Classifier design with feature selection and feature extraction using layered genetic programming

Created by W.Langdon from gp-bibliography.bib Revision:1.4524

  author =       "Jung-Yi Lin and Hao-Ren Ke and Been-Chian Chien and 
                 Wei-Pang Yang",
  title =        "Classifier design with feature selection and feature
                 extraction using layered genetic programming",
  journal =      "Expert Systems with Applications",
  year =         "2007",
  volume =       "34",
  number =       "2",
  pages =        "1384--1393",
  month =        feb,
  keywords =     "genetic algorithms, genetic programming, Feature
                 generation, Feature selection, Pattern classification,
                 Multi-population genetic programming, Layered genetic
  DOI =          "doi:10.1016/j.eswa.2007.01.006",
  abstract =     "This paper proposes a novel method called FLGP to
                 construct a classifier device of capability in feature
                 selection and feature extraction. FLGP is developed
                 with layered genetic programming that is a kind of the
                 multiple-population genetic programming. Populations
                 advance to an optimal discriminant function to divide
                 data into two classes. Two methods of feature selection
                 are proposed. New features extracted by certain layer
                 are used to be the training set of next layer's
                 populations. Experiments on several well-known datasets
                 are made to demonstrate performance of FLGP.",
  notes =        "a Department of Computer Science, National Chiao Tung
                 University, 1001 Ta Hsueh Road, HsinChu 300, Taiwan

                 b Library and Institute of Information Management,
                 National Chiao Tung University, Taiwan

                 c Department of Computer Science and Information
                 Engineering, National University of Tainan, Taiwan

                 d Department of Information Management, National Dong
                 Hwa University, Taiwan",

Genetic Programming entries for Mick Jung-Yi Lin Hao-Ren Ke Been-Chian Chien Wei-Pang Yang