Predicting owner-occupied housing values using machine learning: an empirical investigation of California census tracts data

作者: Prodosh E. Simlai

DOI: 10.1080/09599916.2021.1890187

关键词: Key (cryptography)EconometricsReal estateCensusComputer science

摘要: In this paper, we introduce machine-learning (ML) methods to evaluate one of the key concepts real estate analysis – prediction housing prices in presence a large number covaria...

参考文章(34)
William J. McCluskey, Richard A. Borst, Detecting and validating residential housing submarkets: A geostatistical approach for use in mass appraisal International Journal of Housing Markets and Analysis. ,vol. 4, pp. 290- 318 ,(2011) , 10.1108/17538271111153040
Robin A. Dubin, Predicting House Prices Using Multiple Listings Data Journal of Real Estate Finance and Economics. ,vol. 17, pp. 35- 59 ,(1998) , 10.1023/A:1007751112669
Ting Xu, Heterogeneity in housing attribute prices International Journal of Housing Markets and Analysis. ,vol. 1, pp. 166- 181 ,(2008) , 10.1108/17538270810877781
Ay se Can, Isaac Megbolugbe, Spatial Dependence and House Price Index Construction Journal of Real Estate Finance and Economics. ,vol. 14, pp. 203- 222 ,(1997) , 10.1023/A:1007744706720
Stephen Malpezzi, Hedonic Pricing Models: A Selective and Applied Review Housing Economics and Public Policy. pp. 67- 89 ,(2008) , 10.1002/9780470690680.CH5
Elaine Worzala, Margarita Lenk, Ana Silva, An Exploration of Neural Networks and Its Application to Real Estate Valuation Journal of Real Estate Research. ,vol. 10, pp. 185- 201 ,(1995) , 10.1080/10835547.1995.12090782
G. Stacy Sirmans, Emily N. Zietz, David A. Macpherson, The Composition of Hedonic Pricing Models Journal of Real Estate Literature. ,vol. 13, pp. 1- 44 ,(2005) , 10.1080/10835547.2005.12090154
Daniel P. McMillen, ISSUES IN SPATIAL DATA ANALYSIS Journal of Regional Science. ,vol. 50, pp. 119- 141 ,(2010) , 10.1111/J.1467-9787.2009.00656.X
W.J. McCluskey, M. McCord, P.T. Davis, M. Haran, D. McIlhatton, Prediction accuracy in mass appraisal: a comparison of modern approaches Journal of Property Research. ,vol. 30, pp. 239- 265 ,(2013) , 10.1080/09599916.2013.781204