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

被引:81
作者
Fosgerau, Mogens [1 ]
Bierlaire, Michel [1 ]
机构
[1] Ecole Polytech Fed Lausanne, Transport & Mobil Lab, Lausanne, Switzerland
关键词
mixed logit; random parameters; nonparametric; seminonparametric; hypothesis testing;
D O I
10.1016/j.trb.2007.01.002
中图分类号
F [经济];
学科分类号
02 ;
摘要
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. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:784 / 794
页数:11
相关论文
共 36 条
[1]  
Abramowitz M., 1972, HDB MATH FUNCTIONS F
[2]  
Algers S., 1998, MIXED LOGIT ESTIMATI
[3]   Adaptation of logit kernel to route choice situation [J].
Bekhor, S ;
Ben-Akiva, ME ;
Ramming, MS .
TRAVEL DEMAND AND LAND USE 2002: PLANNING AND ADMINISTRATION, 2002, (1805) :78-85
[4]  
Ben-Akiva M., 2001, Specification, Identification and Estimation of the Logit Kernel (or Continuous Mixed Logit) Model
[5]   The spatial analysis of activity stop generation [J].
Bhat, C ;
Zhao, HM .
TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2002, 36 (06) :557-575
[6]  
BIERENS HJ, UNPUB ECONOMETRIC TH
[7]  
Bierlaire M., 2003, P 3 SWISS TRANSP RES
[8]  
BIERLAIRE M, 2005, INTRO BIOGEME VERSIO
[9]   Valuing time and reliability: assessing the evidence from road pricing demonstrations [J].
Brownstone, D ;
Small, KA .
TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 2005, 39 (04) :279-293
[10]   Joint mixed logit models of stated and revealed preferences for alternative-fuel vehicles [J].
Brownstone, D ;
Bunch, DS ;
Train, K .
TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2000, 34 (05) :315-338