The Resource Classification and learning using genetic algorithms : applications in bioinformatics and web intelligence, Sanghamitra Bandyopadhyay, Sankar K. Pal, (electronic resource)

Classification and learning using genetic algorithms : applications in bioinformatics and web intelligence, Sanghamitra Bandyopadhyay, Sankar K. Pal, (electronic resource)

Label
Classification and learning using genetic algorithms : applications in bioinformatics and web intelligence
Title
Classification and learning using genetic algorithms
Title remainder
applications in bioinformatics and web intelligence
Statement of responsibility
Sanghamitra Bandyopadhyay, Sankar K. Pal
Creator
Contributor
Provider
Subject
Genre
Language
eng
Summary
This book provides a unified framework that describes how genetic learning can be used to design pattern recognition and learning systems. The book is unique in the sense of describing how a search technique, the genetic algorithm, can be used for pattern classification mainly through approximating decision boundaries, and it demonstrates the effectiveness of the genetic classifiers vis-à-vis several widely used classifiers, including neural networks. It provides a balanced mixture of theories, algorithms and applications, and in particular results from the bioinformatics and Web intelligence domains. This book will be useful to graduate students and researchers in computer science, electrical engineering, systems science, and information technology, both as a text and reference book. Researchers and practitioners in industry working in system design, control, pattern recognition, data mining, soft computing, bioinformatics and Web intelligence will also benefit
Member of
Is part of
Cataloging source
GW5XE
http://library.link/vocab/creatorDate
1968-
http://library.link/vocab/creatorName
Bandyopadhyay, Sanghamitra
Image bit depth
0
LC call number
Q327
LC item number
.B36 2007eb
Literary form
non fiction
NAL call number
Q327
NAL item number
.B36 2007
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • SpringerLink
  • Pal, Sankar K
Series statement
Natural Computing Series,
http://library.link/vocab/subjectName
  • Pattern perception
  • Machine learning
  • Genetic algorithms
  • Automatic classification
  • Perception des structures
  • Apprentissage automatique
  • Algorithmes génétiques
  • Classification automatique
  • COMPUTERS
  • COMPUTERS
  • Informatique
  • Automatic classification
  • Genetic algorithms
  • Machine learning
  • Pattern perception
  • Computer Science
  • Artificial Intelligence (incl. Robotics)
  • Computational Biology/Bioinformatics
  • Data Mining and Knowledge Discovery
  • Pattern Recognition
  • Theory of Computation
  • Machine learning
  • Genetic algorithms
  • Automatic classification
  • Electronic books
  • Pattern perception
Label
Classification and learning using genetic algorithms : applications in bioinformatics and web intelligence, Sanghamitra Bandyopadhyay, Sankar K. Pal, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references (pages 277-307) 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
Genetic Algorithms -- Supervised Classification Using Genetic Algorithms -- Theoretical Analysis of the GA-classifier -- Variable String Lengths in GA-classifier -- Chromosome Differentiation in VGA-classifier -- Multiobjective VGA-classifier and Quantitative Indices -- Genetic Algorithms in Clustering -- Genetic Learning in Bioinformatics -- Genetic Algorithms and Web Intelligence
Dimensions
unknown
Extent
1 online resource (xv, 311 pages)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783540496076
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-540-49606-9
System control number
  • (OCoLC)184984792
  • (OCoLC)ocn184984792
Label
Classification and learning using genetic algorithms : applications in bioinformatics and web intelligence, Sanghamitra Bandyopadhyay, Sankar K. Pal, (electronic resource)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references (pages 277-307) 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
Genetic Algorithms -- Supervised Classification Using Genetic Algorithms -- Theoretical Analysis of the GA-classifier -- Variable String Lengths in GA-classifier -- Chromosome Differentiation in VGA-classifier -- Multiobjective VGA-classifier and Quantitative Indices -- Genetic Algorithms in Clustering -- Genetic Learning in Bioinformatics -- Genetic Algorithms and Web Intelligence
Dimensions
unknown
Extent
1 online resource (xv, 311 pages)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783540496076
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-540-49606-9
System control number
  • (OCoLC)184984792
  • (OCoLC)ocn184984792

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