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On nonparametric estimation of a hedonic price function

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Author Info

  • Harry Haupt

    (Department of Business Administration and Economics, Bielefeld University, Centre for Statistics, Department of Bielefeld, Germany)

  • Joachim Schnurbus

    (University of Regensburg, Regensburg, Germany)

  • Rolf Tschernig

    (University of Regensburg, Regensburg, Germany)

Abstract

Recently, using mixed data on Canadian housing, Parmeter, Henderson, and Kumbhakar (Journal of Applied Econometrics 2007; 22: 695-699) found that a nonparametric approach for estimating a hedonic house price function is superior to formerly suggested parametric and semiparametric specifications. We carefully reanalyze these specifications for this dataset by applying a recent nonparametric specification test and simulation-based prediction comparisons. For the case at issue our results suggest that a previously proposed parametric specification does not have to be rejected and we illustrate how nonparametric methods provide valuable insights during all modeling steps. Copyright © 2010 John Wiley & Sons, Ltd.

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Bibliographic Info

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

Volume (Year): 25 (2010)
Issue (Month): 5 ()
Pages: 894-901

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Handle: RePEc:jae:japmet:v:25:y:2010:i:5:p:894-901

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References

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  1. Racine, Jeff & Li, Qi, 2004. "Nonparametric estimation of regression functions with both categorical and continuous data," Journal of Econometrics, Elsevier, vol. 119(1), pages 99-130, March.
  2. Cheng Hsiao & Qi Li & Jeff Racine, 2006. "A Consistent Model Specification Test with Mixed Discrete and Continuous Data," IEPR Working Papers 06.47, Institute of Economic Policy Research (IEPR).
  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.
  4. Anglin, Paul M & Gencay, Ramazan, 1996. "Semiparametric Estimation of a Hedonic Price Function," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 633-48, Nov.-Dec..
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Cited by:
  1. Lisi, Gaetano, 2012. "On the theoretical derivation of a functional form for the hedonic price function," MPRA Paper 37066, University Library of Munich, Germany.
  2. Gaetano Lisi, 2013. "On the Functional Form of the Hedonic Price Function: A Matching-theoretic Model and Empirical Evidence," International Real Estate Review, Asian Real Estate Society, vol. 16(2), pages 189-207.
  3. Simlai, Prodosh, 2014. "Estimation of variance of housing prices using spatial conditional heteroskedasticity (SARCH) model with an application to Boston housing price data," The Quarterly Review of Economics and Finance, Elsevier, vol. 54(1), pages 17-30.
  4. Jeffrey S. Racine & Christopher F. Parmeter, 2012. "Data-Driven Model Evaluation: A Test for Revealed Performance," Department of Economics Working Papers 2012-13, McMaster University.
  5. Rainer Schulz & Martin Wersing & Axel Werwatz, 2013. "Automated Valuation Modelling: A Specification Exercise," SFB 649 Discussion Papers SFB649DP2013-046, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.

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