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Forecasting And Turning Point Predictions In A Bayesian Panel Var Model

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Author Info
Fabio Canova (Universitat Pompeu Fabra)
Matteo Ciccarelli (Universidad de Alicante)

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Abstract

We provide methods for forecasting variables and predicting turning points in panel Bayesian VARs. We specify a flexible model which accounts for both interdependencies in the cross section and time variations in the parameters. Posterior distributions for the parameters are obtained for a particular type of diffuse, for Minnesota-type and for hierarchical priors. Formulas for multistep, multiunit point and average forecasts are provided. An application to the problem of forecasting the growth rate of output and of predicting turning points in the G-7 illustrates the approach. A comparison with alternative forecasting methods is also provided.

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Publisher Info
Paper provided by Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie) in its series Working Papers. Serie AD with number 2000-05.

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Length: 36 pages
Date of creation: Mar 2000
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Publication status: Published by Ivie
Handle: RePEc:ivi:wpasad:2000-05

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Keywords: Forecasting; Turning Points; Bayesian Methods; Panel VAR; Markov Chains Monte Carlo Methods;

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Robert B. Litterman, 1985. "Forecasting with Bayesian vector autoregressions five years of experience," Working Papers 274, Federal Reserve Bank of Minneapolis. [Downloadable!]
    Other versions:
  2. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July. [Downloadable!] (restricted)
    Other versions:
  3. Chamberlain, Gary, 1982. "Multivariate regression models for panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 5-46, January. [Downloadable!] (restricted)
  4. Kadiyala, K Rao & Karlsson, Sune, 1997. "Numerical Methods for Estimation and Inference in Bayesian VAR-Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 12(2), pages 99-132, March-Apr. [Downloadable!]
    Other versions:
  5. Thomas Doan & Robert B. Litterman & Christopher A. Sims, 1986. "Forecasting and conditional projection using realistic prior distribution," Staff Report 93, Federal Reserve Bank of Minneapolis. [Downloadable!]
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  6. Hsiao, C. & Pesaran, M. H. & Tahmiscioglu, A. K., 1998. "Bayes Estimation of Short-run Coefficients in Dynamic Panel Data Models," Cambridge Working Papers in Economics 9804, Faculty of Economics, University of Cambridge.
  7. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-95, November. [Downloadable!] (restricted)
  8. Zellner, Arnold & Hong, Chansik, 1989. "Forecasting international growth rates using Bayesian shrinkage and other procedures," Journal of Econometrics, Elsevier, vol. 40(1), pages 183-202, January. [Downloadable!] (restricted)
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  9. Alexander W. Hoffmaister & Jorge Roldos, 1997. "Are Business Cycles Different in Asia and Latin America?," IMF Working Papers 97/9, International Monetary Fund.
  10. Gerlach, Stefan & Smets, Frank, 1995. "The Monetary Transmission Mechanism: Evidence from the G-7 Countries," CEPR Discussion Papers 1219, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
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  11. Chib, Siddhartha & Greenberg, Edward, 1996. "Markov Chain Monte Carlo Simulation Methods in Econometrics," Econometric Theory, Cambridge University Press, vol. 12(03), pages 409-431, August. [Downloadable!]
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  14. Canova, Fabio & Marcet, Albert, 1995. "The Poor Stay Poor: Non-Convergence Across Countries and Regions," CEPR Discussion Papers 1265, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
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  15. Daniel F. Waggoner & Tao Zha, 1998. "Conditional forecasts in dynamic multivariate models," Working Paper 98-22, Federal Reserve Bank of Atlanta. [Downloadable!]
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  16. repec:cup:etheor:v:12:y:1996:i:3:p:409-31 is not listed on IDEAS
  17. Koop, G, 1992. "Aggregate Shocks and Macroeconomic Fluctuations: A Bayesian Approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 7(4), pages 395-411, Oct.-Dec.. [Downloadable!] (restricted)
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    Other versions:
  19. Zellner, Arnold & Hong, Chansik & Min, Chung-ki, 1991. "Forecasting turning points in international output growth rates using Bayesian exponentially weighted autoregression, time-varying parameter, and pooling techniques," Journal of Econometrics, Elsevier, vol. 49(1-2), pages 275-304. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. E. Andersson & D. Bock & M. Frisén, 2006. "Some statistical aspects of methods for detection of turning points in business cycles," Journal of Applied Statistics, Taylor and Francis Journals, vol. 33(3), pages 257-278, April. [Downloadable!] (restricted)
  2. Marta Banbura & Domenico Giannone & Lucrezia Reichlin, 2008. "Large Bayesian VARs," ECARES Working Papers 2008_033, Université Libre de Bruxelles, Ecares. [Downloadable!]
    Other versions:
  3. Fabio Canova & Matteo Ciccarelli, 2006. "Estimating multi-country VAR models," Working Paper Series 603, European Central Bank. [Downloadable!]
    Other versions:
  4. Canova, Fabio, 2002. "G-7 Inflation Forecasts," CEPR Discussion Papers 3283, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
  5. Fabio Canova, 2002. "G-7 inflation forecasts," Working Paper Series 151, European Central Bank. [Downloadable!]
  6. Andrea Carriero & George Kapetanios & Massimiliano Marcellino, 2009. "Forecasting Large Datasets with Bayesian Reduced Rank Multivariate Models," Economics Working Papers ECO2009/31, European University Institute. [Downloadable!]
  7. William T. Gavin & Athena T. Theodorou, 2004. "A common model approach to macroeconomics: using panel data to reduce sampling error," Working Papers 2003-045, Federal Reserve Bank of St. Louis. [Downloadable!]
    Other versions:
  8. Marek Jarocinski, 2006. "Responses to Monetary Policy Shocks in the East and the West of Europe: A Comparison," Working Papers 124, Oesterreichische Nationalbank (Austrian Central Bank). [Downloadable!]
    Other versions:
  9. Canova, Fabio & Ciccarelli, Matteo, 2003. "Panel Index VAR Models: Specification, Estimation, Testing and Leading Indicators," CEPR Discussion Papers 4033, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
    Other versions:
  10. Kosei Fukuda, 2009. "Forecasting growth cycle turning points using US and Japanese professional forecasters," Empirical Economics, Springer, vol. 36(2), pages 243-267, May. [Downloadable!] (restricted)
  11. Canova, Fabio, 2003. "The Transmission of US Shocks to Latin America," CEPR Discussion Papers 3963, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
  12. Sylvia Kaufmann, 2008. "Dating and forecasting turning points by Bayesian clustering with dynamic structure: A suggestion with an application to Austrian data," Working Papers 144, Oesterreichische Nationalbank (Austrian Central Bank). [Downloadable!]
  13. Michael D. Bordo & John Landon Lane & Angela Redish, 2004. "Good versus Bad Deflation: Lessons from the Gold Standard Era," NBER Working Papers 10329, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  14. John W. Galbraith & Greg Tkacz, 2007. "How Far Can Forecasting Models Forecast? Forecast Content Horizons for Some Important Macroeconomic Variables," Working Papers 07-1, Bank of Canada. [Downloadable!]
  15. Alberto Baffigi & Roberto Golinelli & Giuseppe Parigi, 2002. "Real-time GDP forecasting in the euro area," Temi di discussione (Economic working papers) 456, Bank of Italy, Economic Research Department. [Downloadable!]
  16. Fabio Canova, 2003. "The transmission of US shocks to Latin America," Economics Working Papers 925, Department of Economics and Business, Universitat Pompeu Fabra, revised Jun 2004. [Downloadable!]
  17. Matteo Ciccarelli & Alessandro Rebucci, 2002. "The Transmission Mechanism of European Monetary Policy: Is There Heterogeneity? Is it Changing over Time?," IMF Working Papers 02/54, International Monetary Fund. [Downloadable!]
  18. Fabio Canova, 2005. "The transmission of US shocks to Latin America," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(2), pages 229-251. [Downloadable!]
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