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On consistency of the weighted estimator in nonparametric regression model with asymptotically almost negatively associated random variables.

Authors :
Ding, Liwang
Chen, Ping
Source :
Communications in Statistics: Theory & Methods. 2022, Vol. 51 Issue 20, p7120-7135. 16p.
Publication Year :
2022

Abstract

This paper is concerned with the consistency of nonparametric regression model. For the weighted estimator of unknown regression function, the strong consistency, the complete consistency and the convergence rate of the complete consistency are investigated under some mild conditions. These results extend or improve the corresponding ones of Yang et al. (2018) for extended negatively dependent (END, for short) random variables to asymptotically almost negatively associated random variables. Also, the simulation study of the finite samples provided in this paper shows the validity of our results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03610926
Volume :
51
Issue :
20
Database :
Academic Search Index
Journal :
Communications in Statistics: Theory & Methods
Publication Type :
Academic Journal
Accession number :
158808724
Full Text :
https://doi.org/10.1080/03610926.2020.1871018