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Empirical processes indexed by estimated functions

Abstract

We consider the convergence of empirical processes indexed by functions that depend on an estimated parameter η\eta and give several alternative conditions under which the ``estimated parameter'' ηn\eta_n can be replaced by its natural limit η0\eta_0 uniformly in some other indexing set Θ\Theta. 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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