A comparison of classification accuracy of four genetic programming-evolved intelligent structures

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@Article{Tsakonas:2006:IS,
  author =       "Athanasios Tsakonas",
  title =        "A comparison of classification accuracy of four
                 genetic programming-evolved intelligent structures",
  journal =      "Information Sciences",
  year =         "2006",
  volume =       "176",
  number =       "6",
  pages =        "691--724",
  month =        "22 " # mar,
  keywords =     "genetic algorithms, genetic programming, Context-free
                 grammars, Decision trees, Artificial neural networks,
                 Fuzzy rule-based systems, Fuzzy Petri-nets",
  DOI =          "doi:10.1016/j.ins.2005.03.012",
  abstract =     "We investigate the effectiveness of GP-generated
                 intelligent structures in classification tasks.
                 Specifically, we present and use four context-free
                 grammars to describe (1) decision trees, (2) fuzzy
                 rule-based systems, (3) feedforward neural networks and
                 (4) fuzzy Petri-nets with genetic programming. We apply
                 cellular encoding in order to express feedforward
                 neural networks and fuzzy Petri-nets with arbitrary
                 size and topology. The models then are examined
                 thoroughly in six well-known real world data sets.
                 Results are presented in detail and the competitive
                 advantages and drawbacks of the selected methodologies
                 are discussed, in respect to the nature of each
                 application domain. Conclusions are drawn on the
                 effectiveness and efficiency of the presented
                 approach.",
  notes =        "http://www.elsevier.com/wps/find/journaldescription.cws_home/505730/description#description",
}

Genetic Programming entries for Athanasios D Tsakonas

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