A Genetic Programming Ensemble Approach to Cancer Microarray Data Classification

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@InProceedings{Hengpraprohm:2008:ICICIC,
  author =       "Supoj Hengpraprohm and Prabhas Chongstitvatana",
  title =        "A Genetic Programming Ensemble Approach to Cancer
                 Microarray Data Classification",
  booktitle =    "3rd International Conference on Innovative Computing
                 Information and Control, ICICIC '08",
  year =         "2008",
  month =        jun # " 18-" # jun # " 20",
  pages =        "340--340",
  address =      "Dalian, Liaoning China",
  isbn13 =       "978-0-7695-3161-8",
  keywords =     "genetic algorithms, genetic programming, K-means
                 clustering, cancer microarray data classification,
                 ensemble approach, evolutionary algorithm, feature
                 selection, machine learning, cancer, feature
                 extraction, learning (artificial intelligence), medical
                 computing, pattern classification, pattern clustering",
  URL =          "http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4603529",
  DOI =          "doi:10.1109/ICICIC.2008.35",
  abstract =     "This paper presents a method for building an ensemble
                 of classifiers for cancer microarray data. The proposed
                 method exploits the advantage of a clustering
                 technique, namely K-means clustering, combined with a
                 feature selection technique, namely SNR feature
                 selection. An evolutionary algorithm, namely Genetic
                 Programming, is used to construct a number of
                 classifiers which are assembled into an ensemble. The
                 performance of the proposed method was tested on six
                 cancer microarray data sets. The experimental results
                 indicate that the proposed method yields a good
                 prediction accuracy with a small standard deviation.",
  notes =        "Also known as \cite{4603529}",
}

Genetic Programming entries for Supoj Hengpraprohm Prabhas Chongstitvatana

Citations