On the Evolvability of A Hybrid Ant Colony-Cartesian Genetic Programming Methodology

Created by W.Langdon from gp-bibliography.bib Revision:1.8098

@InProceedings{luis:2013:EuroGP,

• author = "Sweeney Luis and Marcus Vinicius {dos Santos}",
• title = "On the Evolvability of A Hybrid Ant Colony-Cartesian Genetic Programming Methodology",
• booktitle = "Proceedings of the 16th European Conference on Genetic Programming, EuroGP 2013",
• year = "2013",
• month = "3-5 " # apr,
• editor = "Krzysztof Krawiec and Alberto Moraglio and Ting Hu and A. Sima Uyar and Bin Hu",
• series = "LNCS",
• volume = "7831",
• publisher = "Springer Verlag",
• address = "Vienna, Austria",
• pages = "109--120",
• organisation = "EvoStar",
• keywords = "genetic algorithms, genetic programming, Cartesian Genetic Programming, Ant Colonies, Rank-Based Ant System, Hybrid Architectures, Evolvability, Dynamic Environments",
• isbn13 = "978-3-642-37206-3",
• DOI = "doi:10.1007/978-3-642-37207-0_10",
• abstract = "A method that uses Ant Colonies as a Model-based Search to Cartesian Genetic Programming (CGP) to induce computer programs is presented. Candidate problem solutions are encoded using a CGP representation. Ants generate problem solutions guided by pheromone traces of entities and nodes of the CGP representation. The pheromone values are updated based on the paths followed by the best ants, as suggested in the Rank-Based Ant System (AS_rank). To assess the evolvability of the system we applied a modified version of the method introduced in \cite{Evolvability} to measure rate of evolution. Our results show that such method effectively reveals how evolution proceeds under different parameter settings. The proposed hybrid architecture shows high evolvability in a dynamic environment by maintaining a pheromone model that elicits high genotype diversity.",
• notes = "Part of \cite{Krawiec:2013:GP} EuroGP'2013 held in conjunction with EvoCOP2013, EvoBIO2013, EvoMusArt2013 and EvoApplications2013",

}

Genetic Programming entries for Sweeney Luis Marcus Vinicius dos Santos

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