Software, Data and Modelling News: JNCC2: An extension of naive Bayes classifier suited for small and incomplete data sets

  • Authors:
  • Giorgio Corani;Marco Zaffalon

  • Affiliations:
  • IDSIA, Galleria 2, CH-6928 Manno, Lugano, Switzerland;IDSIA, Galleria 2, CH-6928 Manno, Lugano, Switzerland

  • Venue:
  • Environmental Modelling & Software
  • Year:
  • 2008

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Abstract

JNCC2 implements the Naive Credal Classifier 2 (NCC2), i.e., an extension of naive Bayes to imprecise probabilities, designed to return robust classification even on small and/or incomplete data sets, which is often the case in environmental case studies.