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Semiparametric Construction of Spatial Generalized Hedonic Models for Private Properties

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  • Stefan Sebastian Fahrlaender

Abstract

This paper analyzes the empirical hedonic prices for non-standard condominiums and single family houses using nonparametric estimates as well as a generalized additive model for the spatial generalization of the attractiveness of all Swiss communities. We find that the assumption of log-linearity for continuous variables does not hold but can be replaced by partwise log-linear or quadratic terms. Due to the topographical segmentation of Switzerland, driving times seem to be more adequate than geographical distances to explain the price level of a village with the price level of its neighbours. We show, that using metric multidimensional scaling, the driving times between the villages can be converted into artificial coordinates with three principal axis to serve as a basis for the prediction of the macro-locations of the Swiss villages

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Bibliographic Info

Paper provided by Universitaet Bern, Departement Volkswirtschaft in its series Diskussionsschriften with number dp0507.

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Date of creation: Jun 2005
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Handle: RePEc:ube:dpvwib:dp0507

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Keywords: Hedonic prices; private property; Switzerland; robust regression; splines; multidimensional scaling;

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References

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  1. Stephen Malpezzi, . "Hedonic Pricing Models: A Selective and Applied Review," Wisconsin-Madison CULER working papers 02-05, University of Wisconsin Center for Urban Land Economic Research.
  2. Ekeland, Ivar & Heckman, James J. & Nesheim, Lars, 2004. "Identification and Estimation of Hedonic Models," Economics Papers from University Paris Dauphine 123456789/6486, Paris Dauphine University.
  3. Hoesli, M. & Favarger, P., 1996. "Real Estate Price Indices and Performance: The Case of Geneva," Papers 96.13, Ecole des Hautes Etudes Commerciales, Universite de Geneve-.
  4. Jon P. Nelson, 2004. "Meta-Analysis of Airport Noise and Hedonic Property Values," Journal of Transport Economics and Policy, London School of Economics and University of Bath, vol. 38(1), pages 1-27, January.
  5. Steven C. Bourassa & Eva Cantoni & Martin Hoesli, 2005. "Spatial Dependence, Housing Submarkets, and House Prices," FAME Research Paper Series rp151, International Center for Financial Asset Management and Engineering.
  6. Kinoshita, Tomio, 1987. "Working Hours and Hedonic Wages in the Market Equilibrium," Journal of Political Economy, University of Chicago Press, vol. 95(6), pages 1262-77, December.
  7. Bradford Case & John Clapp & Robin Dubin & Mauricio Rodriguez, 2004. "Modeling Spatial and Temporal House Price Patterns: A Comparison of Four Models," The Journal of Real Estate Finance and Economics, Springer, vol. 29(2), pages 167-191, 09.
  8. 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..
  9. Jonathan Murray & Nicholas Sarantis, 1999. "Price-Quality Relations and Hedonic Price Indexes for Cars in the United Kingdom," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 6(1), pages 5-27.
  10. John M. Clapp, 2004. "A Semiparametric Method for Estimating Local House Price Indices," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(1), pages 127-160, 03.
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Cited by:
  1. Dragana Djurdjevic & Christine Eugster & Ronny Haase, 2008. "Estimation of Hedonic Models Using a Multilevel Approach: An Application for the Swiss Rental Market," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 144(IV), pages 679-701, December.
  2. Stefan S. Fahrlaender, 2006. "Indirect Construction of Hedonic Price Indexes: Empirical Evidence for Private Properties in Switzerland," Diskussionsschriften dp0601, Universitaet Bern, Departement Volkswirtschaft.
  3. Steven C. Bourassa & Martin Hoesli & Donato Scognamiglio & Philippe Sormani, 2008. "Constant-Quality House Price Indexes for Switzerland," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 144(IV), pages 561-575, December.
  4. Stefan Sebastian Fahrländer, 2008. "Indirect Construction of Hedonic Price Indexes for Private Properties," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 144(IV), pages 607-630, December.

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