A Diagnostic Test for the Multinomial Logit Model

I propose a Lagrange multiplier test for the multinomial logit model against the dogit model (Gaudry and Dagenais 1979) as the alternative hypothesis. In view of the well-known drawback of the restrictive property of independence from irrelevant alternatives implied by the multinomial logit model, a...

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Main Author: TSE, Yiu Kuen
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Language:English
Published: Institutional Knowledge at Singapore Management University 1987
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Online Access:https://ink.library.smu.edu.sg/soe_research/349
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spelling sg-smu-ink.soe_research-13482010-09-23T05:48:03Z A Diagnostic Test for the Multinomial Logit Model TSE, Yiu Kuen I propose a Lagrange multiplier test for the multinomial logit model against the dogit model (Gaudry and Dagenais 1979) as the alternative hypothesis. In view of the well-known drawback of the restrictive property of independence from irrelevant alternatives implied by the multinomial logit model, a specification test has much to recommend it. Finite sample properties of the test are studied using a Monte Carlo experiment, and the test's power against the nested multinomial logit model and the multinomial probit model is investigated. The test is found to be sensitive to the values of the regression parameters of the linear random utility function. 1987-01-01T08:00:00Z text https://ink.library.smu.edu.sg/soe_research/349 info:doi/10.2307/1391909 Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Economics
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Economics
spellingShingle Economics
TSE, Yiu Kuen
A Diagnostic Test for the Multinomial Logit Model
description I propose a Lagrange multiplier test for the multinomial logit model against the dogit model (Gaudry and Dagenais 1979) as the alternative hypothesis. In view of the well-known drawback of the restrictive property of independence from irrelevant alternatives implied by the multinomial logit model, a specification test has much to recommend it. Finite sample properties of the test are studied using a Monte Carlo experiment, and the test's power against the nested multinomial logit model and the multinomial probit model is investigated. The test is found to be sensitive to the values of the regression parameters of the linear random utility function.
format text
author TSE, Yiu Kuen
author_facet TSE, Yiu Kuen
author_sort TSE, Yiu Kuen
title A Diagnostic Test for the Multinomial Logit Model
title_short A Diagnostic Test for the Multinomial Logit Model
title_full A Diagnostic Test for the Multinomial Logit Model
title_fullStr A Diagnostic Test for the Multinomial Logit Model
title_full_unstemmed A Diagnostic Test for the Multinomial Logit Model
title_sort diagnostic test for the multinomial logit model
publisher Institutional Knowledge at Singapore Management University
publishDate 1987
url https://ink.library.smu.edu.sg/soe_research/349
_version_ 1770569119535464448