DocumentCode :
2692789
Title :
A rigorous view on neutrality
Author :
Doerr, Benjamin ; Gnewuch, Michael ; Hebbinghaus, Nils ; Neumann, Frank
Author_Institution :
Max-Planck-Inst. fur Inf., Saarbrucken
fYear :
2007
fDate :
25-28 Sept. 2007
Firstpage :
2591
Lastpage :
2597
Abstract :
Motivated by neutrality observed in natural evolution often redundant encodings are used in evolutionary algorithms. Many experimental studies have been carried out on this topic. In this paper we present a first rigorous runtime analysis on the effect of using neutrality. We consider a simple model where a layer of constant fitness is distributed in the search space and point out situations where the use of neutrality significantly influence the runtime of an evolutionary algorithm.
Keywords :
evolutionary computation; search problems; distributed constant fitness; evolutionary algorithm neutrality; rigorous runtime analysis; search space; Algorithm design and analysis; Boolean functions; Computer science; Encoding; Evolutionary computation; Polynomials; Runtime;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2007. CEC 2007. IEEE Congress on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-1339-3
Electronic_ISBN :
978-1-4244-1340-9
Type :
conf
DOI :
10.1109/CEC.2007.4424797
Filename :
4424797
Link To Document :
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