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Semiparametric Estimation of a Hedonic Price Function

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Author Info
Anglin, Paul M
Gencay, Ramazan

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Abstract

Previous work on the preferred specification of hedonic price models usually recommended a Box-Cox model. In this paper we note that any parametric model involves implicit restrictions and they can be reduced by using a semiparametric model. We estimate a benchmark parametric model which passes several common specification tests, before showing that a semiparametric model outperforms it significantly. In addition to estimating the model, we compare the predictions of the models by deriving the distribution of the predicted log(price) and then calculating the associated prediction intervals. Our data show that the semiparametric model provides more accurate mean predictions than the benchmark parametric model. Copyright 1996 by John Wiley & Sons, Ltd.

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Article provided by John Wiley & Sons, Ltd. in its journal Journal of Applied Econometrics.

Volume (Year): 11 (1996)
Issue (Month): 6 (Nov.-Dec.)
Pages: 633-48
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Handle: RePEc:jae:japmet:v:11:y:1996:i:6:p:633-48

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  2. Brett Day & Ian Bateman & Iain Lake, 2007. "Beyond implicit prices: recovering theoretically consistent and transferable values for noise avoidance from a hedonic property price model," Environmental & Resource Economics, European Association of Environmental and Resource Economists, vol. 37(1), pages 211-232, May. [Downloadable!] (restricted)
  3. Daniel J. Henderson & Christopher F. Parmeter & Subal C. Kumbhakar, 2007. "Nonparametric estimation of a hedonic price function," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(3), pages 695-699. [Downloadable!]
  4. Esteban Rossi-Hansberg & Pierre-Daniel Sarte & Raymond Owens III, 2008. "Housing Externalities," NBER Working Papers 14369, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  5. Gibson, John & Rozelle, Scott, 2000. "How Elastic Is Calorie Demand? Parametric, Nonparametric, And Semiparametric Results For Urban Papua New Guinea," Working Papers 11961, University of California, Davis, Department of Agricultural and Resource Economics. [Downloadable!]
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  6. R. Kelley Pace, 1998. "Appraisal Using Generalized Additive Models," Journal of Real Estate Research, American Real Estate Society, vol. 15(1), pages 77-100. [Downloadable!]
  7. Shahidur Rahman, 2005. "An Alternative Estimation to Spurious Regression Model," Economic Growth centre Working Paper Series 0507, Nanyang Technolgical University, School of Humanities and Social Sciences, Economic Growth centre. [Downloadable!]
  8. Wolfgang Brunauer & Stefan Lang & Peter Wechselberger & Sven Bienert, 2008. "Additive Hedonic Regression Models with Spatial Scaling Factors: An Application for Rents in Vienna," Working Papers 2008-17, Faculty of Economics and Statistics, University of Innsbruck. [Downloadable!]
  9. 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. [Downloadable!]
  10. John Geweke, 1998. "Using simulation methods for Bayesian econometric models: inference, development, and communication," Staff Report 249, Federal Reserve Bank of Minneapolis. [Downloadable!]
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  11. Michio Naoi & Hideo Akabayashi, 2004. "Why Is There No Harvard Among Japanese Private Universities?," Econometric Society 2004 Far Eastern Meetings 726, Econometric Society. [Downloadable!]
  12. Lall, Somik V. & Lundberg, Mattias, 2006. "What are public services worth, and to whom ? Non-parametric estimation of capitalization in Pune," Policy Research Working Paper Series 3924, The World Bank. [Downloadable!]
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  13. Helen Tauchen & Ann Dryden Witte, 2001. "Estimating Hedonic Models: Implications of the Theory," NBER Technical Working Papers 0271, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  14. Esteban Rossi-Hansberg & Pierre-Daniel G. Sarte & Raymond E. Owens, III, 2008. "Housing externalities : evidence from spatially concentrated urban revitalization programs," Working Paper 08-03, Federal Reserve Bank of Richmond. [Downloadable!]
  15. Cembalo, Luigi & Cicia, Gianni & del Giudice, Teresa & Scarpa, Riccardo & Tagliafierro, Carolina, 2007. "Ecological characteristics and new competitiveness strategies in fresh vegetables market," 105th Seminar, March 8-10, 2007, Bologna, Italy 7875, European Association of Agricultural Economists. [Downloadable!]
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