Analysis of GP Improvement Techniques over the Real-World Inverse Problem of Ocean Color

Created by W.Langdon from gp-bibliography.bib Revision:1.2031

@InProceedings{valigiani:2004:eurogp,
  author =       "Gregory Valigiani and Cyril Fonlupt and 
                 Pierre Collet",
  title =        "Analysis of {GP} Improvement Techniques over the
                 Real-World Inverse Problem of Ocean Color",
  booktitle =    "Genetic Programming 7th European Conference, EuroGP
                 2004, Proceedings",
  year =         "2004",
  editor =       "Maarten Keijzer and Una-May O'Reilly and 
                 Simon M. Lucas and Ernesto Costa and Terence Soule",
  volume =       "3003",
  series =       "LNCS",
  pages =        "174--186",
  address =      "Coimbra, Portugal",
  publisher_address = "Berlin",
  month =        "5-7 " # apr,
  organisation = "EvoNet",
  publisher =    "Springer-Verlag",
  keywords =     "genetic algorithms, genetic programming",
  ISBN =         "3-540-21346-5",
  URL =          "http://www.springerlink.com/openurl.asp?genre=article&issn=0302-9743&volume=3003&spage=174",
  abstract =     "Following Maarten Keijzer's EUROGP'03 paper
                 \cite{keijzer03} (which suggested using Interval
                 Arithmetic (IA) and Linear Scaling (LS) in Genetic
                 Programming), we decided to experiment with them on a
                 real-world problem on which the LIL research team had
                 some experience: the Ocean Colour Inverse Problem.
                 After extensive testing of IA, LS as well as a
                 progressive learning method using thresholds (T),
                 results seem to show that functions evolved with GP
                 algorithms that do not implement IA may output
                 erroneous values outside the learning set, while LS and
                 T methods produce solutions with a greater
                 generalisation error. A simple and apparently harmless
                 improvement over standard GP is also proposed, that
                 consists in weighting operands of + and - operators.",
  notes =        "Part of \cite{keijzer:2004:GP} EuroGP'2004 held in
                 conjunction with EvoCOP2004 and EvoWorkshops2004",
}

Genetic Programming entries for Gregory Valigiani Cyril Fonlupt Pierre Collet