Combination of Nearest Neighborhood Classifiers Using Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{Majid:2005:INMIC,
  author =       "Abdul Majid and Asifullah Khan and Anwar M. Mirza",
  title =        "Combination of Nearest Neighborhood Classifiers Using
                 Genetic Programming",
  booktitle =    "9th International Multitopic Conference (INMIC 2005)",
  year =         "2005",
  pages =        "1--6",
  address =      "Karachi, Pakistan",
  month =        "23-25 " # dec # " 2005",
  publisher =    "Pakistan Section IEEE",
  keywords =     "genetic algorithms, genetic programming, pattern
                 classification, GP-based intelligent scheme, decision
                 space, nearest neighborhood classifiers, optimal
                 composite classifier, optimal model selection",
  ISBN =         "0-7803-9429-1",
  DOI =          "doi:10.1109/INMIC.2005.334486",
  abstract =     "In this paper, GP based intelligent scheme has been
                 used to develop an optimal composite classifier (OCC)
                 from individual nearest neighbor (NN) classifiers. In
                 the combining scheme, first, the predicted information
                 is extracted from the component classifiers. Then, GP
                 is used to develop OCC having better performance than
                 individual NN classifiers. The experimental results
                 demonstrate that the combined decision space of OCC is
                 more effective. Further, we observed that heterogeneous
                 combination of classifiers has more promising results
                 than their homogenous one. Another side advantage of
                 our GP based intelligent combination scheme is that it
                 automatically incorporates the issues of optimal model
                 selection of NN classifiers to achieve a higher
                 performance prediction model",
  notes =        "Also known as \cite{4133501}",
}

Genetic Programming entries for Abdul Majid Asifullah Khan Anwar M Mirza

Citations