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Bounded tilting estimation.

Authors :
Schennach, Susanne M.
Wahlstrom, Oscar
Source :
Econometric Reviews. Sep2024, p1-14. 14p. 1 Illustration.
Publication Year :
2024

Abstract

AbstractThe search for one-step alternatives to the generalized method of moment (GMM) has identified broad classes of potential estimators such as generalized empirical likelihoods (GEL), empirical cressie-read (ECR), exponentially tilted empirical likelihood (ETEL), and minimum discrepancy (MD) estimators. While empirical likelihood (EL) dominates other ECR estimators in terms of higher-order asymptotics, it lacks robustness to model misspecification. ETEL was shown to combine higher-order efficiency and robustness to misspecification but demands strong moment generating function existence conditions. We show, both theoretically and via simulations, how to achieve the same goal under weaker moment existence conditions within the class of MD estimators. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
07474938
Database :
Academic Search Index
Journal :
Econometric Reviews
Publication Type :
Academic Journal
Accession number :
179682109
Full Text :
https://doi.org/10.1080/07474938.2024.2396108