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Finite Sample Properties of the Two-Step Empirical Likelihood Estimator 

Authors: Patrik Guggenberger a; Jinyong Hahn a
Affiliation:   a Department of Economics, University of California at Los Angeles, Los Angeles, California, USA
DOI: 10.1080/07474930500242987
Publication Frequency: 6 issues per year
Published in: journal Econometric Reviews, Volume 24, Issue 3 July 2005 , pages 247 - 263
Formats available: HTML (English) : PDF (English)
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Abstract

We investigate the finite sample properties of two-step empirical likelihood (EL) estimators. These estimators are shown to have the same third-order bias properties as EL itself. The Monte Carlo study provides evidence that (i) higher order asymptotics fails to provide a good approximation in the sense that the bias of the two-step EL estimators can be substantial and sensitive to the number of moment restrictions and (ii) the two-step EL estimators may have heavy tails.
Keywords: Empirical likelihood estimator; Finite sample performance; High order bias; Two-step empirical likelihood estimator
Mathematics Subject Classification: C13; C15; C21
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