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Multilevel modeling using spatial processes: Application to the Singapore housing market

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  • Gelfand, Alan E.
  • Banerjee, Sudipto
  • Sirmans, C.F.
  • Tu, Yong
  • Eng Ong, Seow

Abstract

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Suggested Citation

  • Gelfand, Alan E. & Banerjee, Sudipto & Sirmans, C.F. & Tu, Yong & Eng Ong, Seow, 2007. "Multilevel modeling using spatial processes: Application to the Singapore housing market," Computational Statistics & Data Analysis, Elsevier, vol. 51(7), pages 3567-3579, April.
  • Handle: RePEc:eee:csdana:v:51:y:2007:i:7:p:3567-3579
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    References listed on IDEAS

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    1. Zhang, Hao, 2004. "Inconsistent Estimation and Asymptotically Equal Interpolations in Model-Based Geostatistics," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 250-261, January.
    2. Alan E. Gelfand & Mark D. Ecker & John R. Knight & C. F. Sirmans, 2004. "The Dynamics of Location in Home Price," The Journal of Real Estate Finance and Economics, Springer, vol. 29(2), pages 149-166, September.
    3. Gelfand A.E. & Kim H-J. & Sirmans C.F. & Banerjee S., 2003. "Spatial Modeling With Spatially Varying Coefficient Processes," Journal of the American Statistical Association, American Statistical Association, vol. 98, pages 387-396, January.
    4. Hua Sun & Yong Tu & Shi-Ming Yu, 2005. "A Spatio-Temporal Autoregressive Model for Multi-Unit Residential Market Analysis," The Journal of Real Estate Finance and Economics, Springer, vol. 31(2), pages 155-187, September.
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    Cited by:

    1. Pierrette Chagneau & Frédéric Mortier & Nicolas Picard & Jean-Noël Bacro, 2011. "A Hierarchical Bayesian Model for Spatial Prediction of Multivariate Non-Gaussian Random Fields," Biometrics, The International Biometric Society, vol. 67(1), pages 97-105, March.
    2. Riccardo, Borgoni & Alessandra, Michelangeli & Nicola, Pontarollo, 2016. "How Does a City Benefit from Culture? Evidence from Milan," Working Papers 335, University of Milano-Bicocca, Department of Economics, revised 16 May 2016.
    3. Edmund Zolnik, 2020. "A longitudinal analysis of the effect of public rail infrastructure on proximate residential property transactions," Urban Studies, Urban Studies Journal Limited, vol. 57(8), pages 1620-1641, June.
    4. Ohtsuka, Yoshihiro & Oga, Takashi & Kakamu, Kazuhiko, 2010. "Forecasting electricity demand in Japan: A Bayesian spatial autoregressive ARMA approach," Computational Statistics & Data Analysis, Elsevier, vol. 54(11), pages 2721-2735, November.
    5. Fernando BRUNA & Isabel NEIRA & Marta PORTELA, 2019. "Horizontal And Vertical Contexts On Europeans’ Well-Being," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 19(2), pages 37-56.
    6. Nan Liu & Deborah Roberts, 2012. "Do Incomers Pay More for Rural Housing?," Environment and Planning A, , vol. 44(8), pages 1986-2005, August.
    7. Eduardo Pérez-Molina, 2022. "Exploring a multilevel approach with spatial effects to model housing price in San José, Costa Rica," Environment and Planning B, , vol. 49(3), pages 987-1004, March.
    8. Nan Liu, 2021. "Market buoyancy, information transparency and pricing strategy in the Scottish housing market," Urban Studies, Urban Studies Journal Limited, vol. 58(16), pages 3388-3406, December.
    9. Liu, Nan & Zhao, Yuan & Ge, Jiaqi, 2018. "Do renters skimp on energy efficiency during economic recessions? Evidence from Northeast Scotland," Energy, Elsevier, vol. 165(PA), pages 164-175.
    10. Zeileis, Achim & Hornik, Kurt & Murrell, Paul, 2009. "Escaping RGBland: Selecting colors for statistical graphics," Computational Statistics & Data Analysis, Elsevier, vol. 53(9), pages 3259-3270, July.
    11. Congdon, Peter, 2009. "Modelling the impact of socioeconomic structure on spatial health outcomes," Computational Statistics & Data Analysis, Elsevier, vol. 53(8), pages 3047-3056, June.
    12. Paul Harris & Bruno Lanfranco & Binbin Lu & Alexis Comber, 2020. "Influence of Geographical Effects in Hedonic Pricing Models for Grass-Fed Cattle in Uruguay," Agriculture, MDPI, vol. 10(7), pages 1-17, July.
    13. Aoife K. Hurley & James Sweeney, 2024. "Irish Property Price Estimation Using A Flexible Geo-spatial Smoothing Approach: What is the Impact of an Address?," The Journal of Real Estate Finance and Economics, Springer, vol. 68(3), pages 355-393, April.
    14. Widemberg S. Nobre & Alexandra M. Schmidt & João B. M. Pereira, 2021. "On the Effects of Spatial Confounding in Hierarchical Models," International Statistical Review, International Statistical Institute, vol. 89(2), pages 302-322, August.
    15. Yigong Hu & Binbin Lu & Yong Ge & Guanpeng Dong, 2022. "Uncovering spatial heterogeneity in real estate prices via combined hierarchical linear model and geographically weighted regression," Environment and Planning B, , vol. 49(6), pages 1715-1740, July.

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