Methods for Genealogy and Building Block Analysis in Genetic Programming

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

@InCollection{series/sci/BurlacuAWKK15,
  author =       "Bogdan Burlacu and Michael Affenzeller and 
                 Stephan M. Winkler and Michael Kommenda and Gabriel Kronberger",
  title =        "Methods for Genealogy and Building Block Analysis in
                 Genetic Programming",
  bibdate =      "2015-06-29",
  bibsource =    "DBLP,
                 http://dblp.uni-trier.de/db/series/sci/sci595.html#BurlacuAWKK15",
  booktitle =    "Computational Intelligence and Efficiency in
                 Engineering Systems",
  publisher =    "Springer",
  year =         "2015",
  volume =       "595",
  editor =       "Grzegorz Borowik and Zenon Chaczko and 
                 Witold Jacak and Tadeusz Luba",
  isbn13 =       "978-3-319-15719-1",
  pages =        "61--74",
  series =       "Studies in Computational Intelligence",
  keywords =     "genetic algorithms, genetic programming",
  URL =          "http://dx.doi.org/10.1007/978-3-319-15720-7",
  DOI =          "doi:10.1007/978-3-319-15720-7_5",
  abstract =     "Genetic programming gradually assembles high-level
                 structures from low-level entities or building blocks.
                 This chapter describes methods for investigating
                 emergent phenomena in genetic programming by looking at
                 a population's collective behaviour. It details how
                 these methods can be used to trace genotypic changes
                 across lineages and genealogies. Part of the
                 methodology, we present an algorithm for decomposing
                 arbitrary subtrees from the population to their
                 inherited parts, picking up the changes performed by
                 either crossover or mutation across ancestries. This
                 powerful tool creates new possibilities for future
                 theoretical investigations on evolutionary algorithm
                 behavior concerning building blocks and fitness
                 landscape analysis.",
}

Genetic Programming entries for Bogdan Burlacu Michael Affenzeller Stephan M Winkler Michael Kommenda Gabriel Kronberger

Citations