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dc.title | Steady success clusters in Differential Evolution | en |
dc.contributor.author | Viktorin, Adam | |
dc.contributor.author | Šenkeřík, Roman | |
dc.contributor.author | Pluháček, Michal | |
dc.contributor.author | Zamuda, Aleš | |
dc.relation.ispartof | 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016 | |
dc.identifier.isbn | 978-1-5090-4240-1 | |
dc.date.issued | 2016 | |
dc.event.title | 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016 | |
dc.event.location | Athens | |
utb.event.state-en | Greece | |
utb.event.state-cs | Řecko | |
dc.event.sdate | 2016-12-06 | |
dc.event.edate | 2016-12-09 | |
dc.type | article | |
dc.language.iso | en | |
dc.publisher | Institute of Electrical and Electronics Engineers (IEEE) | |
dc.identifier.doi | 10.1109/SSCI.2016.7850252 | |
dc.relation.uri | http://ieeexplore.ieee.org/document/7850252/ | |
dc.subject | Differential Evolution | en |
dc.subject | Clustering | en |
dc.subject | Complex Network | en |
dc.subject | Success History | en |
dc.subject | k-means | en |
dc.description.abstract | This paper presents insights into the proportions between the k-means clusters of successful Differential Evolution (DE), donor generating vectors. This is demonstrated by the high certainty that these proportions are similar - and thereby, that these cluster size proportions regularly appear. A characteristic of these proportions is that they are observed at the same specific values in different test functions. It is also shown that, when varying the number of dimensions for a fitness function, the proportions are constant. However, some of the possible dynamics of these proportions are reported later on, in the situation where the optimization algorithm is changed - for instance, control parameters like the population size parameter. This parameter significantly changes, the proportions of the most frequently successful and most unsuccessful vectors. Insights like this are useful for an understanding of the inter-generational complexity that appears within evolutionary algorithms and would thus benefit future algorithm design; for example, plausible metrics for on-line control. © 2016 IEEE. | en |
utb.faculty | Faculty of Applied Informatics | |
dc.identifier.uri | http://hdl.handle.net/10563/1007113 | |
utb.identifier.rivid | RIV/70883521:28140/16:43875356!RIV17-GA0-28140___ | |
utb.identifier.obdid | 43876097 | |
utb.identifier.scopus | 2-s2.0-85016039727 | |
utb.identifier.wok | 000400488303024 | |
utb.source | j-wok | |
dc.date.accessioned | 2017-08-01T08:27:12Z | |
dc.date.available | 2017-08-01T08:27:12Z | |
dc.description.sponsorship | GACR Grant Agency of the Czech Republic [P103/15/06700S]; Ministry of Education, Youth and Sports of the Czech Republic within the National Sustainability Programme [LO1303 (MSMT-7778/2014)]; RDF - CEBIA-Tech Project [CZ.1.05/2.1.00/03.0089]; teh Tomas Bata University Internal Grant Agency Project [IGA/CebiaTech/2016/007]; Slovenian Research Agency [P2-0041]; COST Action [15140] | |
utb.contributor.internalauthor | Viktorin, Adam | |
utb.contributor.internalauthor | Šenkeřík, Roman | |
utb.contributor.internalauthor | Pluháček, Michal | |
utb.fulltext.affiliation | Adam Viktorin, Roman Senkerik, Michal Pluhacek Faculty of Applied Informatics Tomas Bata University in Zlin T. G. Masaryka 5555, 760 01 Zlin, Czech Republic Email: {aviktorin, senkerik, pluhacek}@fai.utb.cz Aleš Zamuda Faculty of Electrical Engineering and Computer Science University of Maribor Smetanova 17, 2000 Maribor, Slovenia Email: ales.zamuda@um.si | |
utb.fulltext.dates | - | |
utb.fulltext.sponsorship | This work was supported by the GACR Grant Agency of the Czech Republic Project No.: P103/15/06700S; fur- ther, by the Ministry of Education, Youth and Sports of the Czech Republic within the National Sustainability Programme, Project No.: LO1303 (MSMT-7778/2014) and the RDF – CEBIA-Tech Project No.: CZ.1.05/2.1.00/03.0089; and by teh Tomas Bata University Internal Grant Agency Project No.: IGA/CebiaTech/2016/007. This work was also funded in part by the Slovenian Research Agency, Project No.: P2-0041; and supported by COST Action 15140. | |
utb.scopus.affiliation | [Viktorin, Adam; Senkerik, Roman; Pluhacek, Michal] Tomas Bata Univ Zlin, Fac Appl Informat, TG Masaryka 5555, Zlin 76001, Czech Republic; [Zamuda, Ales] Univ Maribor, Fac Elect Engn & Comp Sci, Smetanova 17, SLO-2000 Maribor, Slovenia |