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Assessment of model uncertainty in destinations and travel forecasts of models of complex spatial shopping behaviour

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  • Rasouli, Soora
  • Timmermans, Harry

Abstract

This paper reports the results of an analysis of model uncertainty in the context of shopping behaviour. This analysis is positioned in a discussion on the evolution of models of spatial shopping behaviour. For different generations of shopping models, the potential of uncertainty analysis is discussed. The actual analysis is based on an application of the Albatross model to the city of Rotterdam, The Netherlands. Characteristic of this model is that shopping trips are embedded in the prediction of daily more comprehensive activity-travel patterns, adding complexity and realism to traditional models of spatial shopping behaviour, such as the Huff and spatial interaction model. Results show that overall the uncertainty associated with the aggregate outcomes of the model is small. It is higher for the total number of visits to selected shopping areas.

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  • Rasouli, Soora & Timmermans, Harry, 2013. "Assessment of model uncertainty in destinations and travel forecasts of models of complex spatial shopping behaviour," Journal of Retailing and Consumer Services, Elsevier, vol. 20(2), pages 139-146.
    • Handle: RePEc:eee:joreco:v:20:y:2013:i:2:p:139-146
    DOI: 10.1016/j.jretconser.2012.05.001
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    1. Arentze, Theo A. & Timmermans, Harry J. P., 2004. "A learning-based transportation oriented simulation system," Transportation Research Part B: Methodological, Elsevier, vol. 38(7), pages 613-633, August.
    2. A. Porojan, 2001. "Trade Flows and Spatial Effects: The Gravity Model Revisited," Open Economies Review, Springer, vol. 12(3), pages 265-280, July.
    3. C M Guy, 1987. "Recent Advances in Spatial Interaction Modelling: An Application to the Forecasting of Shopping Travel," Environment and Planning A, , vol. 19(2), pages 173-186, February.
    4. David L. Huff, 1963. "A Probabilistic Analysis of Shopping Center Trade Areas," Land Economics, University of Wisconsin Press, vol. 39(1), pages 81-90.
    5. Ming-Long Lee & R. Kelley Pace, 2005. "Spatial Distribution of Retail Sales," The Journal of Real Estate Finance and Economics, Springer, vol. 31(1), pages 53-69, August.
    6. Dean H. Gatzlaff & G. Stacy Sirmans & Barry A. Diskin, 1994. "The Effect of Anchor Tenant Loss on Shopping Center Rents," Journal of Real Estate Research, American Real Estate Society, vol. 9(1), pages 99-110.
    7. Simmonds, David & Feldman, Olga, 2011. "Alternative approaches to spatial modelling," Research in Transportation Economics, Elsevier, vol. 31(1), pages 2-11.
    8. Brooks, Charles M. & Kaufmann, Patrick J. & Lichtenstein, Donald R., 2008. "Trip chaining behavior in multi-destination shopping trips: A field experiment and laboratory replication," Journal of Retailing, Elsevier, vol. 84(1), pages 29-38.
    9. Roorda, Matthew J. & Miller, Eric J. & Habib, Khandker M.N., 2008. "Validation of TASHA: A 24-h activity scheduling microsimulation model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(2), pages 360-375, February.
    10. Mark J. Eppli & John D. Benjamin, 1994. "The Evolution of Shopping Center Research: A Review and Analysis," Journal of Real Estate Research, American Real Estate Society, vol. 9(1), pages 5-32.
    11. A. Ason Okoruwa & Hugh O. Nourse & Joseph V. Terza, 1994. "Estimating Sales for Retail Centers: An Application of the Poisson Gravity Model," Journal of Real Estate Research, American Real Estate Society, vol. 9(1), pages 85-98.
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    6. Wieland, Thomas, 2014. "Räumliches Einkaufsverhalten und Standortpolitik im Einzelhandel unter Berücksichtigung von Agglomerationseffekten: Theoretische Erklärungsansätze, modellanalytische Zugänge und eine empirisch-ökonome," MPRA Paper 77163, University Library of Munich, Germany.
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