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A Probabilistic Theory of Pattern Recognition

L. Devroye,L. Györfi,G. Lugosi

1996 · DOI: 10.1007/978-1-4612-0711-5
Stochastic Modelling and Applied Probability · 4,100 Citations

TLDR

The Bayes Error and Vapnik-Chervonenkis theory are applied as guide for empirical classifier selection on the basis of explicit specification and explicit enforcement of the maximum likelihood principle.