Route Choice Analysis Incorporating both Observed and Unobserved Origin-Destination Specific Heterogeneity
This paper explores the effect of observed and unobserved heterogeneity on route choice within the mixed logit framework. In contrast with previous research, in which only consider individual specific heterogeneity, origin-destination (O-D) pair specific heterogeneity is taken into account. Long term GPS data collected by private vehicles in Toyota city, Japan is used to estimate the choice models proposed in this study. This empirical analysis demonstrates that incorporation of observed characteristics and unobserved O-D pair specific heterogeneity can enhance route choice models significantly. It is also confirmed that drivers’ taste is significantly affected by age, gender, vehicle displacement, O-D distance and drivers’ familiarity with the O-D.
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Supplemental Notes:
- This paper was sponsored by TRB committee ADB30 Standing Committee on Transportation Network Modeling.
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Corporate Authors:
500 Fifth Street, NW
Washington, DC United States 20001 -
Authors:
- Li, Dawei
- Miwa, Tomio
- Morikawa, Takayuki
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Conference:
- Transportation Research Board 96th Annual Meeting
- Location: Washington DC, United States
- Date: 2017-1-8 to 2017-1-12
- Date: 2017
Language
- English
Media Info
- Media Type: Digital/other
- Features: Figures; References; Tables;
- Pagination: 21p
- Monograph Title: TRB 96th Annual Meeting Compendium of Papers
Subject/Index Terms
- TRT Terms: Choice models; Drivers; Multinomial logits; Origin and destination; Route choice; Utility theory
- Geographic Terms: Toyota City (Japan)
- Subject Areas: Data and Information Technology; Highways; Planning and Forecasting;
Filing Info
- Accession Number: 01627703
- Record Type: Publication
- Report/Paper Numbers: 17-04358
- Files: TRIS, TRB, ATRI
- Created Date: Feb 27 2017 5:12PM