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Distribution-free performance bounds with the resubstitution error estimate (Corresp.) | IEEE Journals & Magazine | IEEE Xplore

Distribution-free performance bounds with the resubstitution error estimate (Corresp.)

Publisher: IEEE

Abstract:

Probability inequalities are given for the deviation of the resubstitution error estimate from the unknown conditional probability of error. The inequalities are distribu...View more

Abstract:

Probability inequalities are given for the deviation of the resubstitution error estimate from the unknown conditional probability of error. The inequalities are distribution free and can be applied to linear discrimination rules, to nearest neighbor rules with a reduced sample size, and to histogram rules.
Published in: IEEE Transactions on Information Theory ( Volume: 25, Issue: 2, March 1979)
Page(s): 208 - 210
Date of Publication: 31 March 1979

ISSN Information:

Publisher: IEEE

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