House Price Prediction: Hedonic Price Model vs. Artificial Neural Network

The objective of this paper is to empirically compare the predictive power of the hedonic model with an artificial neural network model on house price prediction. A sample of 200 houses in Christchurch, New Zealand is randomly selected from the Harcourt website. Factors including house size, house age, house type, number of bedrooms, number of bathrooms, number of garages, amenities around the house and geographical location are considered. Empirical results support the potential of artificial neural network on house price prediction, although previous studies have commented on its black box nature and achieved different conclusions.

[1]  Tracy M. Turner The Measurement of Environmental and Resource Values , 2004 .

[2]  James Frew,et al.  Estimating the Value of Apartment Buildings , 2003 .

[3]  J. Frew,et al.  Estimating the Connection between Location and Property Value , 2002 .

[4]  Carol E. Brown,et al.  Artificial neural networks in accounting and finance: modeling issues , 2000, Intell. Syst. Account. Finance Manag..

[5]  Howard James,et al.  Estimated realisation price (ERP) by neural networks: forecasting commercial property values , 1998 .

[6]  Stanley McGreal,et al.  Neural networks: the prediction of residential values , 1998 .

[7]  Elaine Worzala,et al.  High‐tech valuation: should artificial neural networks bypass the human valuer? , 1997 .

[8]  Loretta J. Mester What's the point of credit scoring? , 1997 .

[9]  Margarita M. Lenk,et al.  An Exploration of Neural Networks and Its Application to Real Estate Valuation , 1995 .

[10]  D. P. H. Tay,et al.  Artificial Intelligence and the Mass Appraisal of Residential Apartments , 1992 .

[11]  A. Freeman,et al.  The measurement of environmental and resource values , 1992 .

[12]  S. Hamilton,et al.  DENSITY OF RESIDENTIAL LAND-USE AND THE IMPACT OF AIRPORT NOISE , 1991 .

[13]  E. Luzar,et al.  A Hedonic Analysis of Private Hunting Land Attributes Using an Alternative Functional Form , 1990, Journal of Agricultural and Applied Economics.

[14]  M. Cropper,et al.  On the Choice of Functional Form for Hedonic Price Functions , 1988 .

[15]  Mark Thayer,et al.  The Robustness of Hedonic Price Estimation: Urban Air Quality , 1988 .

[16]  J. Murdoch,et al.  The Robustness of Hedonic Price Estimation , 1988 .

[17]  R. McHugh The Potential for Private Cost-Increasing Technological Innovation under a Tax-Based, Economic Incentive Pollution Control Policy , 1986 .

[18]  J. Stoll,et al.  The Market Value of Ingress Rights for White-Tailed Deer Hunting in Texas , 1985, Journal of Agricultural and Applied Economics.

[19]  HEDONIC PRICES IN THE MALTING BARLEY MARKET , 1984 .

[20]  A Hedonic Price Model for Rough Rice Bid/Acceptance Markets , 1984 .

[21]  J. Walter Milon,et al.  Hedonic amenity valuation and functional form specification. , 1984 .

[22]  C. E. Adams,et al.  The recreational and aesthetic value of wildlife in Texas. , 1984 .

[23]  K. Livengood Value of Big Game from Markets for Hunting Leases: The Hedonic Approach , 1983 .

[24]  Hedonic Price Estimation for Commodities: An Application to Cotton , 1982 .

[25]  H. White Maximum Likelihood Estimation of Misspecified Models , 1982 .

[26]  G. Blomquist,et al.  Hedonic prices, demands for urban housing amenities, and benefit estimates , 1981 .

[27]  Eva Lerner-Lam,et al.  RESPONSE OF URBAN REAL ESTATE VALUES IN ANTICIPATION OF THE WASHINGTON METRO , 1980 .

[28]  David Gillen,et al.  An Extension of the Hedonic Approach for Estimating the Value of Quiet , 1980 .

[29]  A. Witte,et al.  An Estimate of a Structural Hedonic Price Model of the Housing Market: An Application of Rosen's Theory of Implicit Markets , 1979 .

[30]  A. Myrick Freeman,et al.  The benefits of environmental improvement , 1979 .

[31]  Peter M. Mieszkowski,et al.  An estimate of the effects of airport noise on property values , 1978 .

[32]  A. Goodman Hedonic prices, price indices and housing markets , 1978 .

[33]  D. Rubinfeld,et al.  Hedonic housing prices and the demand for clean air , 1978 .

[34]  H. Theil Introduction to econometrics , 1978 .

[35]  S. Rosen Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition , 1974, Journal of Political Economy.

[36]  John A. Henning,et al.  The Determinants of Residential Property Values with Special Reference to Air Pollution , 1967 .

[37]  K. Lancaster A New Approach to Consumer Theory , 1966, Journal of Political Economy.

[38]  E. Hofsten Price indexes and quality changes , 1953 .