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Econometrics  2013 

Generalized Empirical Likelihood-Based Focused Information Criterion and Model Averaging

DOI: 10.3390/econometrics1020141

Keywords: model selection, model averaging, focused information criterion, generalized empirical likelihood

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Abstract:

This paper develops model selection and averaging methods for moment restriction models. We first propose a focused information criterion based on the generalized empirical likelihood estimator. We address the issue of selecting an optimal model, rather than a correct model, for estimating a specific parameter of interest. Then, this study investigates a generalized empirical likelihood-based model averaging estimator that minimizes the asymptotic mean squared error. A simulation study suggests that our averaging estimator can be a useful alternative to existing post-selection estimators.

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