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Median-of-means approach for repeated measures data.

Authors :
Zhang, Yangchun
Liu, Pengfei
Source :
Communications in Statistics: Theory & Methods. 2021, Vol. 50 Issue 1, p3903-3912. 10p.
Publication Year :
2021

Abstract

In this paper, we introduce the median-of-means approach for estimating unknown parameters in multiple linear regression model and the regression model with autocorrelated error. The proposed estimators are not only robust against the outliers of data but also proved to be consistent. Extensive numerical simulations and one real dataset are presented to show the performances of new estimators. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03610926
Volume :
50
Issue :
1
Database :
Academic Search Index
Journal :
Communications in Statistics: Theory & Methods
Publication Type :
Academic Journal
Accession number :
152385376
Full Text :
https://doi.org/10.1080/03610926.2019.1710204