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A Localized Model for Residential Property Valuation: Nearest Neighbor with Attribute Differences

Author

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  • Simon K.C. Cheung

    (Hong Kong Monetary Authority and ASEAN+3 Macroeconomic Research Office)

Abstract

A special type of spatial dependence model has been developed for the valuation of residential property by using a Bayesian approach which takes into account the unique attributes of Hong Kong property. Inspired by an approach that bases transactions on nearest neighbor estimation, the current model has fine-tuned the spatial dependence method of deriving value from the transactions of the real estate closest in proximity by factoring in differences in structural and auxiliary attributes for more precise property valuation. The model is established on a dataset that covers all residential real estate transactions in a new town in Hong Kong during a given period of time. This model excels other valuation methods with its unique reference to attribute differences, which may impact the valuation results of properties in close vicinity. With this calibration method, we hope to improve the accuracy of real estate appraisals, thus enabling potential homeowners, lenders and investors to make better informed decisions.

Suggested Citation

  • Simon K.C. Cheung, 2017. "A Localized Model for Residential Property Valuation: Nearest Neighbor with Attribute Differences," International Real Estate Review, Global Social Science Institute, vol. 20(2), pages 221-250.
    • Handle: RePEc:ire:issued:v:20:n:02:2017:p:221-250
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    References listed on IDEAS

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    1. Ivar Ekeland & James J. Heckman & Lars Nesheim, 2004. "Identification and Estimation of Hedonic Models," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages 60-109, February.
    2. Paul Goldsmith-Pinkham & Guido W. Imbens, 2013. "Social Networks and the Identification of Peer Effects," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(3), pages 253-264, July.
    3. Mr. R. S Craig & Mr. Changchun Hua, 2011. "Determinants of Property Prices in Hong Kong SAR: Implications for Policy," IMF Working Papers 2011/277, International Monetary Fund.
    4. Can, Ayse, 1992. "Specification and estimation of hedonic housing price models," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 453-474, September.
    5. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    6. Jie Chen & Qianjin Hao, 2010. "Submarket, Heterogeneity and Hedonic Prediction Accuracy of Real Estate Prices: Evidence from Shanghai," International Real Estate Review, Global Social Science Institute, vol. 13(2), pages 190-217.
    7. Helen X.H. Bao & Alan T.K. Wan, 2004. "On the Use of Spline Smoothing in Estimating Hedonic Housing Price Models: Empirical Evidence Using Hong Kong Data," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(3), pages 487-507, September.
    8. Epple, Dennis, 1987. "Hedonic Prices and Implicit Markets: Estimating Demand and Supply Functions for Differentiated Products," Journal of Political Economy, University of Chicago Press, vol. 95(1), pages 59-80, February.
    9. Eddie C. M. Hui & Joe T. Y. Wong, 2009. "The Forecasting Capacity of Housing Price Expectations," International Real Estate Review, Global Social Science Institute, vol. 12(1), pages 39-61.
    10. repec:dau:papers:123456789/6486 is not listed on IDEAS
    11. 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..
    12. Kelvin J. Lancaster, 1966. "A New Approach to Consumer Theory," Journal of Political Economy, University of Chicago Press, vol. 74(2), pages 132-132.
    13. Mok, Henry M K & Chan, Patrick P K & Cho, Yiu-sun, 1995. "A Hedonic Price Model for Private Properties in Hong Kong," The Journal of Real Estate Finance and Economics, Springer, vol. 10(1), pages 37-48, January.
    14. Sam K. Hui & Alvin Cheung & Jimmy Pang, 2010. "A Hierarchical Bayesian Approach for Residential Property Valuation:Application to Hong Kong Housing Market," International Real Estate Review, Global Social Science Institute, vol. 13(1), pages 1-29.
    15. Gelfand, Alan E, et al, 1998. "Spatio-Temporal Modeling of Residential Sales Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(3), pages 312-321, July.
    16. Martin J. Bailey, 1966. "Effects of Race and of Other Demographic Factors on the Values of Single-Family Homes," Land Economics, University of Wisconsin Press, vol. 42(2), pages 215-220.
    17. Masahisa Fujita, 2010. "The Evolution Of Spatial Economics: From Thünen To The New Economic Geography," The Japanese Economic Review, Japanese Economic Association, vol. 61(1), pages 1-32, March.
    18. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    19. Graham, Bryan S. & Hahn, Jinyong, 2005. "Identification and estimation of the linear-in-means model of social interactions," Economics Letters, Elsevier, vol. 88(1), pages 1-6, July.
    20. J. Besag & D. Higdon, 1999. "Bayesian analysis of agricultural field experiments," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 61(4), pages 691-746.
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    More about this item

    Keywords

    Prediction Accuracy; Nearest Neighbor Model; Attribute Differences; Hedonic Price Model; Hong Kong Housing; Forecastability;
    All these keywords.

    JEL classification:

    • L85 - Industrial Organization - - Industry Studies: Services - - - Real Estate Services

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