Ensemble genetic programming classifier for microarray data

Created by W.Langdon from gp-bibliography.bib Revision:1.3949

@PhdThesis{Hengpraprohm:thesis,
  author =       "Supoj Hengpraprohm",
  title =        "Ensemble genetic programming classifier for microarray
                 data",
  school =       "Computer Engineering, Chulalongkorn University",
  year =         "2008",
  address =      "Thailand",
  keywords =     "genetic algorithms, genetic programming,
                 Classification, Ensemble method, Microarray data
                 analysis, feature selection",
  URL =          "http://cuir.car.chula.ac.th/handle/123456789/16946",
  URL =          "http://home.npru.ac.th/supoj/research/FullReport/4771832221-MyThesis.pdf",
  size =         "90 pages",
  abstract =     "This thesis presents an algorithm for generating an
                 ensemble of Genetic Programming classifiers for
                 microarray data. The number of data is small and it has
                 high dimensions. In order to construct an ensemble,
                 each classifier must have high efficiency and at the
                 same time it must be different from other classifiers.
                 The proposed method uses K-Means clustering for
                 grouping the features of data which are similar into
                 the same group. The SNR (Signal-to-Noise Ratio) feature
                 selection is used to select informative features. The
                 feature with the ith best SNR score in each group is
                 selected to form a set of features. This feature set is
                 used to train the ith Genetic Programming classifier.
                 The proposed method creates a good Genetic Programming
                 classifier where each classifier is different from the
                 others. They contain different set of features. As a
                 result, the performance of the ensemble is improved",
  notes =        "In Thai?

                 supervisor: Prabhas Chongstitvatana

                 Supot Hengpraprohm Supoj_He.pdf

                 Thai Library Integrated System (ThaiLIS) :: Thai
                 Digital Collection (TDC) | Union Catalog (UC) | Thai
                 Academic Reference Database (TAR)",
}

Genetic Programming entries for Supoj Hengpraprohm

Citations