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Local Influence Analysis for Skew-Normal Linear Mixed Models.

Authors :
Montenegro, LourdesC.
Lachos, VictorH.
Bolfarine, Heleno
Source :
Communications in Statistics: Theory & Methods; Feb2009, Vol. 38 Issue 4, p484-496, 13p, 3 Graphs
Publication Year :
2009

Abstract

In this article, we consider local influence analysis for the skew-normal linear mixed model (SN-LMM). As the observed data log-likelihood associated with the SN-LMM is intractable, Cook's well-known approach cannot be applied to obtain measures of local influence. Instead, we develop local influence measures following the approach of Zhu and Lee (2001). This approach is based on the use of an EM-type algorithm and is measurement invariant under reparametrizations. Four specific perturbation schemes are discussed. Results obtained for a simulated data set and a real data set are reported, illustrating the usefulness of the proposed methodology. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03610926
Volume :
38
Issue :
4
Database :
Complementary Index
Journal :
Communications in Statistics: Theory & Methods
Publication Type :
Academic Journal
Accession number :
35951144
Full Text :
https://doi.org/10.1080/03610920802238647