A Bayesian approach to hedonic price analysis

type="main" xml:lang="es"> Dos objetivos importantes en el analisis de precios hedonicos son la prediccion de los precios de venta y la delimitacion de submercados basada en consideraciones geograficas y funcionales. Para hacer frente a estos objetivos, en este articulo se han aplicado modelos bayesianos con coeficientes espacialmente variables para realizar un analisis de los precios de venta de la vivienda en la ciudad de Toronto (Ontario). Se evaluo el desempeno del modelo y se determinaron los patrones de los submercados indicados por los procesos de coeficiente espacial. Los resultados muestran que los modelos de proceso espacial bayesiano predicen bien los precios de venta de viviendas, proporcionan inferencias utiles con respecto a la heterogeneidad de precios dentro de un mercado, y pueden especificarse de modo que incluyan las opiniones de los expertos del mercado.

[1]  J. Miron Place-to-Place Rent Comparisons among Canadian Cities , 2010 .

[2]  David C. Wheeler,et al.  Comparing spatially varying coefficient models: a case study examining violent crime rates and their relationships to alcohol outlets and illegal drug arrests , 2009, J. Geogr. Syst..

[3]  Steven Farber,et al.  Moving Window Approaches for Hedonic Price Estimation: An Empirical Comparison of Modelling Techniques , 2008 .

[4]  Robert Haining,et al.  Combining police perceptions with police records of serious crime areas: a modelling approach , 2007 .

[5]  L. M. Berliner,et al.  A Bayesian tutorial for data assimilation , 2007 .

[6]  Christopher Bitter,et al.  Incorporating spatial variation in housing attribute prices: a comparison of geographically weighted regression and the spatial expansion method , 2007, J. Geogr. Syst..

[7]  David C. Wheeler,et al.  An assessment of coefficient accuracy in linear regression models with spatially varying coefficients , 2007, J. Geogr. Syst..

[8]  Steven Farber,et al.  A Comparison of Localized Regression Models in a Hedonic House Price Context , 2006 .

[9]  Sudipto Banerjee,et al.  Coregionalized Single‐ and Multiresolution Spatially Varying Growth Curve Modeling with Application to Weed Growth , 2006, Biometrics.

[10]  Yan Kestens,et al.  Heterogeneity in hedonic modelling of house prices: looking at buyers’ household profiles , 2006, J. Geogr. Syst..

[11]  C. F. Sirmans,et al.  Nonstationary multivariate process modeling through spatially varying coregionalization , 2004 .

[12]  Allen C. Goodman,et al.  Housing market segmentation and hedonic prediction accuracy , 2003 .

[13]  Jorge Chica-Olmo,et al.  A Geo-Statistical Method to Define Districts within a City , 2003 .

[14]  C. F. Sirmans,et al.  Spatial Modeling With Spatially Varying Coefficient Processes , 2003 .

[15]  T. Thibodeau Marking Single–Family Property Values to Market , 2003 .

[16]  Steven C. Bourassa,et al.  Do Housing Submarkets Really Matter , 2003 .

[17]  Raymond Y. C. Tse Estimating Neighbourhood Effects in House Prices: Towards a New Hedonic Model Approach , 2002 .

[18]  Colin Jones,et al.  Housing market processes, urban housing submarkets and planning policy , 2005 .

[19]  Kazuaki Miyamoto,et al.  Spatial Association and Heterogeneity Issues in Land Price Models , 2001 .

[20]  L Knorr-Held,et al.  Bayesian Detection of Clusters and Discontinuities in Disease Maps , 2000, Biometrics.

[21]  Martin Hoesli,et al.  Defining Housing Submarkets , 1999 .

[22]  S. Basu,et al.  Analysis of Spatial Autocorrelation in House Prices , 1998 .

[23]  T. Thibodeau,et al.  Housing Market Segmentation , 1998 .

[24]  Martin Hoesli,et al.  The Spatial Dimensions of the Investment Performance of UK Commercial Property , 1997 .

[25]  Ay se Can,et al.  Spatial Dependence and House Price Index Construction , 1997 .

[26]  Donald R. Haurin,et al.  School Quality and Real House Prices: Inter- and Intrametropolitan Effects , 1996 .

[27]  Yong Tu,et al.  Economic perspectives on the structure of local housing systems , 1996 .

[28]  Jim Berry,et al.  Hedonic modelling, housing submarkets and residential valuation , 1996 .

[29]  S. Chib,et al.  Understanding the Metropolis-Hastings Algorithm , 1995 .

[30]  Jorge Miguel Chica Olmo,et al.  Spatial Estimation of Housing Prices and Locational Rents , 1995 .

[31]  William N. Goetzmann,et al.  Clustering Methods for Real Estate Portfolios , 1995 .

[32]  Kerry D. Vandell Market Factors Affecting Spacial Heterogeneity Among Urban Neighborhoods , 1995 .

[33]  J. Quigley,et al.  The Spatial Segregation of Ethnic and Demographic Groups: Comparative Evidence from Stockholm and San Francisco , 1995 .

[34]  William N. Goetzmann,et al.  Homogeneous Groupings of Metropolitan Housing Markets , 1994 .

[35]  Thomas A. Louis,et al.  Graphical Elicitation of a Prior Distribution for a Clinical Trial , 1993 .

[36]  E. Feitelson An Hierarchical Approach to the Segmentation of Residential Demand: Theory and Application , 1993 .

[37]  Aysegul Can Specification and estimation of hedonic housing price models , 1992 .

[38]  R. Dubin Spatial autocorrelation and neighborhood quality , 1992 .

[39]  G. Casella,et al.  Explaining the Gibbs Sampler , 1992 .

[40]  Aysegul Can Residential quality assessment: Alternative approaches using GIS , 1992 .

[41]  Paul H. Garthwaite,et al.  An elicitation method for multiple linear regression models , 1991 .

[42]  V. Kerry Smith,et al.  Market segmentation and valuing amenities with hedonic models: The case of hazardous waste sites☆ , 1990 .

[43]  Aysegul Can The Measurement of Neighborhood Dynamics in Urban House Prices , 1990 .

[44]  Paul H. Garthwaite,et al.  Quantifying Expert Opinion in Linear Regression Problems , 1988 .

[45]  J. Rabianski,et al.  Consumer Preferences in Housing Market Analysis: An Application of Multidimensional Scaling Techniques , 1988 .

[46]  Stuart A. Gabriel,et al.  A Note on Housing Market Segmentation in an Israeli Development Town , 1984 .

[47]  Allen C. Goodman,et al.  Permanent income, hedonic prices, and demand for housing: New evidence , 1982 .

[48]  David Dale-Johnson,et al.  An alternative approach to housing market segmentation using hedonic price data , 1982 .

[49]  Wayne S. Smith,et al.  Interactive Elicitation of Opinion for a Normal Linear Model , 1980 .

[50]  A. Schnare Trends in residential segregation by race: 1960–1970 , 1980 .

[51]  Charles W. Noland Assessing Hedonic Indexes for Housing , 1979, Journal of Financial and Quantitative Analysis.

[52]  Risa Palm,et al.  Spatial Segmentation of the Urban Housing Market , 1978 .

[53]  R. Struyk,et al.  Segmentation in Urban Housing Markets. , 1976 .

[54]  M. Menchik,et al.  Residential Environmental Preferences and Choice: Empirically Validating Preference Measures , 1972 .