Complete convergence for weighted sums of widely orthant-dependent random variables and its statistical application

被引:5
作者
Lang, Junjun [1 ]
He, Tianyun [1 ]
Cheng, Lu [1 ]
Lu, Chao [1 ]
Wang, Xuejun [1 ]
机构
[1] Anhui Univ, Sch Math Sci, Hefei 230601, Peoples R China
来源
REVISTA MATEMATICA COMPLUTENSE | 2021年 / 34卷 / 03期
基金
中国国家自然科学基金;
关键词
Complete convergence; Widely orthant-dependent random variables; Nonparametric regression model; Complete consistency; COMPLETE MOMENT CONVERGENCE;
D O I
10.1007/s13163-020-00369-5
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we investigate the complete convergence for weighted sums of widely orthant-dependent (WOD, for short) random variables. Our results extend the corresponding ones of Chen and Sung (Stat Probab Lett 154, 2019) to a much more general type of complete convergence. As an application of our main results, we establish the complete consistency for the estimator in the nonparametric regression models and provide a simulation study to assess the finite sample performance of the theoretical results.
引用
收藏
页码:853 / 881
页数:29
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