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dc.contributor.authorHill, Seamus
dc.contributor.authorO'Riordan, Colm
dc.date.accessioned2018-12-07T15:10:45Z
dc.date.available2018-12-07T15:10:45Z
dc.date.issued2013-06-20
dc.identifier.citationHill, Seamus, & O'Riordan, Colm. (2013). Analysing the impact of dimensionality on diversity in a multi-layered Genotype-Phenotype mapped genetic algorithm. Paper presented at the 2013 IEEE Congress on Evolutionary Computation, Cancun, Mexico, 20-23 June.en_IE
dc.identifier.urihttp://hdl.handle.net/10379/14679
dc.description.abstractThis paper examines the impact of changes in dimensionality on a multi-layered genotype-phenotype mapped GA.  To gain an understanding of the impact we carry out a series of experiments on a number of well understood problems and compare the performance of a simple GA (SGA) to that of a multi-layered GA (MGA) to demonstrate their ability to search landscapes with varying degrees of difficulty due to changes in the dimensionality of each function.  The paper also examines the impact of diversity maintenance in assisting the search and identifies the natural increase in diversity as the level of problem difficulty increases, as a result of the layered Genotype-Phenotype mapping.  Initial results indicate that it may be advantageous to include a multi-layered genotype-phenotype mapping under certain circumstances.     en_IE
dc.formatapplication/pdfen_IE
dc.language.isoenen_IE
dc.publisherIEEEen_IE
dc.relation.ispartof2013 IEEE Congress on Evolutionary Computationen
dc.subjectDimensionality changesen_IE
dc.subjectSimple GAen_IE
dc.subjectSGAen_IE
dc.subjectMultilayered GAen_IE
dc.subjectMGAen_IE
dc.titleAnalysing the impact of dimensionality on diversity in a multi-layered Genotype-Phenotype mapped genetic algorithmen_IE
dc.typeConference Paperen_IE
dc.date.updated2018-12-05T16:12:05Z
dc.identifier.doi10.1109/CEC.2013.6557589
dc.local.publishedsourcehttps://dx.doi.org/10.1109/CEC.2013.6557589en_IE
dc.description.peer-reviewedpeer-reviewed
dc.internal.rssid4370072
dc.local.contactSéamus Hill, Information Technology. 5232 Email: seamus.hill@nuigalway.ie
dc.local.copyrightcheckedYes
dc.local.versionACCEPTED
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