The Resource Design of Modern Heuristics : Principles and Application, by Franz Rothlauf, (electronic resource)

Design of Modern Heuristics : Principles and Application, by Franz Rothlauf, (electronic resource)

Label
Design of Modern Heuristics : Principles and Application
Title
Design of Modern Heuristics
Title remainder
Principles and Application
Statement of responsibility
by Franz Rothlauf
Creator
Author
Author
Subject
Language
  • eng
  • eng
Summary
Most textbooks on modern heuristics provide the reader with detailed descriptions of the functionality of single examples like genetic algorithms, genetic programming, tabu search, simulated annealing, and others, but fail to teach the underlying concepts behind these different approaches. The author takes a different approach in this textbook by focusing on the users' needs and answering three fundamental questions: First, he tells us which problems modern heuristics are expected to perform well on, and which should be left to traditional optimization methods. Second, he teaches us to systematically design the "right" modern heuristic for a particular problem by providing a coherent view on design elements and working principles. Third, he shows how we can make use of problem-specific knowledge for the design of efficient and effective modern heuristics that solve not only small toy problems but also perform well on large real-world problems. This book is written in an easy-to-read style and it is aimed at students and practitioners in computer science, operations research and information systems who want to understand modern heuristics and are interested in a guide to their systematic design and use
Member of
Is Subseries of
http://library.link/vocab/creatorName
Rothlauf, Franz
Dewey number
519.7
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
_7xDk_RbEAo
Language note
English
LC call number
Q334-342
Literary form
non fiction
Nature of contents
dictionaries
Series statement
Natural Computing Series,
http://library.link/vocab/subjectName
  • Artificial intelligence
  • Mathematical optimization
  • Engineering
  • Information technology
  • Artificial Intelligence
  • Optimization
  • Computational Intelligence
  • IT in Business
Label
Design of Modern Heuristics : Principles and Application, by Franz Rothlauf, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Chap. 1 -- Introduction -- Part I -- Fundamentals -- Chap. 2 -- Optimization Problems -- Chap. 3 -- Optimization Methods -- Part II -- Modern Heuristics -- Chap. 4 -- Design Elements -- Chap. 5 -- Search Strategies -- Chap. 6 -- Design Principles -- Part III Case Studies -- Chap. 7 -- High Locality Representations for Automated Programming -- Chap. 8.-Biased Modern Heuristics for the OCST Problem -- Chap. 9.-Summary -- References -- Nomenclature -- Glossary -- Index
Dimensions
unknown
Edition
1st ed. 2011.
Extent
1 online resource (267 p.)
Form of item
online
Isbn
9783540729624
Media category
computer
Media type code
  • c
Other control number
10.1007/978-3-540-72962-4
Specific material designation
remote
System control number
  • (CKB)2670000000099833
  • (EBL)3066998
  • (SSID)ssj0000530373
  • (PQKBManifestationID)11339050
  • (PQKBTitleCode)TC0000530373
  • (PQKBWorkID)10561402
  • (PQKB)11734330
  • (DE-He213)978-3-540-72962-4
  • (MiAaPQ)EBC3066998
  • (EXLCZ)992670000000099833
Label
Design of Modern Heuristics : Principles and Application, by Franz Rothlauf, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Chap. 1 -- Introduction -- Part I -- Fundamentals -- Chap. 2 -- Optimization Problems -- Chap. 3 -- Optimization Methods -- Part II -- Modern Heuristics -- Chap. 4 -- Design Elements -- Chap. 5 -- Search Strategies -- Chap. 6 -- Design Principles -- Part III Case Studies -- Chap. 7 -- High Locality Representations for Automated Programming -- Chap. 8.-Biased Modern Heuristics for the OCST Problem -- Chap. 9.-Summary -- References -- Nomenclature -- Glossary -- Index
Dimensions
unknown
Edition
1st ed. 2011.
Extent
1 online resource (267 p.)
Form of item
online
Isbn
9783540729624
Media category
computer
Media type code
  • c
Other control number
10.1007/978-3-540-72962-4
Specific material designation
remote
System control number
  • (CKB)2670000000099833
  • (EBL)3066998
  • (SSID)ssj0000530373
  • (PQKBManifestationID)11339050
  • (PQKBTitleCode)TC0000530373
  • (PQKBWorkID)10561402
  • (PQKB)11734330
  • (DE-He213)978-3-540-72962-4
  • (MiAaPQ)EBC3066998
  • (EXLCZ)992670000000099833

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