A GENERAL-APPROACH TO NONPARAMETRIC HISTOGRAM ESTIMATION

Citation
P. Jacob et Pe. Oliveira, A GENERAL-APPROACH TO NONPARAMETRIC HISTOGRAM ESTIMATION, Statistics, 27(1-2), 1995, pp. 73-92
Citations number
18
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Journal title
ISSN journal
02331888
Volume
27
Issue
1-2
Year of publication
1995
Pages
73 - 92
Database
ISI
SICI code
0233-1888(1995)27:1-2<73:AGTNHE>2.0.ZU;2-B
Abstract
We note that some classical functional estimation problems may be redu ced to a general unique framework and study an estimator within this g eneral framework that reduces to the classical histogram type estimato rs in various examples presented. The convergence in probability and t he almost complete convergence of this general estimator are studied o btaining convergence conditions which reduce to the classical conditio ns in each case. Finally, this general framework provides conditions f or the convergence of the finite dimensional distributions of the asso ciated empirical process.