The Berry-Esseen bounds of wavelet estimator for nonparametric regression models whose errors form a linear process based on ANA sequences

被引:0
|
作者
Tang, Xufei [1 ,2 ]
Wang, Xuejun [1 ]
Shen, Aiting [1 ]
机构
[1] Anhui Univ, Sch Big Data & Stat, Hefei 230601, Peoples R China
[2] ChaoHu Univ, Sch Math & Big Data, Hefei, Peoples R China
关键词
Berry-Esseen bound; wavelet estimator; nonparametric regression model; linear process; asymptotically negatively associated sequences;
D O I
10.1080/00949655.2024.2381495
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we consider the nonparametric regression model $ Y_{ni}= g(t_{ni})+\varepsilon _i $ Yni=g(tni)+& varepsilon;i ( $ 1\leq i\leq n $ 1 <= i <= n), where $ \varepsilon _{i}=\sum _{j=-\infty }<^>{\infty }a_je_{i-j} $ & varepsilon;i=& sum;j=-infinity infinity ajei-j and $ e_{i} $ ei are identically distributed and asymptotically negatively associated (ANA or $ \rho <^>- $ rho-, for short) sequences. This paper obtains the Berry-Esseen bounds of the wavelet estimator of $ g(\cdot ) $ g(& sdot;), and the rate of the normal approximation is shown as $ O(n<^>{-1/4}) $ O(n-1/4) under certain conditions. Finally, the simulation study is provided to verify the validity of the theoretical results.
引用
收藏
页码:3252 / 3270
页数:19
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