Publication Details

An Analysis of Control Parameters of Copula-based EDA Algorithm with Model Migration

HYRŠ Martin and SCHWARZ Josef. An Analysis of Control Parameters of Copula-based EDA Algorithm with Model Migration. In: GECCO '19 Proceedings of the Genetic and Evolutionary Computation Conference Companion. Praha: Association for Computing Machinery, 2019, pp. 259-260. ISBN 978-1-4503-6748-6. Available from: https://dl.acm.org/citation.cfm?doid=3319619.3321910
Czech title
Analýza kontrolních parametrů kopulového algoritmu EDA s migrací modelů
Type
conference paper
Language
english
Authors
Hyrš Martin, Ing., Ph.D. (DCSY FIT BUT)
Schwarz Josef, doc. Ing., CSc. (DCSY FIT BUT)
URL
Keywords

EDA; copulas; parallelization; model migration; optimization

Abstract

The copula-based EDA algorithms nowadays represent a promising technique for problem optimization in the continuous domain. This paper provides a detailed analysis on how six key parameters of the parallel copula-based EDA with model migration (mCEDA) influence the quality of optimization. In order to improve the performance of that kind of algorithm the most suitable setting of these control parameters is evaluated on the well known CEC 2013 benchmark using inferential statistics.

Published
2019
Pages
259-260
Proceedings
GECCO '19 Proceedings of the Genetic and Evolutionary Computation Conference Companion
Conference
Genetic and Evolutionary Computations Conference 2019, Praha, CZ
ISBN
978-1-4503-6748-6
Publisher
Association for Computing Machinery
Place
Praha, CZ
DOI
10.1145/3319619.3321910
UT WoS
000538328100130
EID Scopus
2-s2.0-85070655010
BibTeX 
@INPROCEEDINGS{FITPUB12052,
   author = "Martin Hyr\v{s} and Josef Schwarz",
   title = "An Analysis of Control Parameters of Copula-based EDA Algorithm with Model Migration",
   pages = "259--260",
   booktitle = "GECCO '19 Proceedings of the Genetic and Evolutionary Computation Conference Companion",
   year = 2019,
   location = "Praha, CZ",
   publisher = "Association for Computing Machinery",
   ISBN = "978-1-4503-6748-6",
   doi = "10.1145/3319619.3321910",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/12052"
}
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