A comprehensive survey on fitness landscape analysis

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148 Citations (Scopus)

Abstract

In the past, the notion of fitness landscapes has found widespread adoption. Many different methods have been developed that provide a general and abstract framework applicable to any optimization problem. We formally define fitness landscapes, provide an in-depth look at basic properties and give detailed explanations and examples of existing fitness landscape analysis techniques. Moreover, several common test problems or model fitness landscapes that are frequently used to benchmark algorithms or analysis methods are examined and explained and previous results are consolidated and summarized. Finally, we point out current limitations and open problems pertaining to the subject of fitness landscape analysis.

Original languageEnglish
Title of host publicationRecent Advances in Intelligent Engineering Systems
EditorsJanos Fodor, Ryszard Klempous, Carmen Paz Suarez Araujo
PublisherSpringer
Pages161-191
Number of pages31
ISBN (Print)9783642232282
DOIs
Publication statusPublished - 2012

Publication series

NameStudies in Computational Intelligence
Volume378
ISSN (Print)1860-949X

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