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
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