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International Economic Review
Article . 1985 . Peer-reviewed
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Multinomial Logit Specification Tests

Multinomial logit specification tests
Authors: Hsiao, Cheng; Small, K.;

Multinomial Logit Specification Tests

Abstract

This paper considers tests of the multinomial logit (MNL) model against unspecified alternative models. The test we propose avoids both the asymptotic bias of the likelihood ratio test originally suggested by \textit{D. McFadden}, \textit{K. Train} and \textit{W. Tye} [An application of diagnostic tests for the independence from irrelevant alternatives properties of the multinomial logit model. Transport. Res. Record 637, 39-46 (1981)], and the matrix manipulation and inversion required for the Hausman-type test recently suggested by \textit{J. A. Hausman} and \textit{D. McFadden} [Econometrica 52, 1219-1240 (1984; Zbl 0564.62095)]. It is computable on many existing logit programs, and in at least one example appears far more stable in finite samples than the Hausman-McFadden test. We therefore suspect it will prove useful for detecting departure from the MNL specification.

Country
China (People's Republic of)
Related Organizations
Keywords

diagnostic tests, multinomial logit, Asymptotic properties of parametric tests, asymptotic bias, Hypothesis testing in multivariate analysis, Applications of statistics to economics, specification tests, independence from irrelevant alternatives

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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!
274
Top 1%
Top 1%
Average
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