DocumentCode :
356784
Title :
An investigation of redundant genotype-phenotype mappings and their role in evolutionary search
Author :
Shackleton, Mark ; Shipma, R. ; Ebner, Marc
Author_Institution :
BT Labs., UK
Volume :
1
fYear :
2000
fDate :
2000
Firstpage :
493
Abstract :
The neutral theory of evolution suggests that most mutations do not cause a phenotypic change. In this case the mapping from genotype to phenotype contains redundancy such that many mutations do not have an appreciable effect on the phenotype. This can result in neutral networks; sets of genotypes connected by single point mutations that map to the same phenotype. A population is able to drift along these networks, eventually encountering phenotypes of higher fitness, thus reducing the chance of becoming trapped in sub-optimal regions of genotype space. In this paper we explore the use and benefit of redundant mappings for evolutionary search. We investigate the properties of several genotype-phenotype mappings by performing random walks along the neutral networks in their genotype spaces. The properties are explored further by performing adaptive walks in which a concept of fitness is introduced. A mapping based on a random Boolean network was found to have particularly interesting properties in both cases
Keywords :
Boolean algebra; evolutionary computation; random processes; redundancy; search problems; adaptive walks; evolutionary search; fitness; mutations; neutral networks; neutral theory; population; random Boolean network; random walks; redundant genotype-phenotype mappings; Evolutionary computation; Genetic mutations; Network topology; RNA; Shape;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2000. Proceedings of the 2000 Congress on
Conference_Location :
La Jolla, CA
Print_ISBN :
0-7803-6375-2
Type :
conf
DOI :
10.1109/CEC.2000.870337
Filename :
870337
Link To Document :
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