ON THE L-1-ERROR IN HISTOGRAM DENSITY-ESTIMATION - THE MULTIDIMENSIONAL CASE

Citation
J. Beirlant et L. Gyorfi, ON THE L-1-ERROR IN HISTOGRAM DENSITY-ESTIMATION - THE MULTIDIMENSIONAL CASE, Journal of nonparametric statistics, 9(2), 1998, pp. 197-216
Citations number
15
Categorie Soggetti
Statistic & Probability","Statistic & Probability
ISSN journal
10485252
Volume
9
Issue
2
Year of publication
1998
Pages
197 - 216
Database
ISI
SICI code
1048-5252(1998)9:2<197:OTLIHD>2.0.ZU;2-K
Abstract
Under some smoothness and tail conditions on the density the rate of c onvergence of the expected L-1-error of the classical histogram densit y estimator is calculated in any dimension. The asymptotic distributio n of the standardized L-1-error is derived under minimal conditions. I n particular, a sharp uniform rate for the variance of the error is es tablished and explicit representations of the asymptotic variance of t he error are given.