Semiparametric specification of the utility function in a travel mode choice model

被引:12
|
作者
Fukuda, Daisuke [1 ]
Yai, Tetsuo [2 ]
机构
[1] Tokyo Inst Technol, Dept Civil & Environm Engn, Meguro Ku, Tokyo 1528552, Japan
[2] Tokyo Inst Technol, Dept Built Environm, Midori Ku, Yokohama, Kanagawa 2268502, Japan
关键词
Travel mode choice; Discrete choice model; Semiparametric specification; Interregional trip; Generalized additive model; Smoothing spline; MAXIMUM-LIKELIHOOD-ESTIMATION; REGRESSION;
D O I
10.1007/s11116-009-9253-5
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
We propose a semiparametric approach that can capture the nonlinearity of deterministic components of the utility functions in discrete choice models and demonstrate it by analyzing travel mode choice behaviour for an interregional trip. The proposed smoothing spline-based specification method can be used to make ex ante evaluations regarding the parametric specifications of the deterministic utility functions in discrete choice models.
引用
收藏
页码:221 / 238
页数:18
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