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Empirical processes indexed by estimated functions

7 September 2007
A. van der Vaart
J. Wellner
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Abstract

We consider the convergence of empirical processes indexed by functions that depend on an estimated parameter η\etaη and give several alternative conditions under which the ``estimated parameter'' ηn\eta_nηn​ can be replaced by its natural limit η0\eta_0η0​ uniformly in some other indexing set Θ\ThetaΘ. In particular we reconsider some examples treated by Ghoudi and Remillard [Asymptotic Methods in Probability and Statistics (1998) 171--197, Fields Inst. Commun. 44 (2004) 381--406]. We recast their examples in terms of empirical process theory, and provide an alternative general view which should be of wide applicability.

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