Vapnik-Chervonenkis type conditions and uniform donsker classes of functions

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Abstract

Given a bounded class of functions, we introduce a combinatorial quantity (related to the idea of Vapnik-Chervonenkis classes) that is much more explicit than the Koltchinskii-Pollard entropy, but is proved to be essentially of the same order.

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APA

Talagrand, M. (2003). Vapnik-Chervonenkis type conditions and uniform donsker classes of functions. Annals of Probability, 31(3), 1565–1582. https://doi.org/10.1214/aop/1055425790

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