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Advanced Data Mining Techniques

  • David L. Olson
  • Dursun Delen

Table of contents

  1. Front Matter
    Pages I-XII
  2. Introduction

    1. Front Matter
      Pages 1-1
    2. David L. Olson, Dursun Delen
      Pages 3-8
    3. David L. Olson, Dursun Delen
      Pages 9-35
  3. Data Mining Methods As Tools

    1. Front Matter
      Pages 37-37
    2. David L. Olson, Dursun Delen
      Pages 39-52
    3. David L. Olson, Dursun Delen
      Pages 53-68
    4. David L. Olson, Dursun Delen
      Pages 69-86
    5. David L. Olson, Dursun Delen
      Pages 87-109
    6. David L. Olson, Dursun Delen
      Pages 111-123
    7. David L. Olson, Dursun Delen
      Pages 125-135
    8. David L. Olson, Dursun Delen
      Pages 137-147
  4. Applications

    1. Front Matter
      Pages 149-149
    2. David L. Olson, Dursun Delen
      Pages 151-167
  5. Back Matter
    Pages 169-180

About this book

Introduction

This book covers the fundamental concepts of data mining, to demonstrate the potential of gathering large sets of data, and analyzing these data sets to gain useful business understanding. The book is organized in three parts. Part I introduces concepts. Part II describes and demonstrates basic data mining algorithms. It also contains chapters on a number of different techniques often used in data mining. Part III focusses on business applications of data mining. Methods are presented with simple examples, applications are reviewed, and relativ advantages are evaluated.

Keywords

Data Mining Data Mining Applications Data Mining Process Rough Sets Service-oriented Computing Support Vector Machine Support Vector Machines knowledge discovery modeling sets

Authors and affiliations

  • David L. Olson
    • 1
  • Dursun Delen
    • 2
  1. 1.Department of Management ScienceUniversity of NebraskaLincolnUSA
  2. 2.Department of ManagementScience and Information SystemsTulsaUSA

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-540-76917-0
  • Copyright Information Springer-Verlag Berlin Heidelberg 2008
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Business and Economics
  • Print ISBN 978-3-540-76916-3
  • Online ISBN 978-3-540-76917-0
  • Buy this book on publisher's site