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Time, space and hedonic prediction accuracy: evidence from Corsican apartment markets

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  • Yuheng Ling

    (University of Corsica)

Abstract

In this study, we propose a hedonic housing model to address spatial and temporal latent structures simultaneously. With the development of spatial econometrics and spatial statistics, economists can now better assess the impact of spatial correlation on house prices. However, the simultaneous handling of spatial and temporal correlation is still under development. Since the commonly used spatial econometric models cannot appropriately account for the two kinds of correlation simultaneously, we propose using a hierarchical spatiotemporal model from spatial statistics. Based on a Bayesian framework and a Stochastic Partial Differential Equation approach, estimation is carried out via Integrated Nested Laplace Approximations. We then perform an empirical study on apartment transaction prices in Corsica (France) using the proposed model. The empirical results demonstrate that the prediction performance of the hierarchical spatiotemporal model is the best among all candidate models. Moreover, the hedonic estimates are affected by spatial effects and temporal effects. Ignoring these effects could result in serious forecasting issues.

Suggested Citation

  • Yuheng Ling, 2020. "Time, space and hedonic prediction accuracy: evidence from Corsican apartment markets," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 64(2), pages 367-388, April.
    • Handle: RePEc:spr:anresc:v:64:y:2020:i:2:d:10.1007_s00168-019-00967-2
    DOI: 10.1007/s00168-019-00967-2
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    1. Chihiro Shimizu & Koji Karato & Kiyohiko Nishimura, 2014. "Nonlinearity of housing price structure," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 7(4), pages 459-488, September.
    2. Michela Cameletti & Finn Lindgren & Daniel Simpson & Håvard Rue, 2013. "Spatio-temporal modeling of particulate matter concentration through the SPDE approach," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 97(2), pages 109-131, April.
    3. Jean Dubé & Diègo Legros, 2013. "A spatio-temporal measure of spatial dependence: An example using real estate data," Papers in Regional Science, Wiley Blackwell, vol. 92(1), pages 19-30, March.
    4. Sheppard, Stephen, 1999. "Hedonic analysis of housing markets," Handbook of Regional and Urban Economics, in: P. C. Cheshire & E. S. Mills (ed.), Handbook of Regional and Urban Economics, edition 1, volume 3, chapter 41, pages 1595-1635, Elsevier.
    5. Clapp, John M, 2003. "A Semiparametric Method for Valuing Residential Locations: Application to Automated Valuation," The Journal of Real Estate Finance and Economics, Springer, vol. 27(3), pages 303-320, November.
    6. Deaton,Angus & Muellbauer,John, 1980. "Economics and Consumer Behavior," Cambridge Books, Cambridge University Press, number 9780521296762.
    7. Pace, R Kelley, 1995. "Parametric, Semiparametric, and Nonparametric Estimation of Characteristic Values within Mass Assessment and Hedonic Pricing Models," The Journal of Real Estate Finance and Economics, Springer, vol. 11(3), pages 195-217, November.
    8. Badi H. Baltagi & Georges Bresson & Jean‐Michel Etienne, 2015. "Hedonic Housing Prices in Paris: An Unbalanced Spatial Lag Pseudo‐Panel Model with Nested Random Effects," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 30(3), pages 509-528, April.
    9. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    10. Kelvin J. Lancaster, 1966. "A New Approach to Consumer Theory," Journal of Political Economy, University of Chicago Press, vol. 74, pages 132-132.
    11. Bakar, Khandoker Shuvo & Sahu, Sujit K., 2015. "spTimer: Spatio-Temporal Bayesian Modeling Using R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 63(i15).
    12. Luc Anselin & Nancy Lozano-Gracia, 2009. "Spatial Hedonic Models," Palgrave Macmillan Books, in: Terence C. Mills & Kerry Patterson (ed.), Palgrave Handbook of Econometrics, chapter 26, pages 1213-1250, Palgrave Macmillan.
    13. Can, Ayse, 1992. "Specification and estimation of hedonic housing price models," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 453-474, September.
    14. Augustin, Nicole H. & Musio, Monica & von Wilpert, Klaus & Kublin, Edgar & Wood, Simon N. & Schumacher, Martin, 2009. "Modeling Spatiotemporal Forest Health Monitoring Data," Journal of the American Statistical Association, American Statistical Association, vol. 104(487), pages 899-911.
    15. Håvard Rue & Sara Martino & Nicolas Chopin, 2009. "Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 71(2), pages 319-392, April.
    16. David J. Spiegelhalter & Nicola G. Best & Bradley P. Carlin & Angelika Van Der Linde, 2002. "Bayesian measures of model complexity and fit," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(4), pages 583-639, October.
    17. Finn Lindgren & Håvard Rue & Johan Lindström, 2011. "An explicit link between Gaussian fields and Gaussian Markov random fields: the stochastic partial differential equation approach," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 73(4), pages 423-498, September.
    18. Martins, Thiago G. & Simpson, Daniel & Lindgren, Finn & Rue, Håvard, 2013. "Bayesian computing with INLA: New features," Computational Statistics & Data Analysis, Elsevier, vol. 67(C), pages 68-83.
    19. Sujit Kumar Sahu & Khandoker Shuvo Bakar, 2012. "Hierarchical Bayesian autoregressive models for large space–time data with applications to ozone concentration modelling," Applied Stochastic Models in Business and Industry, John Wiley & Sons, vol. 28(5), pages 395-415, September.
    20. Luc Anselin, 2010. "Thirty years of spatial econometrics," Papers in Regional Science, Wiley Blackwell, vol. 89(1), pages 3-25, March.
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    Cited by:

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    More about this item

    Keywords

    C11; C14; C33; R31;
    All these keywords.

    JEL classification:

    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets

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