Evaluating an outlier generation method for training tree-based Genetic Programming applied to one-class classification

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{daVeigaCabral:2011:NaBIC,
  author =       "Rafael {da Veiga Cabral} and Eduardo J. Spinosa",
  title =        "Evaluating an outlier generation method for training
                 tree-based Genetic Programming applied to one-class
                 classification",
  booktitle =    "Third World Congress on Nature and Biologically
                 Inspired Computing (NaBIC 2011)",
  year =         "2011",
  month =        "19-21 " # oct,
  pages =        "395--400",
  address =      "Salamanca",
  abstract =     "Genetic Programming (GP) has been successfully applied
                 to supervised classification problems. This work
                 evaluates a tree-based GP implementation in a one-class
                 classification scenario, using artificial outliers
                 generated by a promising method recently developed by
                 Banhalmi et al. The proposed approach does not require
                 the use of certain techniques employed by related
                 works, thus providing a simpler yet effective strategy
                 for one-class classification based on GP. Experiments
                 presented herein explore parameter sensitivity of
                 Banhalmi outlier generation method and compare the
                 proposed approach to previously published results
                 obtained by others one-class classifiers like v-SVM,
                 one-class SVM and GMM.",
  keywords =     "genetic algorithms, genetic programming, artificial
                 outliers, outlier generation method, supervised
                 classification problems, tree based genetic
                 programming, learning (artificial intelligence)",
  DOI =          "doi:10.1109/NaBIC.2011.6089468",
  notes =        "Also known as \cite{6089468}",
}

Genetic Programming entries for Rafael da Veiga Cabral Eduardo J Spinosa

Citations