CONSISTENT VARIANCE OF THE LAPLACE-TYPE ESTIMATORS: APPLICATION TO DSGE MODELS
成果类型:
Article
署名作者:
Kormilitsina, Anna; Nekipelov, Denis
署名单位:
Southern Methodist University; University of Virginia
刊物名称:
INTERNATIONAL ECONOMIC REVIEW
ISSN/ISSBN:
0020-6598
DOI:
10.1111/iere.12169
发表日期:
2016
页码:
603-621
关键词:
摘要:
The Laplace-type estimator has become popular in applied macroeconomics, in particular for estimation of dynamic stochastic general equilibrium (DSGE) models. It is often obtained as the mean and variance of a parameter's quasi-posterior distribution, which is defined using a classical estimation objective. We demonstrate that the objective must be properly scaled; otherwise, arbitrarily small confidence intervals can be obtained if calculated directly from the quasi-posterior distribution. We estimate a standard DSGE model and find that scaling up the objective may be useful in estimation with problematic parameter identification. It this case, however, it is important to adjust the quasi-posterior variance to obtain valid confidence intervals.
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