GP Classifier Problem Decomposition Using First-Price and Second-Price Auctions

Created by W.Langdon from gp-bibliography.bib Revision:1.4549

  author =       "Peter Lichodzijewski and Malcolm I. Heywood",
  title =        "GP Classifier Problem Decomposition Using First-Price
                 and Second-Price Auctions",
  editor =       "Marc Ebner and Michael O'Neill and Anik\'o Ek\'art and 
                 Leonardo Vanneschi and Anna Isabel Esparcia-Alc\'azar",
  booktitle =    "Proceedings of the 10th European Conference on Genetic
  publisher =    "Springer",
  series =       "Lecture Notes in Computer Science",
  volume =       "4445",
  year =         "2007",
  address =      "Valencia, Spain",
  month =        "11-13 " # apr,
  pages =        "137--147",
  keywords =     "genetic algorithms, genetic programming",
  ISBN =         "3-540-71602-5",
  isbn13 =       "978-3-540-71602-0",
  DOI =          "doi:10.1007/978-3-540-71605-1_13",
  abstract =     "This work details an auction-based model for problem
                 decomposition in Genetic Programming classification.
                 The approach builds on the population-based methodology
                 of Genetic Programming to evolve individuals that bid
                 high for patterns that they can correctly classify. The
                 model returns a set of individuals that decompose the
                 problem by way of this bidding process and is directly
                 applicable to multi-class domains. An investigation of
                 two auction types emphasises the effect of auction
                 design on the properties of the resulting solution. The
                 work demonstrates that auctions are an effective
                 mechanism for problem decomposition in classification
                 problems and that Genetic Programming is an effective
                 means of evolving the underlying bidding behaviour.",
  notes =        "Part of \cite{ebner:2007:GP} EuroGP'2007 held in
                 conjunction with EvoCOP2007, EvoBIO2007 and

Genetic Programming entries for Peter Lichodzijewski Malcolm Heywood