Evaluating two model reduction approaches for large scale hedonic models sensitive to omitted variables and multicollinearity

Letters in Spatial and Resource Sciences

Volumn 7, Issue 2, 2014, Pages 85-102

  Panduro, Toke E ^a   Thorsen, Bo J ^a  

^a UNIVERSITY OF COPENHAGEN   (Denmark)

Author keywords

Forest proximity; GIS; Principal component analysis; Spatial autocorrelation

Indexed keywords

EID: 84903843857     PISSN: 18644031     EISSN: 1864404X     Source Type: Journal    
DOI: 10.1007/s12076-013-0103-x     Document Type: Article

References (33)

1. Anderson, T. W.: An Introduction to Multivariate Statistical Analysis, 3rd edn. Wiley, New York (2003).
2. Anselin, L.: Spatial Econometrics: Methods and Models. Kluwer, Dordrecht (1988).
3. Anselin, L.: Spatial Econometrics. In: Mills, Patterson, A. (eds.) Palgrave Handbook of economics, Econometric theory. vol. 1, pp. 901-969. Palgrave Macmillian, Basingstoke (2006).
4. Anthon, S., Thorsen, B. J., Helles, F.: Urban-fringe afforestation projects and taxable hedonic values. Urban For Urban Green 3(2), 79-91 (2005).
5. Bitter, C., Mulligan, G. F., Dall'erba, S.: Incorporating spatial variation in housing attribute prices: a comparison of geographically weighted regression and the spatial expansion method. J. Geogr. Syst. 9(1), 7-27 (2007).
6. Bockstael, N. E., McConnell, K. E.: Environmental and Ressource Valuation with Revealed Preference-A theoretical Guide to Empirical Models. Springer, Berlin (2007).
7. Cavailhès, J., Brossard, T., Foltête, J.-C., Hilal, M., Joly, D., Tourneux, F.-P., Tritz, C., Wavresky, P.: GIS-based hedonic pricing of landscape. Environ. Resour. Econ. 44(4), 571-590 (2009).
8. Cho, S.-H., Poudyal, N. C., Roberts, R. K.: Spatial analysis of the amenity value of green open space. Ecol. Econ. 66(2-3), 403-416 (2008).
9. Dubin, R. A., Goodman, A. C.: Valuation of education and crime neighborhood characteristics through hedonic housing prices. Popul. Environ. 5(3), 166-181 (1982).
10. Dunse, N., Jones, C.: A hedonic price model of office rents. J. Property Valuat. Invest. 16(3), 297-312 (1998).
11. Garrod, G., Willis, K.: The environmental economic impact of woodland: a two stage hedonicprice model of the amenity value of forestry in Britain. Appl. Econ. 24(7), 715-728 (1992).
12. Gibbons, S., Mourato, S., Resende, G.: The amenity value of English nature: a hedonic price approach. SERC Discussion Papers, Spatial Economics Research Centre (SERC) (2011).
13. Hansen, H. S.: Digitale kort og administrative registre. Faglig rapport fra DMU. nr. 330 (2000).
14. Hastie, T., Tibshirani, R., Friedman, J.: The elements of statistical learning-data mining, inference, and prediction. Springer, Berlin (2009).
15. Jolliffe, I. T.: Principal Component Ananlysis, 2nd edn. Springer, Heidelberg (2002).
16. Kong, F., Yin, H., Nakagoshi, N.: Using GIS and landscape metrics in the hedonic price modeling of the amenity value of urban green space: a case study in Jinan City. China. Landsc. Urban Plann. 79(3-4), 240-252 (2007).
17. Kuethe, T. H.: Spatial fragmentation and the value of residential housing. Land Econ 88(1), 16-27 (2012).
18. Lake, I. R., Lovett, A. A., Bateman, I. J., Langford, I. H.: Modelling environmental influences on property prices in an urban environment. Comput. Environ. Urban Syst. 22, 121-136 (1998).
19. LeSage, J., Pace, K. R.: Introduction to Spatial Econometrics. Taylor & Francis Group LLC., Stockholm (2009).
20. Miljøundersøgelser, D. (ed.): Areal, Information Systemet-AIS (2000).
21. Morancho, A. B.: A hedonic valuation of urban green areas. Landsc. Urban Plann. 66(1), 35-41 (2003).
22. Mukherjee, S., Caplan, A.: GIS-based estimation of housing amenities: the case of high grounds and stagnant streams. Lett. Spat. Resour. Sci. 4(1), 49-61 (2011).
23. Midt-Nord, N. (ed.): Danish Address and Road, Database (2000).
24. Palmquist, R.: Hedonic methods. In: Braden, J. E., Kolstad, C. D. (eds.) Measuring the Demand for Environmental Quality, pp. 77-120. Elsevier, Amsterdam (1991).
25. Palmquist, R. B.: Valuing Localized Externalities. J. Urban Econ. 31, 59-68 (1992).
26. Palmquist, R. B.: Property Value Models, Chapter 16. In: Karl-Gran, M., Jeffrey, R. V. (eds.) Handbook of Environmental Economics, vol. 2, pp. 763-819. Elsevier, Amsterdam (2005).
27. Poudyal, N. C., Hodges, D. G., Tonn, B., Cho, S. H.: Valuing diversity and spatial pattern of open space plots in urban neighborhoods. Forest Policy Econ. 11(3), 194-201 (2009).
28. Rencher, A. C.: Methods of Multivariate Analysis. Wiley, New York (2002).
29. Suparman, Y., Folmer, H., Oud, J. H. L.: Hedonic price models with omitted variables and measurement errors: a constrained autoregression-structural equation modeling approach with application to urban Indonesia. J. Geogr. Syst. (2013).
30. The Danish Geodata Agency: kort10 (2011).
31. Thériault, M., Des Rosiers, F., Villeneuve, P., Kestens, Y.: Modelling interactions of location with specific value of housing attributes. Property. Manage. 21(1), 25-62 (2003).
32. Tyrväinen, L., Miettinen, A.: Property Prices and Urban Forest Amenities. J. Environ. Econ. Manage. 39(2), 205-223 (2000).
33. Yoo, S., Im, J., Wagner, J. E.: Variable selection for hedonic model using machine learning approaches: a case study in Onondaga County. NY. Landsc. Urban Plan. 107(3), 293-306 (2012).