The Resource Bioinspired Computation in Combinatorial Optimization : Algorithms and Their Computational Complexity, by Frank Neumann, Carsten Witt, (electronic resource)

Bioinspired Computation in Combinatorial Optimization : Algorithms and Their Computational Complexity, by Frank Neumann, Carsten Witt, (electronic resource)

Label
Bioinspired Computation in Combinatorial Optimization : Algorithms and Their Computational Complexity
Title
Bioinspired Computation in Combinatorial Optimization
Title remainder
Algorithms and Their Computational Complexity
Statement of responsibility
by Frank Neumann, Carsten Witt
Creator
Contributor
Author
Author
Subject
Language
  • eng
  • eng
Summary
Bioinspired computation methods, such as evolutionary algorithms and ant colony optimization, are being applied successfully to complex engineering and combinatorial optimization problems, and it is very important that we understand the computational complexity of these search heuristics. This is the first book to explain the most important results achieved in this area. The authors show how runtime behavior can be analyzed in a rigorous way. in particular for combinatorial optimization. They present well-known problems such as minimum spanning trees, shortest paths, maximum matching, and covering and scheduling problems. Classical single-objective optimization is examined first. They then investigate the computational complexity of bioinspired computation applied to multiobjective variants of the considered combinatorial optimization problems, and in particular they show how multiobjective optimization can help to speed up bioinspired computation for single-objective optimization problems. This book will be valuable for graduate and advanced undergraduate courses on bioinspired computation, as it offers clear assessments of the benefits and drawbacks of various methods. It offers a self-contained presentation, theoretical foundations of the techniques, a unified framework for analysis, and explanations of common proof techniques, so it can also be used as a reference for researchers in the areas of natural computing, optimization and computational complexity.
Member of
Is Subseries of
http://library.link/vocab/creatorName
Neumann, Frank
Dewey number
519.6
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • nuOIY6WzJyI
  • cLsU3Xt7-7Q
Language note
English
LC call number
QA402.5-402.6
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
Witt, Carsten.
Series statement
Natural Computing Series,
http://library.link/vocab/subjectName
  • Mathematical optimization
  • Computer science
  • Artificial intelligence
  • Computer software
  • Information theory
  • Optimization
  • Programming Techniques
  • Artificial Intelligence
  • Algorithm Analysis and Problem Complexity
  • Theory of Computation
Label
Bioinspired Computation in Combinatorial Optimization : Algorithms and Their Computational Complexity, by Frank Neumann, Carsten Witt, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Basics -- Combinatorial Optimization and Computational Complexity -- Stochastic Search Algorithms -- Analyzing Stochastic Search Algorithms -- Single-objective Optimization -- Minimum Spanning Trees -- Maximum Matchings -- Makespan Scheduling -- Shortest Paths -- Eulerian Cycles -- Multi-objective Optimization -- Multi-objective Minimum Spanning Trees -- Minimum Spanning Trees Made Easier -- Covering Problems -- Cutting Problems
Dimensions
unknown
Edition
1st ed. 2010.
Extent
1 online resource (214 p.)
Form of item
online
Isbn
9786613567963
Media category
computer
Media type code
  • c
Other control number
10.1007/978-3-642-16544-3
Specific material designation
remote
System control number
  • (CKB)2670000000056644
  • (EBL)3066068
  • (SSID)ssj0000446329
  • (PQKBManifestationID)11281708
  • (PQKBTitleCode)TC0000446329
  • (PQKBWorkID)10492145
  • (PQKB)10154131
  • (DE-He213)978-3-642-16544-3
  • (MiAaPQ)EBC3066068
  • (EXLCZ)992670000000056644
Label
Bioinspired Computation in Combinatorial Optimization : Algorithms and Their Computational Complexity, by Frank Neumann, Carsten Witt, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Basics -- Combinatorial Optimization and Computational Complexity -- Stochastic Search Algorithms -- Analyzing Stochastic Search Algorithms -- Single-objective Optimization -- Minimum Spanning Trees -- Maximum Matchings -- Makespan Scheduling -- Shortest Paths -- Eulerian Cycles -- Multi-objective Optimization -- Multi-objective Minimum Spanning Trees -- Minimum Spanning Trees Made Easier -- Covering Problems -- Cutting Problems
Dimensions
unknown
Edition
1st ed. 2010.
Extent
1 online resource (214 p.)
Form of item
online
Isbn
9786613567963
Media category
computer
Media type code
  • c
Other control number
10.1007/978-3-642-16544-3
Specific material designation
remote
System control number
  • (CKB)2670000000056644
  • (EBL)3066068
  • (SSID)ssj0000446329
  • (PQKBManifestationID)11281708
  • (PQKBTitleCode)TC0000446329
  • (PQKBWorkID)10492145
  • (PQKB)10154131
  • (DE-He213)978-3-642-16544-3
  • (MiAaPQ)EBC3066068
  • (EXLCZ)992670000000056644

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