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On Meme Self-Adaptation in Spatially-Structured Multimemetic Algorithms
dc.contributor.author | Nogueras, Rafael | |
dc.contributor.author | Cotta-Porras, Carlos | |
dc.date.accessioned | 2014-09-23T07:12:22Z | |
dc.date.available | 2014-09-23T07:12:22Z | |
dc.date.created | 2014 | |
dc.date.issued | 2014-09-23 | |
dc.identifier.uri | http://hdl.handle.net/10630/8069 | |
dc.description | NMA 2014 | es_ES |
dc.description.abstract | Multimemetic algorithms (MMAs) are memetic algorithms that explicitly exploit the evolution of memes, i.e., non-genetic expressions of problem-solving strategies. We consider a class of MMAs in which these memes are rewriting rules whose length can be fixed during the run of the algorithm or self-adapt during the search process. We analyze this self-adaptation in the context of spatially-structured MMAs, namely MMAs in which the population is endowed with a certain topology to which interactions (from the point of view of selection and variation operators) are constrained. For the problems considered, it is shown that panmictic (i.e., non-structured) MMAs are more sensitive to this self-adaptation, and that using variable-length memes seems to be a robust strategy throughout different population structures. | es_ES |
dc.description.sponsorship | This work is partially supported by MICINN project ANYSELF (TIN2011-28627-C04-01), by Junta de Andaluía project DNEMESIS (P10-TIC-6083) and by Universidad de Málaga, Campus de Excelencia Internacional Andalucía Tech. | es_ES |
dc.language.iso | eng | es_ES |
dc.rights | info:eu-repo/semantics/openAccess | es_ES |
dc.subject | Resolución de problemas | es_ES |
dc.subject | Algoritmos | es_ES |
dc.subject.other | Memetic Algorithms | es_ES |
dc.subject.other | Multimemetic Algorithm | es_ES |
dc.title | On Meme Self-Adaptation in Spatially-Structured Multimemetic Algorithms | es_ES |
dc.type | info:eu-repo/semantics/article | es_ES |
dc.centro | E.T.S.I. Informática | es_ES |
dc.relation.eventtitle | NMA 2014 | es_ES |
dc.relation.eventplace | Borovets, Bulgaria | es_ES |
dc.relation.eventdate | 20/08/2014 | es_ES |
dc.type.hasVersion | info:eu-repo/semantics/submittedVersion | es_ES |