Semi-parametric indirect inference

Ramdan Dridi and Eric Renault

LSE Research Online Documents on Economics from London School of Economics and Political Science, LSE Library

Abstract: We develop in this paper a generalization of the Indirect Inference (II) to semi-parametric settings and termed Semi-parametric Indirect Inference (SII). We introduce a new notion of Partial Encompassing which lays the emphasis on Pseudo True Values of Interest. The main difference with the older notion of encompassing is that some components of the pseudo-true value of interest associated with the structural parameters do correspond to true unknown values. This enables us to produce a theory of robust estimation despite mis-specifications in the structural model being used as a simulator. We also provide the asymptotic probability distributions of our SII estimators as well as Wald Encompassing Tests (WET) and advocate the use of Hausman type tests on the required assumptions for the consistency of the SII estimators. We illustrate our theory with examples based on semi-parametric stochastic volatility models.

Keywords: Indirect inference; partial encompassing; pseudo-true value of interest; structural models; instrumental models; Wald encompassing tests. (search for similar items in EconPapers)
JEL-codes: C13 C14 C15 C52 (search for similar items in EconPapers)
Pages: 64 pages
Date: 2000-05
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (15)

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http://eprints.lse.ac.uk/6864/ Open access version. (application/pdf)

Related works:
Working Paper: Semi-Parametric Indirect Inference (2000)
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Persistent link: https://EconPapers.repec.org/RePEc:ehl:lserod:6864

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