Genetic Programming of Fuzzy Logic Production Rules

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

@InProceedings{edmonds:1995:fuzzy,
  author =       "Andrew N. Edmonds and Diana Burkhardt and Osei Adjei",
  title =        "Genetic Programming of Fuzzy Logic Production Rules",
  booktitle =    "1995 IEEE Conference on Evolutionary Computation",
  year =         "1995",
  volume =       "2",
  pages =        "765",
  address =      "Perth, Australia",
  publisher_address = "Piscataway, NJ, USA",
  month =        "29 " # nov # " - 1 " # dec,
  publisher =    "IEEE Press",
  keywords =     "genetic algorithms, genetic programming",
  URL =          "ftp://ftp.scifi.co.uk/pub/docs/ICECPS.z broken",
  URL =          "http://www.scientio.com/resources/NNCM95.pdf",
  URL =          "http://ieeexplore.ieee.org/iel2/3507/10438/00487482.pdf",
  abstract =     "John Koza has demonstrated that a form of machine
                 learning can be constructed by using the techniques of
                 Genetic Programming using LISP statements. We describe
                 here an extension to this principle using Fuzzy Logic
                 sets and operations instead of LISP expressions. We
                 show that Genetic programming can be used to generate
                 trees of fuzzy logic statements, the evaluation of
                 which optimise some external process, in our example
                 financial trading. We also show that these trees can be
                 simply converted to natural language rules, and that
                 these rules are easily comprehended by a lay audience.
                 This clarity of internal function can be compared to
                 Black Box non-parametric modelling techniques such as
                 Neural Networks. We then show that even with minimal
                 data preparation the technique produces rules with good
                 out of sample performance on a range of different
                 financial instruments.",
  notes =        "ICEC-95 Editors not given by IEEE, Organisers David
                 Fogel and Chris deSilva.

                 conference details at
                 http://ciips.ee.uwa.edu.au/~dorota/icnn95.html

                 NNCM95.pdf is ten page version?",
}

Genetic Programming entries for Andrew N Edmonds Diana Burkhardt Osei Adjei

Citations