An empirical analysis of multiclass classification techniques in data mining

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@InProceedings{Kotecha:2011:NUiCONE,
  author =       "Radhika Kotecha and Vijay Ukani and Sanjay Garg",
  title =        "An empirical analysis of multiclass classification
                 techniques in data mining",
  booktitle =    "Nirma University International Conference on
                 Engineering (NUiCONE 2011)",
  year =         "2011",
  month =        "8-10 " # dec,
  address =      "Ahmedabad",
  size =         "5 pages",
  abstract =     "Data mining has been an active area of research for
                 the past couple of decades. Classification is an
                 important data mining technique that consists of
                 assigning a data instance to one of the several
                 predefined categories. Various successful methods have
                 been suggested and tested to solve the problem in the
                 binary classification case. However, the multiclass
                 classification has been attempted by only few
                 researchers. The objective of this paper is to
                 investigate various techniques for solving the
                 multiclass classification problem. Three
                 non-evolutionary and one evolutionary algorithm are
                 compared on four datasets. Further, using this
                 analysis, the paper presents the benefits of producing
                 a hybrid classifier by combining evolutionary and
                 non-evolutionary algorithms; specifically, by merging
                 Genetic Programming and Decision Tree.",
  keywords =     "genetic algorithms, genetic programming, binary
                 classification case, data mining, decision tree,
                 evolutionary algorithm, hybrid classifier, multiclass
                 classification techniques, data mining, decision trees,
                 pattern classification",
  DOI =          "doi:10.1109/NUiConE.2011.6153244",
  notes =        "Also known as \cite{6153244}",
}

Genetic Programming entries for Radhika N Kotecha Vijay Ukani Sanjay Garg

Citations