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