Resource-Limited Genetic Programming: Replacing Tree Depth Limits

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{silva:2005:icannga,

• author = "Sara Silva and Pedro J. N. Silva and Ernesto Costa",
• title = "Resource-Limited Genetic Programming: Replacing Tree Depth Limits",
• pages = "243--246",
• booktitle = "Adaptive and Natural Computing Algorithms",
• year = "2005",
• editor = "Bernardete Ribeiro and Rudof F. Albrecht and Andrej Dobnikar and David W. Pearson and Nigel C. Steele",
• series = "Springer Computer Series",
• publisher = "Springer",
• ISBN = "3-211-24934-6",
• address = "Coimbra, Portugal",
• month = "21-23 " # mar,
• keywords = "genetic algorithms, genetic programming, bloat",
• URL = "http://www.lri.fr/~sebag/Examens/sara.icannga05.pdf",
• DOI = "doi:10.1007/3-211-27389-1_58",
• abstract = "We propose replacing the traditional tree depth limit in Genetic Programming by a single limit on the amount of resources available to the whole population, where resources are the tree nodes. The resource-limited technique removes the disadvantages of using depth limits at the individual level, while introducing automatic population resizing, a natural side-effect of using an approach at the population level. The results show that the replacement of individual depth limits by a population resource limit can be done without impairing performance, thus validating this first and important step towards a new approach to improving the efficiency of GP.",
• notes = "http://icannga05.dei.uc.pt/",

}

Genetic Programming entries for Sara Silva Pedro J N Silva Ernesto Costa

Citations