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Article
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Econometrica
Article . 1997 . Peer-reviewed
Data sources: Crossref
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Likelihood Ratio Specification Tests

Likelihood ratio specification tests
Authors: Chesher, AD; Smith, RJ;

Likelihood Ratio Specification Tests

Abstract

Summary: Misspecification tests for parametric models, \(f(y,\theta)\), that examine data for failure of moment conditions implied by the maintained parametric distribution are interpreted as score tests of \(H_0:\lambda=0\) in the context of a parametric family of distributions \(r(y;\theta,\lambda)\). This family contains the maintained distribution as a special case \((\lambda=0)\) and has the property that only in that special case do the chosen moment conditions hold. A likelihood ratio test of \(H_0:\lambda=0\) therefore constitutes an alternative test of the validity of the moment conditions. This test admits a Bartlett correction, unlike conventional moment tests for which adjustments based on second order asymptotic theory may behave badly. The dependence of the Bartlett correction and of the \(O(n^{-1/2})\) local power of the test on the way in which \(r(y;\theta,\lambda)\) is constructed is studied. In many cases the correction can be made to vanish leading to a specification test whose distribution is chi-square to order \(O_p(n^{-2})\).

Country
United Kingdom
Related Organizations
Keywords

Bartlett correction, score tests, exponential regression, local power, likelihood ratio test, Parametric hypothesis testing, moment tests, specification test, Edgeworth expansion, Applications of statistics to economics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
26
Average
Top 10%
Average
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