A practical test for the choice of mixing distribution in discrete choice models

TY - JOUR

T1 - A practical test for the choice of mixing distribution in discrete choice models

AU - Fosgerau, Mogens

AU - Bierlaire, Michel

PY - 2007/8

Y1 - 2007/8

N2 - The choice of a specific distribution for random parameters of discrete choice models is a critical issue in transportation analysis. Indeed, various pieces of research have demonstrated that an inappropriate choice of the distribution may lead to serious bias in model forecast and in the estimated means of random parameters. In this paper, we propose a practical test, based on seminonparametric techniques. The test is analyzed both on synthetic and real data, and is shown to be simple and powerful.

AB - The choice of a specific distribution for random parameters of discrete choice models is a critical issue in transportation analysis. Indeed, various pieces of research have demonstrated that an inappropriate choice of the distribution may lead to serious bias in model forecast and in the estimated means of random parameters. In this paper, we propose a practical test, based on seminonparametric techniques. The test is analyzed both on synthetic and real data, and is shown to be simple and powerful.

KW - Hypothesis testing

KW - Mixed logit

KW - Nonparametric

KW - Random parameters

KW - Seminonparametric

UR - http://www.scopus.com/inward/record.url?scp=34247329538&partnerID=8YFLogxK

U2 - 10.1016/j.trb.2007.01.002

DO - 10.1016/j.trb.2007.01.002

M3 - Journal article

AN - SCOPUS:34247329538

SN - 0191-2615

VL - 41

SP - 784

EP - 794

JO - Transportation Research Part B: Methodological

JF - Transportation Research Part B: Methodological

IS - 7

ER -