Automatic feature extraction using genetic programming: An application to epileptic EEG classification

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@Article{Guo201110425,
  author =       "Ling Guo and Daniel Rivero and Julian Dorado and 
                 Cristian R. Munteanu and Alejandro Pazos",
  title =        "Automatic feature extraction using genetic
                 programming: An application to epileptic EEG
                 classification",
  journal =      "Expert Systems with Applications",
  volume =       "38",
  number =       "8",
  pages =        "10425--10436",
  year =         "2011",
  ISSN =         "0957-4174",
  DOI =          "doi:10.1016/j.eswa.2011.02.118",
  URL =          "http://www.sciencedirect.com/science/article/B6V03-5265S7J-6/2/7bccfdf0fc39adebbc6851a1c6c408a3",
  keywords =     "genetic algorithms, genetic programming, Feature
                 extraction, K-nearest neighbour classifier (KNN),
                 Discrete wavelet transform (DWT), Epilepsy, EEG
                 classification",
  abstract =     "This paper applies genetic programming (GP) to perform
                 automatic feature extraction from original feature
                 database with the aim of improving the discriminatory
                 performance of a classifier and reducing the input
                 feature dimensionality at the same time. The tree
                 structure of GP naturally represents the features, and
                 a new function generated in this work automatically
                 decides the number of the features extracted. In
                 experiments on two common epileptic EEG detection
                 problems, the classification accuracy on the GP-based
                 features is significant higher than on the original
                 features. Simultaneously, the dimension of the input
                 features for the classifier is much smaller than that
                 of the original features.",
}

Genetic Programming entries for Ling Guo Daniel Rivero Cebrian Julian Dorado Cristian R Munteanu Alejandro Pazos Sierra

Citations