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Estimation of regression parameters in the presence of outliers in the response.

Authors :
Sen Roy, Sugata
Guria, Sibnarayan
Source :
Statistics. Dec2009, Vol. 43 Issue 6, p531-539. 9p. 2 Charts.
Publication Year :
2009

Abstract

In this paper, we consider a regression model with non-spherical covariance structure and outliers in the response. The generalized least squares estimator obtained from the full data set is generally not used in the presence of outliers and an estimator based on only the non-outlying observations is preferred. Here we propose as an estimator a convex combination of the full set and the deleted set estimators and compare its performance with the other two. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
02331888
Volume :
43
Issue :
6
Database :
Academic Search Index
Journal :
Statistics
Publication Type :
Academic Journal
Accession number :
45020587
Full Text :
https://doi.org/10.1080/02331880802689357