Neutrality and the Evolvability of Boolean Function
Landscape
T. Yu, and J. Miller. Genetic Programming, Proceedings of EuroGP'2001, volume 2038 of LNCS, page 204--217. Lake Como, Italy, Springer-Verlag, (18-20 April 2001)
Abstract
This work is a study of neutrality in the context of
Evolutionary Computation systems. In particular, we
introduce the use of explicit neutrality with an
integer string coding scheme to allow neutrality to be
measured during evolution. We tested this method on a
Boolean benchmark problem. The experimental results
indicate that there is a positive relationship between
neutrality and evolvability: neutrality improves
evolvability. We also identify four characteristics of
adaptive/neutral mutations that are associated with
high evolvability. They may be the ingredients in
designing effective Evolutionary Computation systems
for the Boolean class problem.
%0 Conference Paper
%1 yu:2001:EuroGP_neutrality
%A Yu, Tina
%A Miller, Julian
%B Genetic Programming, Proceedings of EuroGP'2001
%C Lake Como, Italy
%D 2001
%E Miller, Julian F.
%E Tomassini, Marco
%E Lanzi, Pier Luca
%E Ryan, Conor
%E Tettamanzi, Andrea G. B.
%E Langdon, William B.
%I Springer-Verlag
%K Boolean Evolvability, Exploitation, Exploration Genetic Graph-based Neutral Neutrality, Programming algorithms, function genetic landscape, mutation, programming, vs.
%P 204--217
%T Neutrality and the Evolvability of Boolean Function
Landscape
%U http://www.springerlink.com/openurl.asp?genre=article&issn=0302-9743&volume=2038&spage=204
%V 2038
%X This work is a study of neutrality in the context of
Evolutionary Computation systems. In particular, we
introduce the use of explicit neutrality with an
integer string coding scheme to allow neutrality to be
measured during evolution. We tested this method on a
Boolean benchmark problem. The experimental results
indicate that there is a positive relationship between
neutrality and evolvability: neutrality improves
evolvability. We also identify four characteristics of
adaptive/neutral mutations that are associated with
high evolvability. They may be the ingredients in
designing effective Evolutionary Computation systems
for the Boolean class problem.
%@ 3-540-41899-7
@inproceedings{yu:2001:EuroGP_neutrality,
abstract = {This work is a study of neutrality in the context of
Evolutionary Computation systems. In particular, we
introduce the use of explicit neutrality with an
integer string coding scheme to allow neutrality to be
measured during evolution. We tested this method on a
Boolean benchmark problem. The experimental results
indicate that there is a positive relationship between
neutrality and evolvability: neutrality improves
evolvability. We also identify four characteristics of
adaptive/neutral mutations that are associated with
high evolvability. They may be the ingredients in
designing effective Evolutionary Computation systems
for the Boolean class problem.},
added-at = {2008-06-19T17:35:00.000+0200},
address = {Lake Como, Italy},
author = {Yu, Tina and Miller, Julian},
biburl = {https://www.bibsonomy.org/bibtex/25d311600e372ea6a0dd94272894d8df9/brazovayeye},
booktitle = {Genetic Programming, Proceedings of EuroGP'2001},
editor = {Miller, Julian F. and Tomassini, Marco and Lanzi, Pier Luca and Ryan, Conor and Tettamanzi, Andrea G. B. and Langdon, William B.},
interhash = {97f32eb44a32499906c58b4e71da169d},
intrahash = {5d311600e372ea6a0dd94272894d8df9},
isbn = {3-540-41899-7},
keywords = {Boolean Evolvability, Exploitation, Exploration Genetic Graph-based Neutral Neutrality, Programming algorithms, function genetic landscape, mutation, programming, vs.},
month = {18-20 April},
notes = {EuroGP'2001, part of \cite{miller:2001:gp}},
organisation = {EvoNET},
pages = {204--217},
publisher = {Springer-Verlag},
publisher_address = {Berlin},
series = {LNCS},
size = {14 pages},
timestamp = {2008-06-19T17:55:01.000+0200},
title = {Neutrality and the Evolvability of Boolean Function
Landscape},
url = {http://www.springerlink.com/openurl.asp?genre=article&issn=0302-9743&volume=2038&spage=204},
volume = 2038,
year = 2001
}