Balancing exploration and exploitation in genetic programming using inversion with individualized self-adaptation

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

@Article{journals/ijhis/FitzgeraldR14,
  author =       "Jeannie Fitzgerald and Conor Ryan",
  title =        "Balancing exploration and exploitation in genetic
                 programming using inversion with individualized
                 self-adaptation",
  journal =      "International Journal of Hybrid Intelligent Systems",
  year =         "2014",
  number =       "4",
  volume =       "11",
  pages =        "273--285",
  keywords =     "genetic algorithms, genetic programming",
  bibdate =      "2014-09-30",
  bibsource =    "DBLP,
                 http://dblp.uni-trier.de/db/journals/ijhis/ijhis11.html#FitzgeraldR14",
  URL =          "http://content.iospress.com/download/international-journal-of-hybrid-intelligent-systems/his00199?id=international-journal-of-hybrid-intelligent-systems%2Fhis00199",
  URL =          "http://dx.doi.org/10.3233/HIS-140199",
  DOI =          "doi:10.3233/HIS-140199",
  size =         "13 pages",
  abstract =     "In this article we explore and develop a holistic
                 scheme of self adaptive, individualized genetic
                 operators combined with an adaptive tournament size
                 together with a novel implementation of an inversion
                 genetic operator which is suitable for tree based
                 Genetic Programming. We test this scheme on several
                 benchmark Binary Classification problems and find that
                 the proposed techniques deliver superior performance
                 when compared with both a tuned GP configuration and a
                 feedback adaptive Genetic Programming implementation.
                 Our results also demonstrate that an inversion operator
                 may have a useful role to play in exploitation,
                 particularly when used towards the end of evolution to
                 facilitate gradual convergence of the learning system
                 towards a good solution.",
}

Genetic Programming entries for Jeannie Fitzgerald Conor Ryan

Citations