• DocumentCode
    1031971
  • Title

    Comments on "Bayes statistical behavior and valid generalization of pattern classifying neural networks" [with reply]

  • Author

    Barnard, Etienne ; Kanaya, F. ; Miyake, S.

  • Author_Institution
    Fac. of Eng., Pretoria Univ., South Africa
  • Volume
    3
  • Issue
    6
  • fYear
    1992
  • Firstpage
    1026
  • Lastpage
    1027
  • Abstract
    In the above-titled paper (ibid., vol.2, p.471-475, July 1991), the authors claim that neural network classifiers duplicate the decision rule created by the empirical Bayes rule. The commenter states that this statement is, in fact, not generally true and points out an error in the proof. The commenter also shows that the related true statement about the relation between neural and Bayes classifiers is of no practical use. In reply, the authors show that the example that the commenter uses to disprove the equation is misleading. They refute the commenter´s second point as well.<>
  • Keywords
    Bayes methods; decision theory; neural nets; pattern recognition; statistical analysis; Bayes rule; decision rule; neural network classifiers; Approximation error; Assembly; Capacity planning; Modular construction; Network topology; Neural networks; Polynomials; Probability distribution; Signal processing; Speech processing;
  • fLanguage
    English
  • Journal_Title
    Neural Networks, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1045-9227
  • Type

    jour

  • DOI
    10.1109/72.165607
  • Filename
    165607