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Functional Structure and Approximation in Econometrics
Type: Book
ISBN: 978-0-44450-861-4

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Publication date: 22 November 2012

Anna Kormilitsina and Denis Nekipelov

The Laplace-type estimator (LTE) is a simulation-based alternative to the classical extremum estimator that has gained popularity in applied research. We show that even though the…

Abstract

The Laplace-type estimator (LTE) is a simulation-based alternative to the classical extremum estimator that has gained popularity in applied research. We show that even though the estimator has desirable asymptotic properties, in small samples the point estimate provided by LTE may not necessarily converge to the extremum of the sample objective function. Furthermore, we suggest a simple test to verify if the estimator converges. We illustrate these results by estimating a prototype dynamic stochastic general equilibrium model widely used in macroeconomics research.

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DSGE Models in Macroeconomics: Estimation, Evaluation, and New Developments
Type: Book
ISBN: 978-1-78190-305-6

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Self-Learning and Adaptive Algorithms for Business Applications
Type: Book
ISBN: 978-1-83867-174-7

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