Boosting technique for Combining Cellular GP Classifiers (Articolo in rivista)

Type
Label
  • Boosting technique for Combining Cellular GP Classifiers (Articolo in rivista) (literal)
Anno
  • 2004-01-01T00:00:00+01:00 (literal)
Alternative label
  • Folino Gianluigi, Pizzuti Clara, Spezzano Giandomenico (2004)
    Boosting technique for Combining Cellular GP Classifiers
    in Lecture notes in computer science
    (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori
  • Folino Gianluigi, Pizzuti Clara, Spezzano Giandomenico (literal)
Pagina inizio
  • 47 (literal)
Pagina fine
  • 56 (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#numeroVolume
  • 3003- (literal)
Rivista
Note
  • ISI Web of Science (WOS) (literal)
Titolo
  • Boosting technique for Combining Cellular GP Classifiers (literal)
Abstract
  • An extension of Cellular Genetic Programming for data classification with the boosting technique is presented and a comparison with the bagging-like majority voting approach is performed. The method is able to deal with large data sets that do not fit in main memory since each classifier is trained on a subset of the overall training data. Experiments showed that, by using a sample of reasonable size, the extension with these voting algorithms enhances classification accuracy at a much lower computational cost. (literal)
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