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Self-organizing migrating algorithm with clustering-aided migration

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dc.title Self-organizing migrating algorithm with clustering-aided migration en
dc.contributor.author Kadavý, Tomáš
dc.contributor.author Pluháček, Michal
dc.contributor.author Viktorin, Adam
dc.contributor.author Šenkeřík, Roman
dc.relation.ispartof GECCO 2020 Companion - Proceedings of the 2020 Genetic and Evolutionary Computation Conference Companion
dc.identifier.isbn 9781450371278
dc.date.issued 2020
dc.citation.spage 1441
dc.citation.epage 1447
dc.event.title 2020 Genetic and Evolutionary Computation Conference, GECCO 2020
dc.event.location Cancún
utb.event.state-en Mexico
utb.event.state-cs Mexiko
dc.event.sdate 2020-07-08
dc.event.edate 2020-07-12
dc.type conferenceObject
dc.language.iso en
dc.publisher Association for Computing Machinery, Inc
dc.identifier.doi 10.1145/3377929.3398129
dc.relation.uri https://dl.acm.org/doi/10.1145/3377929.3398129
dc.subject CEC 2020 en
dc.subject clustering en
dc.subject K-means en
dc.subject SOMA en
dc.subject SOMA-CL en
dc.description.abstract This paper proposes a novel migration strategy for Self-organizing Migrating Algorithm (SOMA), which combines advantages of the explorative All-To-Random migration with new exploitation focused All-To-Cluster-Leaders strategy. The main goal of this novel innovation to SOMA is to deliver competitive results, not only on the latest CEC 2020 benchmark set on a single objective bound-constrained numerical optimization. The proposed algorithm variant was titled SOMA-CL, and it has manifested notable potential in such demanding challenges. The results of the proposed algorithm were compared and tested for statistical significance against two other SOMA variants. © 2020 ACM. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1009858
utb.identifier.scopus 2-s2.0-85089732155
utb.source d-scopus
dc.date.accessioned 2020-09-01T10:09:20Z
dc.date.available 2020-09-01T10:09:20Z
utb.contributor.internalauthor Kadavý, Tomáš
utb.contributor.internalauthor Pluháček, Michal
utb.contributor.internalauthor Viktorin, Adam
utb.contributor.internalauthor Šenkeřík, Roman
utb.fulltext.affiliation Tomas Kadavy, Michal Pluháček, Adam Viktorin, Roman Šenkeřík Tomas Bata University in Zlin, Zlin, Czech Republic Tomas Bata University in Zlin, Zlin, Czech Republic Tomas Bata University in Zlin, Zlin, Czech Republic Tomas Bata University in Zlin, Zlin, Czech Republic
utb.fulltext.dates -
utb.scopus.affiliation Tomas Bata University in Zlin, Zlin, Czech Republic
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