Donsker and Glivenko-Cantelli theorems for a class of processes generalizing the empirical process

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TitreDonsker and Glivenko-Cantelli theorems for a class of processes generalizing the empirical process
Type de publicationJournal Article
Year of Publication2014
AuteursVarron D
JournalELECTRONIC JOURNAL OF STATISTICS
Volume8
Pagination2296-2320
Type of ArticleArticle
ISSN1935-7524
Mots-clésBayesian nonparametrics, empirical processes, random measures
Résumé

We establish a Glivenko-Cantelli and a Donsker theorem for a class of random discrete measures which generalize the empirical measure, under conditions on uniform entropy numbers that are common in empirical processes theory. Some illustrative applications in nonparametric Bayesian theory and randomly sized sampling are provided.

DOI10.1214/14-EJS955