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Likelihood inference in an autogression with fixed effects

 

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Type:   Article
 
Titre:   Likelihood inference in an autogression with fixed effects
 
Auteur(s):   Jochmans, Koen (1982-...) - Département d'économie (Auteur)
Dhaene, Geert - Catholic University of Leuven (Auteur)
 
In:   Econometric Theory
 
Date de publication:   2015-05
 
Éditeur:   Cambridge University Press
 
Volume:   Forthcoming in print
 
ISSN:   02664666
 
DOI:   10.1017/S0266466615000146
 
Résumé:   [en] We calculate the bias of the profile score for the regression coefficients in a multistratum autoregressive model with stratum-specific intercepts. The bias is free of incidental parameters. Centering the profile score delivers an unbiased estimating equation and, upon integration, an adjusted profile likelihood. A variety of other approaches to constructing modified profile likelihoods are shown to yield equivalent results. However, the global maximizer of the adjusted likelihood lies at infinity for any sample size, and the adjusted profile score has multiple zeros. Consistent parameter estimates are obtained as local maximizers inside or on an ellipsoid centered at the maximum likelihood estimator.
 
 

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