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Grouping Multidimensional Data

Recent Advances in Clustering

  • Jacob Kogan
  • Charles Nicholas
  • Marc Teboulle

Table of contents

  1. Front Matter
    Pages I-XII
  2. J.A. Aslam, E. Pelekhov, D. Rus
    Pages 1-23
  3. M. Teboulle, P. Berkhin, I. Dhillon, Y. Guan, J. Kogan
    Pages 127-160
  4. Z. Volkovich, J. Kogan, C. Nicholas
    Pages 161-185
  5. Back Matter
    Pages 239-268

About this book

Introduction

Clustering is one of the most fundamental and essential data analysis techniques. Clustering can be used as an independent data mining task to discern intrinsic characteristics of data, or as a preprocessing step with the clustering results then used for classification, correlation analysis, or anomaly detection.

Kogan and his co-editors have put together recent advances in clustering large and high-dimension data. Their volume addresses new topics and methods which are central to modern data analysis, with particular emphasis on linear algebra tools, opimization methods and statistical techniques. The contributions, written by leading researchers from both academia and industry, cover theoretical basics as well as application and evaluation of algorithms, and thus provide an excellent state-of-the-art overview.

The level of detail, the breadth of coverage, and the comprehensive bibliography make this book a perfect fit for researchers and graduate students in data mining and in many other important related application areas.

Keywords

Excel LA MATLAB algorithms classification clustering algorithm correlation data analysis data clustering data mining text clustering text mining

Editors and affiliations

  • Jacob Kogan
    • 1
    • 2
  • Charles Nicholas
    • 3
  • Marc Teboulle
    • 4
  1. 1.Department of Mathematics and StatisticsUniversity of Maryland Baltimore CountyBaltimoreUSA
  2. 2.Department of Computer Science and Electrical EngineeringUniversity of Maryland Baltimore CountyBaltimoreUSA
  3. 3.Department of Computer Science and Electrical EngineeringUniversity of Maryland Baltimore CountyBaltimoreUSA
  4. 4.School of Mathematical SciencesTel-Aviv UniversityTel-AvivIsrael

Bibliographic information

  • DOI https://doi.org/10.1007/3-540-28349-8
  • Copyright Information Springer-Verlag Berlin Heidelberg 2006
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-540-28348-5
  • Online ISBN 978-3-540-28349-2
  • Buy this book on publisher's site
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