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Estimating choice models containing attraction variables

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  • Daly, Andrew

Abstract

The paper presents a family of disaggregate choice models, which are shown to be equivalent to many of the aggregate models commonly used in planning studies. A brief summary is given of the method that has been developed for estimating the parameters of these models. A generalisation is then introduced in which variables representing the attractiveness in terms of size or quantity of each alternative are allowed to enter the model. It is shown that the form in which these variables enter the model requires a more general estimation algorithm than is commonly used, and such an algorithm is presented. A series of practical tests of the new algorithm is described.

Suggested Citation

  • Daly, Andrew, 1982. "Estimating choice models containing attraction variables," Transportation Research Part B: Methodological, Elsevier, vol. 16(1), pages 5-15, February.
  • Handle: RePEc:eee:transb:v:16:y:1982:i:1:p:5-15
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    Cited by:

    1. Nair, Gopindra S. & Bhat, Chandra R. & Batur, Irfan & Pendyala, Ram M. & Lam, William H.K., 2020. "A model of deadheading trips and pick-up locations for ride-hailing service vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 135(C), pages 289-308.
    2. Tsoleridis, Panagiotis & Choudhury, Charisma F. & Hess, Stephane, 2023. "Probabilistic choice set formation incorporating activity spaces into the context of mode and destination choice modelling," Journal of Transport Geography, Elsevier, vol. 108(C).
    3. Kristoffersson, Ida & Daly, Andrew & Algers, Staffan, 2018. "Modelling the attraction of travel to shopping destinations in large-scale modelling," Transport Policy, Elsevier, vol. 68(C), pages 52-62.
    4. Kristoffersson, Ida & Daly, Andrew & Algers, Staffan, 2017. "Modelling the attraction of shopping centres," Working papers in Transport Economics 2017:1, CTS - Centre for Transport Studies Stockholm (KTH and VTI).
    5. Sikder, Sujan & Pinjari, Abdul Rawoof, 2013. "The benefits of allowing heteroscedastic stochastic distributions in multiple discrete-continuous choice models," Journal of choice modelling, Elsevier, vol. 9(C), pages 39-56.
    6. Pinjari, Abdul Rawoof & Bhat, Chandra R. & Hensher, David A., 2009. "Residential self-selection effects in an activity time-use behavior model," Transportation Research Part B: Methodological, Elsevier, vol. 43(7), pages 729-748, August.
    7. Liu, Chengxi & Tapani, Andreas & Kristoffersson, Ida & Rydergren, Clas & Jonsson, Daniel, 2020. "Development of a large-scale transport model with focus on cycling," Transportation Research Part A: Policy and Practice, Elsevier, vol. 134(C), pages 164-183.
    8. Fabian Bastin & Cinzia Cirillo & Philippe L. Toint, 2010. "Estimating Nonparametric Random Utility Models with an Application to the Value of Time in Heterogeneous Populations," Transportation Science, INFORMS, vol. 44(4), pages 537-549, November.
    9. repec:rre:publsh:v:38:y:2008:i:3:p:395-415 is not listed on IDEAS
    10. Thuy Linh Hoang & Muhammad Adnan & Anh Tuan Vu & Nguyen Hoang-Tung & Bruno Kochan & Tom Bellemans, 2022. "Modeling and Structuring of Activity Scheduling Choices with Consideration of Intrazonal Tours: A Case Study of Motorcycle-Based Cities," Sustainability, MDPI, vol. 14(10), pages 1-23, May.
    11. Christ of Zöllig & Kay W. Axhausen, 2012. "Assessment of infrastructure investments using agent-based accessibility," Chapters, in: Karst T. Geurs & Kevin J. Krizek & Aura Reggiani (ed.), Accessibility Analysis and Transport Planning, chapter 4, pages 54-70, Edward Elgar Publishing.
    12. Sang-Eon Seo & Nobuaki Ohmori & Noboru Harata, 2013. "Effects of household structure and accessibility on travel," Transportation, Springer, vol. 40(4), pages 847-865, July.
    13. Persyn, Damiaan, 2021. "Migrants looking for opportunities - On destination size and spatial aggregation in the gravity equation for migration," MPRA Paper 111064, University Library of Munich, Germany.
    14. Tamblay, Sebastián & Galilea, Patricia & Iglesias, Paula & Raveau, Sebastián & Muñoz, Juan Carlos, 2016. "A zonal inference model based on observed smart-card transactions for Santiago de Chile," Transportation Research Part A: Policy and Practice, Elsevier, vol. 84(C), pages 44-54.
    15. Hossain, Sanjana & Habib, Khandker Nurul, 2022. "Inferring origin and destination zones of transit trips through fusion of smart card transactions, travel surveys, and land-use data," Transportation Research Part A: Policy and Practice, Elsevier, vol. 165(C), pages 267-284.
    16. Cascetta, Ennio & Papola, Andrea, 2009. "Dominance among alternatives in random utility models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 43(2), pages 170-179, February.
    17. Andrew Daly, 2013. "Forecasting behaviour: with applications to transport," Chapters, in: Stephane Hess & Andrew Daly (ed.), Choice Modelling, chapter 2, pages 48-72, Edward Elgar Publishing.
    18. Shiva Habibi & Emma Frejinger & Marcus Sundberg, 2019. "An empirical study on aggregation of alternatives and its influence on prediction in car type choice models," Transportation, Springer, vol. 46(3), pages 563-582, June.
    19. Kim, Chansung, 2008. "Commuting time stability: A test of a co-location hypothesis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(3), pages 524-544, March.
    20. Prashker, Joseph & Shiftan, Yoram & Hershkovitch-Sarusi, Pazit, 2008. "Residential choice location, gender and the commute trip to work in Tel Aviv," Journal of Transport Geography, Elsevier, vol. 16(5), pages 332-341.
    21. Bhat, Chandra R. & Guo, Jessica Y., 2007. "A comprehensive analysis of built environment characteristics on household residential choice and auto ownership levels," Transportation Research Part B: Methodological, Elsevier, vol. 41(5), pages 506-526, June.
    22. Caleb Van Nostrand & Vijayaraghavan Sivaraman & Abdul Pinjari, 2013. "Analysis of long-distance vacation travel demand in the United States: a multiple discrete–continuous choice framework," Transportation, Springer, vol. 40(1), pages 151-171, January.
    23. Tsoleridis, Panagiotis & Choudhury, Charisma F. & Hess, Stephane, 2022. "Utilising activity space concepts to sampling of alternatives for mode and destination choice modelling of discretionary activities," Journal of choice modelling, Elsevier, vol. 42(C).
    24. Bekhor, Shlomo & Prashker, Joseph N., 2008. "GEV-based destination choice models that account for unobserved similarities among alternatives," Transportation Research Part B: Methodological, Elsevier, vol. 42(3), pages 243-262, March.
    25. Bondemark, Anders, 2020. "The relationship between accessibility and price – The case of Swedish food stores," Journal of Transport Geography, Elsevier, vol. 82(C).

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