Rule Induction for Classification Using Multi-objective Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.4216

  author =       "Alan Paul Reynolds and Beatriz {de la Iglesia}",
  title =        "Rule Induction for Classification Using
                 Multi-objective Genetic Programming",
  booktitle =    "Fourth International Conference on Evolutionary
                 Multi-Criterion Optimization, EMO 2007",
  year =         "2007",
  editor =       "Shigeru Obayashi and Kalyanmoy Deb and 
                 Carlo Poloni and Tomoyuki Hiroyasu and Tadahiko Murata",
  volume =       "4403",
  series =       "Lecture Notes in Computer Science",
  pages =        "516--530",
  address =      "Matsushima, Japan",
  month =        mar # " 5-8",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "3-540-70927-4",
  DOI =          "doi:10.1007/978-3-540-70928-2_40",
  size =         "15 pages",
  abstract =     "Multi-objective metaheuristics have previously been
                 applied to partial classification, where the objective
                 is to produce simple, easy to understand rules that
                 describe subsets of a class of interest. While this
                 provides a useful aid in descriptive data mining, it is
                 difficult to see how the rules produced can be combined
                 usefully to make a predictive classifier. This paper
                 describes how, by using a more complex representation
                 of the rules, it is possible to produce effective
                 classifiers for two class problems. Furthermore,
                 through the use of multi-objective genetic programming,
                 the user can be provided with a selection of
                 classifiers providing different trade-offs between the
                 misclassification costs and the overall model
  notes =        " old",
  bibdate =      "2007-05-21",
  bibsource =    "DBLP,

Genetic Programming entries for Alan Paul Reynolds Beatriz De La Iglesia