On the Locality of Standard Search Operators in Grammatical Evolution

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{Thorhauer:2014:PPSN,
  author =       "Ann Thorhauer and Franz Rothlauf",
  title =        "On the Locality of Standard Search Operators in
                 Grammatical Evolution",
  booktitle =    "13th International Conference on Parallel Problem
                 Solving from Nature",
  year =         "2014",
  editor =       "Thomas Bartz-Beielstein and Juergen Branke and 
                 Bogdan Filipic and Jim Smith",
  publisher =    "Springer",
  isbn13 =       "978-3-319-10761-5",
  pages =        "465--475",
  series =       "Lecture Notes in Computer Science",
  address =      "Ljubljana, Slovenia",
  month =        "13-17 " # sep,
  volume =       "8672",
  keywords =     "genetic algorithms, genetic programming, grammatical
                 evolution",
  DOI =          "doi:10.1007/978-3-319-10762-2_46",
  abstract =     "Offspring should be similar to their parents and
                 inherit their relevant properties. This general design
                 principle of search operators in evolutionary
                 algorithms is either known as locality or geometry of
                 search operators, respectively. It takes a geometric
                 perspective on search operators and suggests that the
                 distance between an offspring and its parents should be
                 less than or equal to the distance between both
                 parents. This paper examines the locality of standard
                 search operators used in grammatical evolution (GE) and
                 genetic programming (GP) for binary tree problems. Both
                 standard GE and GP search operators suffer from low
                 locality since a substantial number of search steps
                 result in an offspring whose distance to one of its
                 parents is greater than the distance between both of
                 its parents. Furthermore, the locality of standard GE
                 search operators is higher than that of standard GP
                 search operators, which allows more focused search in
                 GE.",
  notes =        "http://ppsn2014.ijs.si/",
}

Genetic Programming entries for Ann Thorhauer Franz Rothlauf

Citations