Multiobjective Genetic Algorithms for Clustering

Applications in Data Mining and Bioinformatics

  • Ujjwal Maulik
  • Sanghamitra Bandyopadhyay
  • Anirban Mukhopadhyay

Table of contents

  1. Front Matter
    Pages i-xvi
  2. Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 1-23
  3. Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 25-50
  4. Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 51-70
  5. Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 71-88
  6. Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 89-121
  7. Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 123-145
  8. Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 147-171
  9. Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 173-194
  10. Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 195-212
  11. Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 213-253
  12. Back Matter
    Pages 255-281

About this book

Introduction

This is the first book primarily dedicated to clustering using multiobjective genetic algorithms with extensive real-life applications in data mining and bioinformatics. The authors first offer detailed introductions to the relevant techniques – genetic algorithms, multiobjective optimization, soft computing, data mining and bioinformatics. They then demonstrate systematic applications of these techniques to real-world problems in the areas of data mining, bioinformatics and geoscience. The authors offer detailed theoretical and statistical notes, guides to future research, and chapter summaries.

The book can be used as a textbook and as a reference book by graduate students and academic and industrial researchers in the areas of soft computing, data mining, bioinformatics and geoscience.

Keywords

Bioinformatics Clustering Computational Biology Data Mining Genetic Algorithms Geoscience Multiobjective Optimization Pattern Recognition Remote Sensing Soft Computing Supervised Learning

Authors and affiliations

  • Ujjwal Maulik
    • 1
  • Sanghamitra Bandyopadhyay
    • 2
  • Anirban Mukhopadhyay
    • 3
  1. 1.Dept. Computer Science &, EngineeringJadavpur UniversityKolkataIndia
  2. 2.Indian Statistical InstituteMachine Intelligence UnitKolkataIndia
  3. 3., Dept. of Computer ScienceUniversity of KalyaniKalyaniIndia

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-16615-0
  • Copyright Information Springer-Verlag Berlin Heidelberg 2011
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-642-16614-3
  • Online ISBN 978-3-642-16615-0
  • About this book