Forecasting house prices for the four census regions and the aggregate US economy in a data-rich environment

References

• Abraham, J. M. and Hendershott, P. H. (1996) Bubbles in metropolitan housing markets, Journal of Housing Research, 7, 191–207.
   Google Scholar
• Alessi, L., Barigozzi, M. and Capasso, M. (2010) Improved penalization for determining the number of factors in approximate factor models, Statistics & Probability Letters, 80, 1806–13.
   Web of Science ®Google Scholar
• Banbura, M., Giannone, D. and Reichlin, L. (2010) Large Bayesian vector autoregressions, Journal of Applied Econometrics, 25, 71–92.
   Web of Science ®Google Scholar
• Bernanke, B. and Gertler, M. (1995) Inside the black box: the credit channel of monetary transmission, Journal of Economic Perspectives, 9, 27–48.
   Web of Science ®Google Scholar
• Bloor, C. and Matheson, T. (2010) Analysing shock transmission in a data-rich environment: a large BVAR for New Zealand, Empirical Economics, 39, 537–58.
   Web of Science ®Google Scholar
• Boivin, J. and Ng, S. (2005) Understanding and comparing factor based forecasts, International Journal of Central Banking, 1, 117–52.
   Google Scholar
• Carlino, G. and DeFina, R. (1998) The differential regional effects of monetary policy, The Review of Economics and Statistics, 80, 572–87.
   Web of Science ®Google Scholar
• Carlino, G. and DeFina, R. (1999) The differential regional effects of monetary policy: evidence from the U.S. states, Journal of Regional Science, 39, 339–58.
   Web of Science ®Google Scholar
• Cho, M. (1996) House price dynamics: a survey of theoretical and empirical issues, Journal of Housing Research, 7, 145–72.
   Google Scholar
• Das, S., Gupta, R. and Kabundi, A. (2009) Could we have forecasted the recent downturn in the South African housing market?, Journal of Housing Economics, 18, 325–35.
   Web of Science ®Google Scholar
• Das, S., Gupta, R. and Kabundi, A. (2010) The blessing of dimensionality in forecasting real house price growth in the nine census divisions of the US, Journal of Housing Research, 19, 89–109.
   Google Scholar
• Das, S., Gupta, R. and Kabundi, A. (2011) Forecasting regional house price inflation: a comparison between dynamic factor models and vector autoregressive models, Journal of Forecasting, 30, 288–302.
   Web of Science ®Google Scholar
• De Mol, C., Giannone D. and Reichlin, L. (2008) Forecasting using a large number of predictors: Is Bayesian regression a valid alternative to principal components?, Journal of Econometrics, 146, 318–28.
   Web of Science ®Google Scholar
• Doan, T. Litterman, R. and Sims, C. A. (1984) Forecasting and conditional projection using realistic prior distributions, Econometric Reviews, 3, 1–100.
   Google Scholar
• Forni, M., Hallin, M., Lippi, M. et al. (2003) Do financial variables help forecasting inflation and real activity in the Euro area?, Journal of Monetary Economics, 50, 1243–55.
   Web of Science ®Google Scholar
• Forni, M., Hallin, M., Lippi, M. et al. (2005) The generalized dynamic factor model, one sided estimation and forecasting, Journal of the American Statistical Association, 100, 830–40.
   Web of Science ®Google Scholar
• Gupta, R. and Das, S. (2008) Spatial Bayesian methods for forecasting house prices in six metropolitan areas of South Africa, South African Journal of Economics, 76, 298–313.
   Web of Science ®Google Scholar
• Gupta, R. and Das, S. (2010) Predicting downturns in the US housing market, Journal of Real Estate Economics and Finance, 41, 294–319.
   Web of Science ®Google Scholar
• Gupta, R. and Hartley, F. (2011) The role of asset prices in forecasting inflation and output in South Africa, mimeo, Department of Economics, University of Pretoria, Pretoria.
   Google Scholar
• Gupta, R., Jurgilas, M., Kabundi, A. et al. (2012) Monetary policy and housing dynamics in a large-scale Bayesian vector autoregressive model, International Journal of Strategic Property Management, 16, 1–20.
   Google Scholar
• Gupta, R., Jurgilas, M., Miller, S. M. et al. (2012) Financial market liberalization, monetary policy, and housing sector dynamics, International Business and Economics Research Journal, 11, 69–82.
   Google Scholar
• Gupta, R. and Kabundi, A. (2010a) Forecasting real US House price: principal components versus bayesian regressions, International Business and Economics Research Journal, 9, 141–52.
   Google Scholar
• Gupta, R. and Kabundi, A. (2010b) The effect of the monetary policy on house price inflation: a factor augmented vector autoregression (FAVAR) approach, Journal of Economic Studies, 37, 616–26.
   Google Scholar
• Gupta, R., Kabundi, A. and Miller, S. M. (2011a) Using large data sets to forecast housing prices: a case study of twenty US states, Journal of Housing Research, 20, 161–90.
   Google Scholar
• Gupta, R., Kabundi, A. and Miller, S. M. (2011b) Forecasting the US real house price index: structural and non-structural models with and without fundamentals, Economic Modelling, 28, 2013–21.
   Web of Science ®Google Scholar
• Gupta, R., and Miller, S. M. (2012) The time-series properties of housing prices: a case study of the Southern California market, Journal of Real Estate Finance and Economics, 44, 339–61.
   Web of Science ®Google Scholar
• Iacoviello, M. and Neri, S. (2010) Housing market spillovers: evidence from an estimated DSGE model, American Economic Journal: Macroeconomics, 2, 125–64.
   Web of Science ®Google Scholar
• International Monetary Fund. (2000) World Economic Outlook: Asset Prices and the Business Cycle, International Monetary Fund, Washington, DC.
   Google Scholar
• Johnes, G. and Hyclak, T. (1999) House prices and regional labor markets, Annals of Regional Science, 33, 33–49.
   Web of Science ®Google Scholar
• Kadiyala, K. R., and Karlsson, S. (1997) Numerical methods for estimation and inference in bayesian VAR-models, Journal of Applied Econometrics, 12, 99–132.
   Google Scholar
• Leamer, E. E. (2007) Housing, housing finance, and monetary policy, Federal Reserve Bank of Kansas City Symposium, August 30–September 1, Jackson Hole, Wyoming.
   Google Scholar
• LeSage, J. P. (1990) A comparison of the forecasting ability of ECM and VAR models, The Review of Economics and Statistics, 72, 664–71.
   Web of Science ®Google Scholar
• Litterman, R. B. (1986) Forecasting with Bayesian vector autoregressions – five years of experience, Journal of Business and Economic Statistics, 4, 25–38.
   Web of Science ®Google Scholar
• Rapach, D. E. and Strauss, J. K. (2007) Forecasting real housing price growth in the eighth district states. Federal Reserve Bank of St. Louis, Regional Economic Development, 3, 33–42.
   Google Scholar
• Rapach, D. E. and Strauss, J. K. (2009) Differences in housing price forecast ability across U.S. states, International Journal of Forecasting, 25, 351–72.
   Web of Science ®Google Scholar
• Robertson, J. C. and Tallman, E. W. (1999) Vector autoregressions: forecasting and reality, Economic Review, 84, 4–18.
   Google Scholar
• Sims, C. A. (1992) Bayesian inference for multivariate time series with trend, mimeo, Yale University, New Haven, CT.
   Google Scholar
• Sims, C. A., Stock, J. H. and Watson, M. W. (1990) Inference in linear time series models with some unit roots, Econometrica, 58, 113–44.
   Web of Science ®Google Scholar
• Sims, C. A and Zha, T. (1998) Bayesian methods for dynamic multivariate models, International Economic Review, 39, 949–68.
   Web of Science ®Google Scholar
• Stock, J. H. and Watson, M. W. (2002a) Forecasting using principal components from a large number of predictors, Journal of the American Statistical Association, 97, 147–62.
   Web of Science ®Google Scholar
• Stock, J. H. and Watson, M. W. (2002b) Macroeconomics forecasting using diffusion indexes, Journal of Business and Economic Statistics, 20, 147–62.
   Web of Science ®Google Scholar
• Stock, J. H. and Watson, M. W. (2003) Forecasting output and inflation: the role of asset prices, Journal of Economic Literature, 41, 788–829.
   Web of Science ®Google Scholar
• Theil, H. (1971) Principles of Econometrics, John Wiley, New York.
   Google Scholar
• Topel, R. H. and Rosen, S. (1988) Housing investment in the United States, Journal of Political Economy, 96, 718–40.
   Web of Science ®Google Scholar
• Vargas-Silva, C. (2008a) Monetary policy and the US housing market: a VAR analysis imposing signs restrictions, Journal of Macroeconomics, 30, 977–90.
   Web of Science ®Google Scholar
• Vargas-Silva, C. (2008b). The effect of monetary policy on housing: a factor augmented approach, Applied Economics Letters, 15, 749–52.
   Web of Science ®Google Scholar