Efficient classification system based on Fuzzy-Rough Feature Selection and Multitree Genetic Programming for intension pattern recognition using brain signal

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@Article{Lee:2015:ESA,
  author =       "Jong-Hyun Lee and Javad Rahimipour Anaraki and 
                 Chang Wook Ahn and Jinung An",
  title =        "Efficient classification system based on Fuzzy-Rough
                 Feature Selection and Multitree Genetic Programming for
                 intension pattern recognition using brain signal",
  journal =      "Expert Systems with Applications",
  volume =       "42",
  number =       "3",
  pages =        "1644--1651",
  year =         "2015",
  ISSN =         "0957-4174",
  DOI =          "doi:10.1016/j.eswa.2014.09.048",
  URL =          "http://www.sciencedirect.com/science/article/pii/S0957417414006095",
  size =         "8 pages",
  abstract =     "Recently, many researchers have studied in engineering
                 approach to brain activity pattern of conceptual
                 activities of the brain. In this paper we proposed a
                 intension recognition framework (i.e. classification
                 system) for high accuracy which is based on Fuzzy-Rough
                 Feature Selection and Multitree Genetic Programming.
                 The enormous brain signal data measured by fNIRS are
                 reduced by proposed feature selection and extracted the
                 informative features. Also, proposed Multitree Genetic
                 Programming use the remain data to construct the
                 intention recognition model effectively. The
                 performance of proposed classification system is
                 demonstrated and compared with existing classifiers and
                 unreduced dataset. Experimental results show that
                 classification accuracy increases while number of
                 features decreases in proposed system.",
  keywords =     "genetic algorithms, genetic programming, Fuzzy-rough
                 sets, Feature selection, Multitree GP, Brain signal,
                 Intension recognition",
}

Genetic Programming entries for Jong-Hyun Lee Javad Rahimipour Anaraki Chang Wook Ahn Jinung An

Citations