Mitigating the impact of errors in travel time reporting on mode choice modelling
Silvia F. Varotto,
Michel Bierlaire and
Journal of Transport Geography, 2017, vol. 62, issue C, 236-246
Travel time is a major component in understanding travel demand. However, the quantification of demand and forecasting hinges on understanding how travel time is perceived and reported. Travel time reporting is typically subject to errors and this paper focuses on the mitigation of their impact on choice models. The aim is to explain the origin of these errors by including elements of travel behaviour (e.g., activities during the trip), which have been shown to significantly affect mode choices and commuting satisfaction. Based on responses from a revealed preferences survey, we estimate a mode choice model that treats travel time as a latent variable and incorporates different sources of data along with information on travel activities. Employing these multiple – sometimes incongruent – sources of information in the choice model appears to be beneficial. Results from comparing a logit model assuming error-free inputs and the integrated hybrid model revealed significant impacts on the generated policy scenarios. The model results also contributed to identifying the main travel activity features that affect travel time reporting, providing indications that can assist in understanding and mitigating the impact of imprecise measurements.
Keywords: Reported travel time; Measurement error; Latent variables; Hybrid choice; Mode choice; Discrete choice (search for similar items in EconPapers)
References: View references in EconPapers View complete reference list from CitEc
Citations View citations in EconPapers (2) Track citations by RSS feed
Downloads: (external link)
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
Persistent link: https://EconPapers.repec.org/RePEc:eee:jotrge:v:62:y:2017:i:c:p:236-246
Access Statistics for this article
Journal of Transport Geography is currently edited by Frank Witlox
More articles in Journal of Transport Geography from Elsevier
Bibliographic data for series maintained by Dana Niculescu ().