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The mean accuracy of pattern recognizers with many pattern classes (Corresp.) | IEEE Journals & Magazine | IEEE Xplore

The mean accuracy of pattern recognizers with many pattern classes (Corresp.)


Abstract:

Hughes [1] presented some curves relating the mean performance of a pattern classifier averaged over all pattern recognition problems of given complexity, when there are ...Show More

Abstract:

Hughes [1] presented some curves relating the mean performance of a pattern classifier averaged over all pattern recognition problems of given complexity, when there are two classes of patterns to be distinguished. In this correspondence the mean recognition probability is computed for the case ofqpattern classes when the a priori probabilities of the classes are equal. When the a priori probabilities are unequal, the mean performance will improve over the performance with equal a priori probabilities, so these curves provide a lower bound to the performance of recognizers with more than two pattern classes. Some comments on the appropriateness of these statistics to common recognition problems are made.
Published in: IEEE Transactions on Information Theory ( Volume: 15, Issue: 3, May 1969)
Page(s): 424 - 425
Date of Publication: 31 May 1969

ISSN Information:


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