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Spatial Transferability and Updating Analysis of Mode Choice Models in Developing Countries

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  • Djoen San Santoso
  • Koji Tsunokawa

Abstract

This article examines the spatial transferability of mode choice models in developing countries. An evaluation of the updating procedure and sample size are also included in the study. Because of the insufficiency of model coefficients in explaining differences in unmeasured modal attributes, naïvely transferring a model is not recommended. An understanding of the transport characteristics in both the estimation context and the application context is required, in order to justify whether a variable is transferable or not. Four updating procedures -- updating alternative specific constants (ASCs), updating ASCs and scale parameter, the combined transfer estimator and Bayesian updating associated with three sets of small sample sizes -- are applied to improve transferability. In general, the first three approaches produce significant improvements. It is also proposed that a minimum small sample size of 400 observations is necessary for updating purposes.

Suggested Citation

  • Djoen San Santoso & Koji Tsunokawa, 2005. "Spatial Transferability and Updating Analysis of Mode Choice Models in Developing Countries," Transportation Planning and Technology, Taylor & Francis Journals, vol. 28(5), pages 341-358, July.
    • Handle: RePEc:taf:transp:v:28:y:2005:i:5:p:341-358
    DOI: 10.1080/03081060500319694
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    1. Ingram, Gregory K. & Zhi Liu, 1999. "Determinants of motorization and road provision," Policy Research Working Paper Series 2042, The World Bank.
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    1. Kavta, Kuldeep & Bösehans, Gustav & Bell, Margaret Carol & Liao, Fanchao & Correia, Gonçalo Homem de Almeida & Dissanayake, Dilum, 2024. "Assessing the spatial transferability of mode choice models: A case of shared electric mobility hubs (eHUBS) in Amsterdam and Manchester," Transport Policy, Elsevier, vol. 156(C), pages 101-111.
    2. Roosmayri Lovina Hermaputi & Chen Hua, 2024. "Decoding Jakarta Women’s Non-Working Travel-Mode Choice: Insights from Interpretable Machine-Learning Models," Sustainability, MDPI, vol. 16(19), pages 1-39, September.
    3. Nadeem Ul Haque & Faheem Jehangir Khan (ed.), 2022. "RASTA Local Research, Local Solutions: Urban Development, Volume II," PIDE Books, Pakistan Institute of Development Economics, number 2022:10.
    4. Faza Fawzan Bastarianto & Muhammad Zudhy Irawan & Charisma Choudhury & David Palma & Imam Muthohar, 2019. "A Tour-Based Mode Choice Model for Commuters in Indonesia," Sustainability, MDPI, vol. 11(3), pages 1-20, February.

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