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Multiobjective Genetic Algorithms for Clustering

Applications in Data Mining and Bioinformatics

Authors: Maulik, Ujjwal, Bandyopadhyay, Sanghamitra, Mukhopadhyay, Anirban

  • Introduces relevant techniques including genetic algorithms, multiobjective optimization, soft computing and data mining
  • Demonstrates application of these techniques to real-world problems in computational biology, bioinformatics and geoscience
  • Includes theoretical and statistical notes, chapter summaries and guides to future research
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eBook $54.99
price for USA (gross)
  • ISBN 978-3-642-16615-0
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $69.95
price for USA
  • ISBN 978-3-642-16614-3
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $69.95
price for USA
  • ISBN 978-3-642-43963-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this Textbook

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.

Table of contents (10 chapters)

  • Introduction

    Maulik, Ujjwal (et al.)

    Pages 1-23

  • Genetic Algorithms and Multiobjective Optimization

    Maulik, Ujjwal (et al.)

    Pages 25-50

  • Data Mining Fundamentals

    Maulik, Ujjwal (et al.)

    Pages 51-70

  • Computational Biology and Bioinformatics

    Maulik, Ujjwal (et al.)

    Pages 71-88

  • Multiobjective Genetic Algorithm-Based Fuzzy Clustering

    Maulik, Ujjwal (et al.)

    Pages 89-121

Buy this book

eBook $54.99
price for USA (gross)
  • ISBN 978-3-642-16615-0
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $69.95
price for USA
  • ISBN 978-3-642-16614-3
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $69.95
price for USA
  • ISBN 978-3-642-43963-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Multiobjective Genetic Algorithms for Clustering
Book Subtitle
Applications in Data Mining and Bioinformatics
Authors
Copyright
2011
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-16615-0
DOI
10.1007/978-3-642-16615-0
Hardcover ISBN
978-3-642-16614-3
Softcover ISBN
978-3-642-43963-6
Edition Number
1
Number of Pages
XVI, 281
Topics