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
相关论文
共 50 条
  • [41] Values, attitudes and travel behavior: a hierarchical latent variable mixed logit model of travel mode choice
    Paulssen, Marcel
    Temme, Dirk
    Vij, Akshay
    Walker, Joan L.
    TRANSPORTATION, 2014, 41 (04) : 873 - 888
  • [42] Values, attitudes and travel behavior: a hierarchical latent variable mixed logit model of travel mode choice
    Marcel Paulssen
    Dirk Temme
    Akshay Vij
    Joan L. Walker
    Transportation, 2014, 41 : 873 - 888
  • [43] UTILITY FUNCTION MODEL FOR OPTIMAL MATERIAL CHOICE FOR MULTIFUNCTIONAL PERFORMANCE
    ADIDAM, SRS
    RAMAKRISHNAN, TS
    RAO, JKS
    COMPUTERS & STRUCTURES, 1978, 8 (05) : 583 - 587
  • [44] A logit model for modal choice with a fuzzy logic utility function
    Mizutani, K
    Akiyama, T
    TRAFFIC AND TRANSPORTATION STUDIES, 2000, : 311 - 318
  • [45] A spatial rank-ordered probit model with an application to travel mode choice
    Mondal A.
    Bhat C.R.
    Transportation Research Part B: Methodological, 2022, 155 : 374 - 393
  • [46] A binary choice model for adoption of an emerging travel mode with unique service features
    Gu, Yu
    Chen, Anthony
    Jang, Sunghoon
    Kitthamkesorn, Songyot
    COMMUNICATIONS IN TRANSPORTATION RESEARCH, 2024, 4
  • [47] Mixed Logit model for understanding travel mode choice behavior of megalopolitan residents
    Luan X.
    Deng W.
    Cheng L.
    Chen X.-Y.
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2018, 48 (04): : 1029 - 1036
  • [48] Automatic bandwidth choice in a semiparametric regression model
    Hong, SY
    STATISTICA SINICA, 1999, 9 (03) : 775 - 794
  • [49] Nested Logit Model of Elderly Travel Mode Choice Based on Boundedly Rationality
    Zhang B.
    Tao W.-K.
    Liu J.-R.
    Xue Y.-Q.
    Deng M.-J.
    Jiaotong Yunshu Xitong Gongcheng Yu Xinxi/Journal of Transportation Systems Engineering and Information Technology, 2023, 23 (06): : 74 - 82
  • [50] Cluster-Based Logistic Regression Model for Holiday Travel Mode Choice
    Li, Juan
    Weng, Jinxian
    Shao, Chunfu
    Guo, Hongwei
    GREEN INTELLIGENT TRANSPORTATION SYSTEM AND SAFETY, 2016, 138 : 729 - 737