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Analyzing evolutionary algorithms: the computer science perspective

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Bibliographische Detailangaben
Beteilige Person:	Jansen, Thomas (VerfasserIn)
Format:	Elektronisch E-Book
Sprache:	Englisch
Veröffentlicht:	Berlin Springer 2013
Schriftenreihe:	Natural computing series
Schlagwörter:	Heuristik Evolutionärer Algorithmus
Links:	https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 https://doi.org/10.1007/978-3-642-17339-4 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025884537&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025884537&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
Umfang:	1 Online-Ressource
ISBN:	9783642173387 9783642173394
DOI:	10.1007/978-3-642-17339-4

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Datensatz im Suchindex

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adam_text	ANALYZING EVOLUTIONARY ALGORITHMS / JANSEN, THOMAS : 2013 TABLE OF CONTENTS / INHALTSVERZEICHNIS INTRODUCTION EVOLUTIONARY ALGORITHMS AND OTHER RANDOMIZED SEARCH HEURISTICS THEORETICAL PERSPECTIVES ON EVOLUTIONAY ALGORITHMS GENERAL LIMITS IN BLACK-BOX OPTIMIZATION METHODS FOR THE ANALYSIS OF EVOLUTIONARY ALGORITHMS SELECTED TOPICS IN THE ANALYSIS OF EVOLUTIONARY ALGORITHMS APP. A, LANDAU NOTATION APP. B, TAIL ESTIMATIONS APP. C, MARTINGALES AND APPLICATIONS DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. ANALYZING EVOLUTIONARY ALGORITHMS / JANSEN, THOMAS : 2013 ABSTRACT / INHALTSTEXT EVOLUTIONARY ALGORITHMS IS A CLASS OF RANDOMIZED HEURISTICS INSPIRED BY NATURAL EVOLUTION. THEY ARE APPLIED IN MANY DIFFERENT CONTEXTS, IN PARTICULAR IN OPTIMIZATION, AND ANALYSIS OF SUCH ALGORITHMS HAS SEEN TREMENDOUS ADVANCES IN RECENT YEARS. IN THIS BOOK THE AUTHOR PROVIDES AN INTRODUCTION TO THE METHODS USED TO ANALYZE EVOLUTIONARY ALGORITHMS AND OTHER RANDOMIZED SEARCH HEURISTICS. HE STARTS WITH AN ALGORITHMIC AND MODULAR PERSPECTIVE AND GIVES GUIDELINES FOR THE DESIGN OF EVOLUTIONARY ALGORITHMS. HE THEN PLACES THE APPROACH IN THE BROADER RESEARCH CONTEXT WITH A CHAPTER ON THEORETICAL PERSPECTIVES. BY ADOPTING A COMPLEXITY-THEORETICAL PERSPECTIVE, HE DERIVES GENERAL LIMITATIONS FOR BLACK-BOX OPTIMIZATION, YIELDING LOWER BOUNDS ON THE PERFORMANCE OF EVOLUTIONARY ALGORITHMS, AND THEN DEVELOPS GENERAL METHODS FOR DERIVING UPPER AND LOWER BOUNDS STEP BY STEP. THIS MAIN PART IS FOLLOWED BY A CHAPTER COVERING PRACTICAL APPLICATIONS OF THESE METHODS. THE NOTATIONAL AND MATHEMATICAL BASICS ARE COVERED IN AN APPENDIX, THE RESULTS PRESENTED ARE DERIVED IN DETAIL, AND EACH CHAPTER ENDS WITH DETAILED COMMENTS AND POINTERS TO FURTHER READING. SO THE BOOK IS A USEFUL REFERENCE FOR BOTH GRADUATE STUDENTS AND RESEARCHERS ENGAGED WITH THE THEORETICAL ANALYSIS OF SUCH ALGORITHMS. DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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spellingShingle	Jansen, Thomas Analyzing evolutionary algorithms the computer science perspective Heuristik (DE-588)4024772-7 gnd Evolutionärer Algorithmus (DE-588)4366912-8 gnd
subject_GND	(DE-588)4024772-7 (DE-588)4366912-8
title	Analyzing evolutionary algorithms the computer science perspective
title_auth	Analyzing evolutionary algorithms the computer science perspective
title_exact_search	Analyzing evolutionary algorithms the computer science perspective
title_full	Analyzing evolutionary algorithms the computer science perspective Thomas Jansen
title_fullStr	Analyzing evolutionary algorithms the computer science perspective Thomas Jansen
title_full_unstemmed	Analyzing evolutionary algorithms the computer science perspective Thomas Jansen
title_short	Analyzing evolutionary algorithms
title_sort	analyzing evolutionary algorithms the computer science perspective
title_sub	the computer science perspective
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topic_facet	Heuristik Evolutionärer Algorithmus
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