Result Details

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

HYRŠ, M.; SCHWARZ, J. 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. p. 259-260. ISBN: 978-1-4503-6748-6.
Type
conference paper
Language
English
Authors
Hyrš Martin, Ing., Ph.D., DCSY (FIT)
Schwarz Josef, doc. Ing., CSc., DCSY (FIT)
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.

Keywords

EDA; copulas; parallelization; model migration; optimization

URL
Published
2019
Pages
259–260
Proceedings
GECCO '19 Proceedings of the Genetic and Evolutionary Computation Conference Companion
Conference
The Genetic and Evolutionary Computation Conference GECCO 2019
ISBN
978-1-4503-6748-6
Publisher
Association for Computing Machinery
Place
Praha
DOI
10.1145/3319619.3321910
UT WoS
000538328100130
EID Scopus
2-s2.0-85070655010
BibTeX 
@inproceedings{BUT159981,
  author="Martin {Hyrš} and Josef {Schwarz}",
  title="An Analysis of Control Parameters of Copula-based EDA Algorithm with Model Migration",
  booktitle="GECCO '19 Proceedings of the Genetic and Evolutionary Computation Conference Companion",
  year="2019",
  pages="259--260",
  publisher="Association for Computing Machinery",
  address="Praha",
  doi="10.1145/3319619.3321910",
  isbn="978-1-4503-6748-6",
  url="https://dl.acm.org/citation.cfm?doid=3319619.3321910"
}
Files
Projects
Pokročilé paralelní a vestavěné počítačové systémy, BUT, Vnitřní projekty VUT, FIT-S-17-3994, start: 2017-03-01, end: 2020-02-29, completed
Departments
Department of Computer Systems (DCSY)
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