The Resource Multiobjective genetic algorithms for clustering : applications in data mining and bioinformatics, Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay, (electronic resource)

Multiobjective genetic algorithms for clustering : applications in data mining and bioinformatics, Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay, (electronic resource)

Label
Multiobjective genetic algorithms for clustering : applications in data mining and bioinformatics
Title
Multiobjective genetic algorithms for clustering
Title remainder
applications in data mining and bioinformatics
Statement of responsibility
Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay
Creator
Contributor
Provider
Subject
Language
eng
Summary
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
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Maulik, Ujjwal
Image bit depth
0
LC call number
QA402.5
LC item number
.M38 2011
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorDate
1968-
http://library.link/vocab/relatedWorkOrContributorName
  • SpringerLink
  • Bandyopadhyay, Sanghamitra
  • Mukhopadhyay, Anirban
http://library.link/vocab/subjectName
  • Genetic algorithms
  • Document clustering
  • Data mining
  • Bioinformatics
  • Computer Science
  • Artificial Intelligence (incl. Robotics)
  • Computational Biology/Bioinformatics
  • Data Mining and Knowledge Discovery
  • Computational Intelligence
  • Bioinformatics
  • Data mining
  • Document clustering
  • Genetic algorithms
  • Informatique
Label
Multiobjective genetic algorithms for clustering : applications in data mining and bioinformatics, Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Genetic Algorithms and Multiobjective Optimization -- Data Mining Fundamentals -- Computational Biology and Bioinformatics -- Multiobjective Genetic-Algorithm-Based Fuzzy Clustering -- Combining Pareto-Optimal Clusters Using Supervised Learning -- Two-Stage Fuzzy Clustering -- Clustering Categorical Data in a Multiobjective Framework -- Unsupervised Cancer Classification and Gene Marker Identification -- Multiobjective Biclustering in Microarray Gene Expression Data -- References -- Index
Dimensions
unknown
Extent
1 online resource (xvi, 281 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783642166150
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-642-16615-0
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-642-16614-3
System control number
  • (OCoLC)755068873
  • (OCoLC)ocn755068873
Label
Multiobjective genetic algorithms for clustering : applications in data mining and bioinformatics, Ujjwal Maulik, Sanghamitra Bandyopadhyay, Anirban Mukhopadhyay, (electronic resource)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Genetic Algorithms and Multiobjective Optimization -- Data Mining Fundamentals -- Computational Biology and Bioinformatics -- Multiobjective Genetic-Algorithm-Based Fuzzy Clustering -- Combining Pareto-Optimal Clusters Using Supervised Learning -- Two-Stage Fuzzy Clustering -- Clustering Categorical Data in a Multiobjective Framework -- Unsupervised Cancer Classification and Gene Marker Identification -- Multiobjective Biclustering in Microarray Gene Expression Data -- References -- Index
Dimensions
unknown
Extent
1 online resource (xvi, 281 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783642166150
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-642-16615-0
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-642-16614-3
System control number
  • (OCoLC)755068873
  • (OCoLC)ocn755068873

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