A Diagnostic Test for the Multinomial Logit Model
- 1 April 1987
- journal article
- research article
- Published by Taylor & Francis in Journal of Business & Economic Statistics
- Vol. 5 (2) , 283-286
- https://doi.org/10.1080/07350015.1987.10509587
Abstract
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.Keywords
This publication has 6 references indexed in Scilit:
- A note on the independence of irrelevant alternatives in probabilistic choice modelsEconomics Letters, 1985
- Multinomial Logit Specification TestsInternational Economic Review, 1985
- Specification Tests for the Multinomial Logit ModelEconometrica, 1984
- The dogit modelTransportation Research Part B: Methodological, 1979
- Specification Tests in EconometricsEconometrica, 1978
- A Conditional Probit Model for Qualitative Choice: Discrete Decisions Recognizing Interdependence and Heterogeneous PreferencesEconometrica, 1978