Fosgerau, M., and Bierlaire, M. (2006)

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

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 biases 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.

Published as:
Fosgerau and Bierlaire, 2007
Fosgerau, M., and Bierlaire, M. (2007). A practical test for the choice of mixing distribution in discrete choice models, Transportation Research Part B: Methodological 41(7):784-794.
ISI 2004: Impact factor: 2.856, cited half-life: 9.1