Genetic Program Based Data Mining for Fuzzy Decision Trees

Created by W.Langdon from gp-bibliography.bib Revision:1.4549

  author =       "James F. {Smith, III}",
  title =        "Genetic Program Based Data Mining for Fuzzy Decision
  booktitle =    "Intelligent Data Engineering and Automated Learning -
                 IDEAL 2004, 5th International Conference, Proceedings",
  year =         "2004",
  pages =        "464--470",
  editor =       "Zheng Rong Yang and Richard M. Everson and Hujun Yin",
  publisher =    "Springer",
  series =       "Lecture Notes in Computer Science",
  volume =       "3177",
  ISBN =         "3-540-22881-0",
  bibsource =    "DBLP,",
  address =      "Exeter, UK",
  month =        aug # " 25-27",
  organisation = "IEEE",
  keywords =     "genetic algorithms, genetic programming, gene
                 expression programming",
  URL =          "",
  DOI =          "doi:10.1007/b99975",
  abstract =     "A data mining procedure for automatic determination of
                 fuzzy decision tree structure using a genetic program
                 is discussed. A genetic program is an algorithm that
                 evolves other algorithms or mathematical expressions.
                 Methods of accelerating convergence of the data mining
                 procedure including a new innovation based on computer
                 algebra are examined. Experimental results related to
                 using computer algebra are given. A comparison between
                 a tree obtained using a genetic program and one
                 constructed solely by interviewing experts is made. A
                 genetic program evolved tree is shown to be superior to
                 one created by hand using expertise alone. Finally,
                 additional methods that have been used to validate the
                 data mining algorithm are discussed",
  notes =        "

                 (1) Naval Research Laboratory, Code 5741, Washington,
                 D.C., 20375-5000, Tel: 202.767.5358,",

Genetic Programming entries for James F Smith III