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Asymptotic properties of the wavelet estimator in non parametric regression model with martingale difference errors.

Authors :
Wang, Xuejun
Deng, Xin
Wu, Yi
Source :
Communications in Statistics: Theory & Methods. 2024, Vol. 53 Issue 9, p3312-3336. 25p.
Publication Year :
2024

Abstract

This work mainly investigates the asymptotic properties for the wavelet estimator in a non parametric regression model with martingale difference random errors. The moment consistency, strong consistency, complete consistency, the rate of strong consistency and the asymptotic normality for the wavelet estimator are established under some mild conditions, which were not obtained before. Some numerical analysis is carried out to support the theoretical results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03610926
Volume :
53
Issue :
9
Database :
Academic Search Index
Journal :
Communications in Statistics: Theory & Methods
Publication Type :
Academic Journal
Accession number :
176072385
Full Text :
https://doi.org/10.1080/03610926.2022.2152288