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  • Textbook
  • © 2011

Multiobjective Genetic Algorithms for Clustering

Applications in Data Mining and Bioinformatics

  • Book introduces many original ideas
  • Significant contribution to the field
  • Authors detail collaborations in biological and data mining applications

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Softcover Book USD 54.99
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  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
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Hardcover Book USD 54.99
Price excludes VAT (USA)
  • Durable hardcover edition
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Table of contents (10 chapters)

  1. Front Matter

    Pages i-xvi
  2. Introduction

    • Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 1-23
  3. Genetic Algorithms and Multiobjective Optimization

    • Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 25-50
  4. Data Mining Fundamentals

    • Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 51-70
  5. Computational Biology and Bioinformatics

    • Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 71-88
  6. Multiobjective Genetic Algorithm-Based Fuzzy Clustering

    • Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 89-121
  7. Combining Pareto-Optimal Clusters Using Supervised Learning

    • Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 123-145
  8. Two-Stage Fuzzy Clustering

    • Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 147-171
  9. Clustering Categorical Data in a Multiobjective Framework

    • Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 173-194
  10. Unsupervised Cancer Classification and Gene Marker Identification

    • Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 195-212
  11. Multiobjective Biclustering in Microarray Gene Expression Data

    • Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
    Pages 213-253
  12. Back Matter

    Pages 255-281

About this book

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.

Authors and Affiliations

  • Dept. Computer Science &, Engineering, Jadavpur University, Kolkata, India

    Ujjwal Maulik

  • Indian Statistical Institute, Machine Intelligence Unit, Kolkata, India

    Sanghamitra Bandyopadhyay

  • , Dept. of Computer Science, University of Kalyani, Kalyani, India

    Anirban Mukhopadhyay

Bibliographic Information

Buy it now

Buying options

Softcover Book USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 54.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access