Highlights Adapted four asymmetric models to route choice by parameterization. Tested the asymmetric models by GPS data collected from taxis and bicycles. Revealed and compared the route choice patterns of driving and cycling.

    Abstract Among the discrete choice contexts discussed in the transportation literature, route choice is particularly challenging, for which several model structures with different assumptions were developed. Recently, a group of closed-form multinomial models with asymmetric choice probability functions have been proposed to resolve the class imbalance problem in mode choice. However, these asymmetric models can hardly be estimated when the choice sets vary with observations. This paper fills the gap between the asymmetric models and the existing literature, and also adapt the models to route choice by proposing three approaches to further parameterize the shape parameter. This paper also tests the asymmetric models by two independent GPS datasets: taxi data collected in Guangzhou as well as bicycle data collected in Tel Aviv. Comparative analysis is conducted between taxi drivers and cyclists on their route choice behavior. The results indicate the existence of class imbalance in both cases. Moreover, the asymmetric models have case-dependent performance, and different parameterizations correspond to different interpretations of the asymmetry in route choice.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Asymmetric closed-form route choice models: Formulations and comparative applications


    Beteiligte:
    Li, Dawei (Autor:in) / Feng, Siqi (Autor:in) / Song, Yuchen (Autor:in) / Lai, Xinjun (Autor:in) / Bekhor, Shlomo (Autor:in)


    Erscheinungsdatum :

    2023-02-16




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Route Choice Models

    Ben-Akiva, M. E. / Ramming, M. S. / Bekhor, S. | British Library Conference Proceedings | 2004


    Choice of travel demand forecast models: comparative analysis in urban rail route choice

    Kato, H. / Kaneko, Y. / Inoue, M. | British Library Conference Proceedings | 2007


    Behavioural Models of Airport Choice and Air Route Choice

    Bradley, M. A. / International Association of Travel Behaviour Research | British Library Conference Proceedings | 1998


    Route choice modeling without route choice

    Fosgerau, M. / Frejinger, E. / Karlstrom, A. et al. | British Library Conference Proceedings | 2009


    Evaluation of choice set generation algorithms for route choice models

    Bekhor, S. / Ben-Akiva, M. E. / Ramming, M. S. | British Library Conference Proceedings | 2006