Controlling Bloat through Parsimonious Elitist Replacement and Spatial Structure

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

@InProceedings{dick:2013:EuroGP,
  author =       "Grant Dick and Peter A. Whigham",
  title =        "Controlling Bloat through Parsimonious Elitist
                 Replacement and Spatial Structure",
  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 =        "13--24",
  organisation = "EvoStar",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-3-642-37206-3",
  DOI =          "doi:10.1007/978-3-642-37207-0_2",
  abstract =     "The concept of bloat --- the increase of program size
                 without a corresponding increase in fitness ---
                 presents a significant drawback to the application of
                 genetic programming. One approach to controlling bloat,
                 dubbed spatial structure with elitism (SS+E), uses a
                 combination of spatial population structure and local
                 elitist replacement to implicitly constrain unwarranted
                 program growth. However, the default implementation of
                 SS+E uses a replacement scheme that prevents the
                 introduction of smaller programs in the presence of
                 equal fitness. This paper introduces a modified SS+E
                 approach in which replacement is done under a
                 lexicographic parsimony scheme. The proposed model,
                 spatial structure with lexicographic parsimonious
                 elitism (SS+LPE), exhibits an improvement in bloat
                 reduction and, in some cases, more effectively searches
                 for fitter solutions.",
  notes =        "Part of \cite{Krawiec:2013:GP} EuroGP'2013 held in
                 conjunction with EvoCOP2013, EvoBIO2013, EvoMusArt2013
                 and EvoApplications2013",
}

Genetic Programming entries for Grant Dick Peter Alexander Whigham

Citations