Coverart for item
The Resource Genetic algorithm essentials, Oliver Kramer

Genetic algorithm essentials, Oliver Kramer

Label
Genetic algorithm essentials
Title
Genetic algorithm essentials
Statement of responsibility
Oliver Kramer
Creator
Author
Subject
Language
eng
Summary
This book introduces readers to genetic algorithms (GAs) with an emphasis on making the concepts, algorithms, and applications discussed as easy to understand as possible. Further, it avoids a great deal of formalisms and thus opens the subject to a broader audience in comparison to manuscripts overloaded by notations and equations. The book is divided into three parts, the first of which provides an introduction to GAs, starting with basic concepts like evolutionary operators and continuing with an overview of strategies for tuning and controlling parameters. In turn, the second part focuses on solution space variants like multimodal, constrained, and multi-objective solution spaces. Lastly, the third part briefly introduces theoretical tools for GAs, the intersections and hybridizations with machine learning, and highlights selected promising applications
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Kramer, Oliver
Dewey number
519.6/25
Illustrations
illustrations
Index
index present
LC call number
QA402.5
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
Studies in computational intelligence,
Series volume
volume 679
http://library.link/vocab/subjectName
  • Genetic algorithms
  • Engineering
  • Computational Intelligence
  • Artificial Intelligence (incl. Robotics)
Label
Genetic algorithm essentials, Oliver Kramer
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Part I: Foundations -- Introduction -- Genetic Algorithms -- Parameters -- Part II: Solution Spaces -- Multimodality -- Constraints -- Multiple Objectives -- Part III: Advanced Concepts -- Theory -- Machine Learning -- Applications -- Part IV: Ending -- Summary and Outlook -- Index -- References
Dimensions
unknown
Extent
1 online resource (ix, 92 pages)
File format
unknown
Form of item
online
Isbn
9783319521565
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-52156-5
Other physical details
color illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
ocn969344131
Label
Genetic algorithm essentials, Oliver Kramer
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Part I: Foundations -- Introduction -- Genetic Algorithms -- Parameters -- Part II: Solution Spaces -- Multimodality -- Constraints -- Multiple Objectives -- Part III: Advanced Concepts -- Theory -- Machine Learning -- Applications -- Part IV: Ending -- Summary and Outlook -- Index -- References
Dimensions
unknown
Extent
1 online resource (ix, 92 pages)
File format
unknown
Form of item
online
Isbn
9783319521565
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-52156-5
Other physical details
color illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
ocn969344131

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