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Bayesian Model Averaging In The Context Of Spatial Hedonic Pricing: An Application To Farmland Values

  • Geerte Cotteleer
  • Tracy Stobbe
  • G. Cornelis van Kooten

Since 1973, British Columbia created an Agricultural Land Reserve to protect farmland from development. In this study, we employ GIS-based hedonic pricing models of farmland values to examine factors that affect farmland prices. We take spatial lag and error dependence into explicit account. However, the use of spatial econometric techniques in hedonic pricing models is problematic because there is uncertainty with respect to the choice of the explanatory variables and the spatial weighting matrix. Bayesian model averaging techniques in combination with Markov Chain Monte Carlo Model Composition are used to allow for both types of model uncertainty.

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Article provided by Wiley Blackwell in its journal Journal of Regional Science.

Volume (Year): 51 (2011)
Issue (Month): 3 (08)
Pages: 540-557

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Handle: RePEc:bla:jregsc:v:51:y:2011:i:3:p:540-557
Contact details of provider: Web page: http://www.blackwellpublishing.com/journal.asp?ref=0022-4146

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  1. Carmen Fernández & Eduardo Ley & Mark F. J. Steel, . "Benchmark priors for Bayesian Model averaging," Working Papers 98-06, FEDEA.
  2. Jean CavailhËs & Pierre Wavresky, 2003. "Urban influences on periurban farmland prices," European Review of Agricultural Economics, Foundation for the European Review of Agricultural Economics, vol. 30(3), pages 333-357, September.
  3. 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..
  4. Olivier Parent & James P. Lesage, 2007. "Bayesian Model Averaging for Spatial Econometric Models ," University of Cincinnati, Economics Working Papers Series 2007-02, University of Cincinnati, Department of Economics.
  5. Colwell, Peter F. & Munneke, Henry J., 1997. "The Structure of Urban Land Prices," Journal of Urban Economics, Elsevier, vol. 41(3), pages 321-336, May.
  6. Pace, R Kelley, et al, 1998. "Spatiotemporal Autoregressive Models of Neighborhood Effects," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 15-33, July.
  7. James Lesage & Manfred Fischer, 2008. "Spatial Growth Regressions: Model Specification, Estimation and Interpretation," Spatial Economic Analysis, Taylor & Francis Journals, vol. 3(3), pages 275-304.
  8. Colwell, Peter F & Munneke, Henry J, 1999. "Land Prices and Land Assembly in the CBD," The Journal of Real Estate Finance and Economics, Springer, vol. 18(2), pages 163-80, March.
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