多项Logit模型的诊断检验

A Diagnostic Test for the Multinomial Logit Model

Journal of Business & Economic Statistics · 1987
被引 56
人大 AABS 4

中文导读

提出一种针对多项Logit模型的拉格朗日乘子检验,以dogit模型为备择假设,并通过蒙特卡洛实验研究其有限样本性质及对嵌套多项Logit和多项Probit模型的检验功效。

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.

拉格朗日乘子检验多项Logit模型Dogit模型无关方案独立性