The Berry-Esseen bounds of wavelet estimator for regression model whose errors form a linear process with a ρ-mixing

Abstract In this paper, considering the nonparametric regression model Y n i = g ( t i ) + ε i $Y_{ni}=g(t_{i})+\varepsilon_{i}$ ( 1 ≤ i ≤ n $1\leq i\leq n$ ), where ε i = ∑ j = − ∞ ∞ a j e i − j $\varepsilon_{i}=\sum_{j=-\infty}^{\infty}a_{j}e_{i-j}$ and e i − j $e_{i-j}$ are identically distribute...

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Main Authors: Liwang Ding, Yongming Li
Format: Article
Language:English
Published: SpringerOpen 2016-03-01
Series:Journal of Inequalities and Applications
Subjects:
Online Access:http://link.springer.com/article/10.1186/s13660-016-1036-x
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author Liwang Ding
Yongming Li
author_facet Liwang Ding
Yongming Li
author_sort Liwang Ding
collection DOAJ
description Abstract In this paper, considering the nonparametric regression model Y n i = g ( t i ) + ε i $Y_{ni}=g(t_{i})+\varepsilon_{i}$ ( 1 ≤ i ≤ n $1\leq i\leq n$ ), where ε i = ∑ j = − ∞ ∞ a j e i − j $\varepsilon_{i}=\sum_{j=-\infty}^{\infty}a_{j}e_{i-j}$ and e i − j $e_{i-j}$ are identically distributed and ρ-mixing sequences. This paper obtains the Berry-Esseen bounds of the wavelet estimator of g ( ⋅ ) $g(\cdot)$ , the rates of the normal approximation are shown as O ( n − 1 / 6 ) $O(n^{-1/6})$ under certain conditions.
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spelling doaj.art-89947846810e4891a1742aa8342d33b32022-12-22T03:50:57ZengSpringerOpenJournal of Inequalities and Applications1029-242X2016-03-012016111210.1186/s13660-016-1036-xThe Berry-Esseen bounds of wavelet estimator for regression model whose errors form a linear process with a ρ-mixingLiwang Ding0Yongming Li1School of Information and Statistics, Guangxi University of Finance and EconomicsSchool of Mathematics and Computer Science, Shangrao Normal UniversityAbstract In this paper, considering the nonparametric regression model Y n i = g ( t i ) + ε i $Y_{ni}=g(t_{i})+\varepsilon_{i}$ ( 1 ≤ i ≤ n $1\leq i\leq n$ ), where ε i = ∑ j = − ∞ ∞ a j e i − j $\varepsilon_{i}=\sum_{j=-\infty}^{\infty}a_{j}e_{i-j}$ and e i − j $e_{i-j}$ are identically distributed and ρ-mixing sequences. This paper obtains the Berry-Esseen bounds of the wavelet estimator of g ( ⋅ ) $g(\cdot)$ , the rates of the normal approximation are shown as O ( n − 1 / 6 ) $O(n^{-1/6})$ under certain conditions.http://link.springer.com/article/10.1186/s13660-016-1036-xwavelet estimatorρ-mixingBerry-Esseen boundlinear process
spellingShingle Liwang Ding
Yongming Li
The Berry-Esseen bounds of wavelet estimator for regression model whose errors form a linear process with a ρ-mixing
Journal of Inequalities and Applications
wavelet estimator
ρ-mixing
Berry-Esseen bound
linear process
title The Berry-Esseen bounds of wavelet estimator for regression model whose errors form a linear process with a ρ-mixing
title_full The Berry-Esseen bounds of wavelet estimator for regression model whose errors form a linear process with a ρ-mixing
title_fullStr The Berry-Esseen bounds of wavelet estimator for regression model whose errors form a linear process with a ρ-mixing
title_full_unstemmed The Berry-Esseen bounds of wavelet estimator for regression model whose errors form a linear process with a ρ-mixing
title_short The Berry-Esseen bounds of wavelet estimator for regression model whose errors form a linear process with a ρ-mixing
title_sort berry esseen bounds of wavelet estimator for regression model whose errors form a linear process with a ρ mixing
topic wavelet estimator
ρ-mixing
Berry-Esseen bound
linear process
url http://link.springer.com/article/10.1186/s13660-016-1036-x
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