Learning discriminant functions with fuzzy attributes for classification using genetic programming

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

@Article{Chien:2002:ESA,
  author =       "Been-Chian Chien and Jung Yi Lin and Tzung-Pei Hong",
  title =        "Learning discriminant functions with fuzzy attributes
                 for classification using genetic programming",
  journal =      "Expert Systems with Applications",
  year =         "2002",
  volume =       "23",
  pages =        "31--37",
  number =       "1",
  owner =        "wlangdon",
  keywords =     "genetic algorithms, genetic programming,
                 Classification, Knowledge discovery, Fuzzy sets",
  ISSN =         "0957-4174",
  URL =          "http://www.sciencedirect.com/science/article/B6V03-45C00T2-1/2/e7d49cc18dd12961ac2e5c114c41f667",
  DOI =          "doi:10.1016/S0957-4174(02)00025-8",
  abstract =     "Classification is one of the important tasks in
                 developing expert systems. Most of the previous
                 approaches for classification problem are based on
                 classification rules generated by decision trees. we
                 propose a new learning approach based on genetic
                 programming to generate discriminant functions for
                 classifying data. An adaptable incremental learning
                 strategy and a distance-based fitness function are
                 developed to improve the efficiency of genetic
                 programming-based learning process. We first transform
                 attributes of objects into fuzzy attributes and then a
                 set of discriminant functions is generated based on the
                 proposed learning procedure. The set of derived
                 functions with fuzzy attributes gives high accuracy of
                 classification and presents a linear form. Hence, the
                 functions can be transformed into inference rules
                 easily and we can use the rules to provide the building
                 of rule base in an expert system.",
}

Genetic Programming entries for Been-Chian Chien Mick Jung-Yi Lin Tzung-Pei Hong

Citations