Uniform in bandwidth consistency of kernel-type function estimators

被引:190
|
作者
Einmahl, U
Mason, DM
机构
[1] Vrije Univ Brussels, Dept Wiskunde, B-1050 Brussels, Belgium
[2] Univ Delaware, Dept Food & Resource Econ, Newark, DE 19717 USA
来源
ANNALS OF STATISTICS | 2005年 / 33卷 / 03期
关键词
kernel-type function estimator; uniform in bandwidth; consistency;
D O I
10.1214/009053605000000129
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We introduce a general method to prove uniform in bandwidth consistency of kernel-type function estimators. Examples include the kernel density estimator, the Nadaraya-Watson regression estimator and the conditional empirical process. Our results may be useful to establish uniform consistency of data-driven bandwidth kernel-type function estimators.
引用
收藏
页码:1380 / 1403
页数:24
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