A Study of Diversity in Multipopulation Genetic
Programming
M. Tomassini, L. Vanneschi, F. Fernandez, and G. Galeano. Evolution Artificielle, 6th International Conference, volume 2936 of Lecture Notes in Computer Science, page 243--255. Marseilles, France, Springer, (27-30 October 2003)Revised Selected Papers.
DOI: doi:10.1007/b96080
Abstract
using multiple communicating populations instead of a
single panmictic one may help in maintaining diversity
during GP runs. After defining suitable genotypic and
phenotypic diversity measures, we apply them to three
standard test problems. The experimental results
indicate that using multiple populations helps in
maintaining phenotypic diversity. We hypothesise that
this could be one of the reasons for the better
performance observed for distributed GP with respect to
panmictic GP. Finally, we trace a sort of history of
the optimum individual for a set of distributed GP
runs, trying to understand the dynamics that help in
maintaining diversity in distributed GP.
%0 Conference Paper
%1 tomassini:2003:EA
%A Tomassini, Marco
%A Vanneschi, Leonardo
%A Fernandez, Francisco
%A Galeano, German
%B Evolution Artificielle, 6th International Conference
%C Marseilles, France
%D 2003
%E Liardet, Pierre
%E Collet, Pierre
%E Fonlupt, Cyril
%E Lutton, Evelyne
%E Schoenauer, Marc
%I Springer
%K Artificial Evolution algorithms, genetic programming,
%P 243--255
%R doi:10.1007/b96080
%T A Study of Diversity in Multipopulation Genetic
Programming
%U http://springerlink.metapress.com/openurl.asp?genre=article&issn=0302-9743&volume=2936&spage=243
%V 2936
%X using multiple communicating populations instead of a
single panmictic one may help in maintaining diversity
during GP runs. After defining suitable genotypic and
phenotypic diversity measures, we apply them to three
standard test problems. The experimental results
indicate that using multiple populations helps in
maintaining phenotypic diversity. We hypothesise that
this could be one of the reasons for the better
performance observed for distributed GP with respect to
panmictic GP. Finally, we trace a sort of history of
the optimum individual for a set of distributed GP
runs, trying to understand the dynamics that help in
maintaining diversity in distributed GP.
%@ 3-540-21523-9
@inproceedings{tomassini:2003:EA,
abstract = {using multiple communicating populations instead of a
single panmictic one may help in maintaining diversity
during GP runs. After defining suitable genotypic and
phenotypic diversity measures, we apply them to three
standard test problems. The experimental results
indicate that using multiple populations helps in
maintaining phenotypic diversity. We hypothesise that
this could be one of the reasons for the better
performance observed for distributed GP with respect to
panmictic GP. Finally, we trace a sort of history of
the optimum individual for a set of distributed GP
runs, trying to understand the dynamics that help in
maintaining diversity in distributed GP.},
added-at = {2008-06-19T17:46:40.000+0200},
address = {Marseilles, France},
author = {Tomassini, Marco and Vanneschi, Leonardo and Fernandez, Francisco and Galeano, German},
bibsource = {DBLP, http://dblp.uni-trier.de},
biburl = {https://www.bibsonomy.org/bibtex/2340b0ac35946664e5c7e800268e68257/brazovayeye},
booktitle = {Evolution Artificielle, 6th International Conference},
doi = {doi:10.1007/b96080},
editor = {Liardet, Pierre and Collet, Pierre and Fonlupt, Cyril and Lutton, Evelyne and Schoenauer, Marc},
interhash = {86442c216a367d126a6ef1b85d2fdde0},
intrahash = {340b0ac35946664e5c7e800268e68257},
isbn = {3-540-21523-9},
keywords = {Artificial Evolution algorithms, genetic programming,},
month = {27-30 October},
note = {Revised Selected Papers},
notes = {EA'03},
pages = {243--255},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
size = {13 pages},
timestamp = {2008-06-19T17:53:11.000+0200},
title = {A Study of Diversity in Multipopulation Genetic
Programming},
url = {http://springerlink.metapress.com/openurl.asp?genre=article&issn=0302-9743&volume=2936&spage=243},
volume = 2936,
year = 2003
}