Analysing the Effects of Diverse Operators in a Genetic Programming System

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

@InProceedings{conf/ppsn/KimMKN12,

• author = "MinHyeok Kim and Bob McKay and Kangil Kim and Xuan Hoai Nguyen",
• title = "Analysing the Effects of Diverse Operators in a Genetic Programming System",
• booktitle = "Parallel Problem Solving from Nature, PPSN XII (part 1)",
• year = "2012",
• editor = "Carlos A. {Coello Coello} and Vincenzo Cutello and Kalyanmoy Deb and Stephanie Forrest and Giuseppe Nicosia and Mario Pavone",
• volume = "7491",
• series = "Lecture Notes in Computer Science",
• pages = "387--396",
• address = "Taormina, Italy",
• month = sep # " 1-5",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming, Evolutionary Operator, Tree Adjoining Grammar, TAG3P, Fitness, Tree Size, Tree Depth",
• isbn13 = "978-3-642-32936-4",
• DOI = "doi:10.1007/978-3-642-32937-1_39",
• size = "10 pages",
• abstract = "Some Genetic Programming (GP) systems have fewer structural constraints than expression tree GP, permitting a wider range of operators. Using one such system, TAG3P, we compared the effects of such new operators with more standard ones on individual fitness, size and depth, comparing them on a number of symbolic regression and tree structuring problems. The operator effects were diverse, as the originators had claimed. The results confirm the overall primacy of crossover, but strongly suggest that new operators can usefully supplement, or even replace, subtree mutation. They give a better understanding of the features of each operator, and the contexts where it is likely to be useful. They illuminate the diverse effects of different operators, and provide justification for adaptive use of a range of operators.",
• bibsource = "DBLP, http://dblp.uni-trier.de",
• affiliation = "Seoul National University, Korea",

}

Genetic Programming entries for MinHyeok Kim R I (Bob) McKay Kangil Kim Nguyen Xuan Hoai

Citations