Limit Theorems for Occupation Rates of Local Empirical Processes

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TitreLimit Theorems for Occupation Rates of Local Empirical Processes
Type de publicationJournal Article
Year of Publication2015
AuteursVarron D
JournalSANKHYA-SERIES A-MATHEMATICAL STATISTICS AND PROBABILITY
Volume77
Pagination249-276
Date PublishedAUG
Type of ArticleArticle
ISSN0976-836X
Mots-clésempirical processes, Functional limit theorems, Poisson processes, Sums of independent random variables
Résumé

Given a continuous probability measure mu on a Borel set H subset of R-d, we prove a limit theorem for occupation rates of the form mu ({z is an element of H, Delta(n)(center dot, h, z) is an element of F}), where the Delta(n)(center dot, h, z) are normalized versions of local empirical processes indexed by a class of functions G. Under standard structural conditions upon G, and under some regularity conditions upon the law of the sample, we show that, almost surely, those occupation rates converge to those of a Gaussian process, uniformly in h is an element of [h(n), h(n)], where h(n) and h(n) are two deterministic bandwidthsequences, upon which mild assumptions are made.