Information-Dependent Switching of Identification Criteria in a Genetic Programming System for System Identification

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

@InProceedings{eurogp06:BuchsbaumVossner,
  author =       "Thomas Buchsbaum and Siegfried V{\"o}ssner",
  title =        "Information-Dependent Switching of Identification
                 Criteria in a Genetic Programming System for System
                 Identification",
  editor =       "Pierre Collet and Marco Tomassini and Marc Ebner and 
                 Steven Gustafson and Anik\'o Ek\'art",
  booktitle =    "Proceedings of the 9th European Conference on Genetic
                 Programming",
  publisher =    "Springer",
  series =       "Lecture Notes in Computer Science",
  volume =       "3905",
  year =         "2006",
  address =      "Budapest, Hungary",
  month =        "10 - 12 " # apr,
  organisation = "EvoNet",
  keywords =     "genetic algorithms, genetic programming",
  ISBN =         "3-540-33143-3",
  pages =        "300--309",
  DOI =          "doi:10.1007/11729976_27",
  bibsource =    "DBLP, http://dblp.uni-trier.de",
  abstract =     "Genetic Programming (GP) can be used to identify the
                 nonlinear differential equations of dynamical systems.
                 If, however, the fitness function is chosen in a
                 classical way, the optimisation will not work very
                 well. In this article, we explain the reasons for the
                 failure of the GP approach and present a solution
                 strategy for improving performance. Using more than one
                 identification criterion (fitness function) and
                 switching based on the information content of the data
                 enable standard GP algorithms to find better solutions
                 in shorter times. A computational example illustrates
                 that identification criteria switching has a bigger
                 influence on the results than the choice of the GP
                 parameters has.",
  notes =        "Part of \cite{collet:2006:GP} EuroGP'2006 held in
                 conjunction with EvoCOP2006 and EvoWorkshops2006",
}

Genetic Programming entries for Thomas Buchsbaum Siegfried Vossner

Citations