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Experiments on islands

Published: 27 April 2011 Publication History

Abstract

The use of segmented populations (Islands) has proven to be advantageous for Genetic Programming (GP). This paper discusses the application of segmentation and migration strategies to a system for Linear Genetic Programming (LGP). Besides revisiting migration topologies, a modification for migration strategies is proposed -- migration delay. It is found that highly connected topologies yield better results than those with segments coupled more loosely, and that migration delays can further improve the effect of migration.

References

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Fernandez, F., Tomassini, M., Vanneschi, L.: Studying the Influence of Communication Topology and Migration on Distributed Genetic Programming. In: Miller, J., Tomassini, M., Lanzi, P.L., Ryan, C., Tetamanzi, A.G.B., Langdon, W.B. (eds.) EuroGP 2001. LNCS, vol. 2038, pp. 51-63. Springer, Heidelberg (2001).
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Silva, S., Tseng, Y.-T.: Classification of Seafloor Habitats Using Genetic Programming. In: Giacobini, M., Brabazon, A., Cagnoni, S., Di Caro, G.A., Drechsler, R., Ekárt, A., Esparcia-Alcázar, A.I., Farooq, M., Fink, A., McCormack, J., O'Neill, M., Romero, J., Rothlauf, F., Squillero, G., Uyar, A.S., Yang, S. (eds.) EvoWorkshops 2008. LNCS, vol. 4974, pp. 315-324. Springer, Heidelberg (2008).
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Cantú-Paz, E.: Topologies, Migration Rates, and Multi-Population Parallel Genetic Algorithms. In: Proceedings of the Genetic and Evolutionary Computation Conference, July 13-17, vol. 1, pp. 91-98. Morgan Kaufmann, San Francisco (1999).
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Information

Published In

cover image Guide Proceedings
EuroGP'11: Proceedings of the 14th European conference on Genetic programming
April 2011
348 pages
ISBN:9783642204067
  • Editors:
  • Sara Silva,
  • James A. Foster,
  • Miguel Nicolau,
  • Penousal Machado,
  • Mario Giacobini

Sponsors

  • The Museum of Human Anatomy: The Museum of Human Anatomy ("Luigi Rolando")
  • HuGeF: The Human Genetics Foundation of Torino
  • The Museum of Criminal Anthropology: The Museum of Criminal Anthropology ("Cesare Lombroso")
  • The University of Torino: The University of Torino

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Springer-Verlag

Berlin, Heidelberg

Publication History

Published: 27 April 2011

Author Tags

  1. Island model
  2. linear genetic programming
  3. migration delay
  4. topologies

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