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Authors: Seamus Hill and Colm O'Riordan

Affiliation: National University of Ireland, Ireland

Keyword(s): Genetic algorithms, Genotype, Phenotype, Deception.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Evolutionary Computing ; Genetic Algorithms ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Soft Computing

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.

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Paper citation in several formats:
Hill, S. and O'Riordan, C. (2010). A GENETIC ALGORITHM WITH A MULTI-LAYERED GENOTYPE-PHENOTYPE MAPPING. In Proceedings of the International Conference on Evolutionary Computation (IJCCI 2010) - ICEC; ISBN 978-989-8425-31-7, SciTePress, pages 369-372. DOI: 10.5220/0003086203690372

@conference{icec10,
author={Seamus Hill. and Colm O'Riordan.},
title={A GENETIC ALGORITHM WITH A MULTI-LAYERED GENOTYPE-PHENOTYPE MAPPING},
booktitle={Proceedings of the International Conference on Evolutionary Computation (IJCCI 2010) - ICEC},
year={2010},
pages={369-372},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003086203690372},
isbn={978-989-8425-31-7},
}

TY - CONF

JO - Proceedings of the International Conference on Evolutionary Computation (IJCCI 2010) - ICEC
TI - A GENETIC ALGORITHM WITH A MULTI-LAYERED GENOTYPE-PHENOTYPE MAPPING
SN - 978-989-8425-31-7
AU - Hill, S.
AU - O'Riordan, C.
PY - 2010
SP - 369
EP - 372
DO - 10.5220/0003086203690372
PB - SciTePress

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