Analysing the Effects of Diverse Operators in a Genetic Programming System

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@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