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Forecasting Financial Crises and Contagion in Asia using Dynamic Factor Analysis

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Author Info
Andrea Cipollini () (University of Essex)
George Kapetanios (Queen Mary, University of London)
Abstract

In this paper we use a Dynamic Factor model to retrieve vulnerability indicators able to predict financial turmoil. A stochastic simulation experiment is then used to produce the corresponding probability forecasts regarding the currency crisis events a®ecting a number of East Asian countries during the 1997-1998 period. The Dynamic factor model improves upon a number of competing model, in terms of out of sample forecasting performance

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Paper provided by Society for Computational Economics in its series Computing in Economics and Finance 2006 with number 477.

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Date of creation: 04 Jul 2006
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Handle: RePEc:sce:scecfa:477

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Related research
Keywords: Financial Contagion Dynamic Factor Model Stochastic Simulation

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Find related papers by JEL classification:
C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models
C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
F34 - International Economics - - International Finance - - - International Lending and Debt Problems

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  1. Jan P.A.M. Jacobs & Gerard H. Kuper & Lestano, 2004. "Currency crises in Asia: A multivariate logit approach," International Finance 0409005, EconWPA. [Downloadable!]
    Other versions:
  2. Barry Eichengreen & Andrew K. Rose & Charles Wyplosz, 1996. "Contagious Currency Crises," NBER Working Papers 5681, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:
  3. Girton, Lance & Roper, Don, 1977. "A Monetary Model of Exchange Market Pressure Applied to the Postwar Canadian Experience," American Economic Review, American Economic Association, vol. 67(4), pages 537-48, September. [Downloadable!] (restricted)
  4. Mody, Ashoka & Taylor, Mark P, 2003. "Common Vulnerabilities," CEPR Discussion Papers 3759, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
  5. Kaminsky, Graciela & Lizondo, Saul & Reinhart, Carmen M., 1997. "Leading indicators of currency crises," Policy Research Working Paper Series 1852, The World Bank. [Downloadable!]
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  6. Eduardo Borensztein & Catherine A. Pattillo & Andrew Berg, 2004. "Assessing Early Warning Systems: How Have They Worked in Practice?," IMF Working Papers 04/52, International Monetary Fund. [Downloadable!]
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  7. Reinhart, Carmen & Kaminsky, Graciela, 2001. "Bank Lending and Contagion: Evidence from the Asian Crisis," MPRA Paper 7580, University Library of Munich, Germany. [Downloadable!]
  8. Berg, Andrew & Pattillo, Catherine, 1999. "Predicting currency crises:: The indicators approach and an alternative," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 561-586, August. [Downloadable!] (restricted)
  9. Mario Forni & Marc Hallin & Marco Lippi & Lucrezia Reichlin, 2000. "The Generalized Dynamic-Factor Model: Identification And Estimation," The Review of Economics and Statistics, MIT Press, vol. 82(4), pages 540-554, November. [Downloadable!] (restricted)
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  10. Marcelle Chauvet & Fang Dong, 2004. "Leading indicators of country risk and currency crises: the Asian experience," Economic Review, Federal Reserve Bank of Atlanta, issue Q 1, pages 25 - 37. [Downloadable!]
  11. Calvo, Sara & Reinhart, Carmen, 1996. "Capital flows to Latin America : Is there evidence of contagion effects?," Policy Research Working Paper Series 1619, The World Bank. [Downloadable!]
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  12. George Kapetanios & Massimiliano Marcellino, 2003. "A Comparison of Estimation Methods for Dynamic Factor Models of Large Dimensions," Working Papers 489, Queen Mary, University of London, Department of Economics. [Downloadable!]
  13. Stock, James H & Watson, Mark W, 2002. "Macroeconomic Forecasting Using Diffusion Indexes," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(2), pages 147-62, April.
  14. Kaminsky, Graciela L. & Reinhart, Carmen M., 2000. "On crises, contagion, and confusion," Journal of International Economics, Elsevier, vol. 51(1), pages 145-168, June. [Downloadable!] (restricted)
  15. Garry J. Schinasi & T. Todd Smith, 1999. "Portfolio Diversification, Leverage, and Financial Contagion," IMF Working Papers 99/136, International Monetary Fund.
  16. Guillermo A. Calvo & Enrique G. Mendoza, 1999. "Regional Contagion and the Globalization of Securities Markets," NBER Working Papers 7153, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  17. Massimo Sbracia & Andrea Zaghini, 2001. "The Role of the Banking System in the International Transmission of Shocks," Temi di discussione (Economic working papers) 409, Bank of Italy, Economic Research Department. [Downloadable!]
    Other versions:
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