this book