A genetic algorithm with a multi-layered genotype-phenotype mapping
dc.contributor.author | Hill, Seamus | |
dc.contributor.author | O'Riordan, Colm | |
dc.date.accessioned | 2018-12-10T09:56:39Z | |
dc.date.available | 2018-12-10T09:56:39Z | |
dc.date.issued | 2010-08-24 | |
dc.identifier.citation | Hill, Seamus , & O'Riordan, Colm (2010). genetic algorithm with a multi-layered genotype-phenotype mapping. Paper presented at the International Conference on Evolutionary Computation (ICEC 2010), Valencia, Spain, 24-26 October, In Proceedings of the International Conference on Evolutionary Computation - Volume 1: ICEC, (IJCCI 2010), pages 369-372. DOI: 10.5220/0003086203690372 | en_IE |
dc.identifier.isbn | 978-989-8425-31-7 | |
dc.identifier.uri | http://hdl.handle.net/10379/14682 | |
dc.description.abstract | In this paper we investigate the introduction of a multiple-layer genotype-phenotype mapping to a Genetic Algorithm (GA) which attempts to mimic more closely, the effects of nature. The motivation for introducing multiple-layers into the genotype-phenotype mapping is to create a many-to-one genotype-phenotype mapping. The paper compares a traditional GA with a GA containing a multi-layered genotype-phenotype mapping using a number of well understood problems in an attempt to illustrate the potential benefits of including the multilayered mapping. Initial findings suggest that the multi-layered mapping between the genotype-phenotype used in conjunction with a binary representation outperforms existing traditional GA approaches on well known problems, while still allowing the use well understood genetic operators. | en_IE |
dc.format | application/pdf | en_IE |
dc.language.iso | en | en_IE |
dc.publisher | SciTePress Digital Library | en_IE |
dc.relation.ispartof | International Conference on Evolutionary Computation (ICEC 2010) | en |
dc.rights | Attribution-NonCommercial-NoDerivs 3.0 Ireland | |
dc.rights.uri | https://creativecommons.org/licenses/by-nc-nd/3.0/ie/ | |
dc.subject | Genetic algorithms | en_IE |
dc.subject | Genotype | en_IE |
dc.subject | Phenotype | en_IE |
dc.subject | Deception | en_IE |
dc.title | A genetic algorithm with a multi-layered genotype-phenotype mapping | en_IE |
dc.type | Conference Paper | en_IE |
dc.date.updated | 2018-12-05T16:34:11Z | |
dc.identifier.doi | 10.5220/0003086203690372 | |
dc.local.publishedsource | https://dx.doi.org/10.5220/0003086203690372 | en_IE |
dc.description.peer-reviewed | peer-reviewed | |
dc.internal.rssid | 1912313 | |
dc.local.contact | Séamus Hill, Information Technology. 5232 Email: seamus.hill@nuigalway.ie | |
dc.local.copyrightchecked | Yes | |
dc.local.version | ACCEPTED | |
nui.item.downloads | 206 |