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Measuring Contagion With A Bayesian Time-Varying Coefficient Model

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  • Alessandro Rebucci

    (International Monetary Fund)

Abstract

We propose to use a time-varying coefficient model to measure contagion. The proposed measure works in the joint presence of heteroskedasticity and omitted variables. It requires knowledge of the source of the crisis but not its timing. The estimation procedure is Bayesian and is based on Markov Chain Monte Carlo methods. We asses the performance of the proposed measure both with simulated and actual data.

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File URL: http://www.ivie.es/downloads/docs/wpasad/wpasad-2003-20.pdf
File Function: Fisrt version / Primera version, 2003
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Bibliographic Info

Paper provided by Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie) in its series Working Papers. Serie AD with number 2003-20.

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Length: 35 pages
Date of creation: Jun 2003
Date of revision:
Publication status: Published by Ivie
Handle: RePEc:ivi:wpasad:2003-20

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Related research

Keywords: Contagion; Gibbs sampling; heteroskedasticity; omitted variable;

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References

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  1. King, Mervyn A & Wadhwani, Sushil, 1990. "Transmission of Volatility between Stock Markets," Review of Financial Studies, Society for Financial Studies, vol. 3(1), pages 5-33.
  2. Roberto Rigobón & Kristin Forbes, 2001. "Contagion in Latin America: Definitions, Measurement, and Policy Implications," JOURNAL OF LACEA ECONOMIA, LACEA - LATIN AMERICAN AND CARIBBEAN ECONOMIC ASSOCIATION.
  3. Matteo Ciccarelli & Alessandro Rebucci, 2001. "The Transmission Mechanism of European Monetary Policy: Is There Heterogeneity? Is It Changing Over Time?," Banco de Espa�a Working Papers 0115, Banco de Espa�a.
  4. Roberto Rigobon, 2001. "Contagion: How to Measure It?," NBER Working Papers 8118, National Bureau of Economic Research, Inc.
  5. Fabio Canova & Matteo Ciccarelli, 1999. "Forecasting and turning point predictions in a Bayesian panel VAR model," Economics Working Papers 443, Department of Economics and Business, Universitat Pompeu Fabra.
  6. Timothy Cogley & Thomas J. Sargent, 2005. "Drift and Volatilities: Monetary Policies and Outcomes in the Post WWII U.S," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 8(2), pages 262-302, April.
  7. Marcello Pericoli & Massimo Sbracia, 2003. "A Primer on Financial Contagion," Journal of Economic Surveys, Wiley Blackwell, vol. 17(4), pages 571-608, 09.
  8. Favero, Carlo A. & Giavazzi, Francesco, 2002. "Is the international propagation of financial shocks non-linear?: Evidence from the ERM," Journal of International Economics, Elsevier, vol. 57(1), pages 231-246, June.
  9. Corsetti, Giancarlo & Pericoli, Marcello & Sbracia, Massimo, 2002. "Some Contagion, Some Interdependence: More Pitfalls in Tests of Financial Contagion," CEPR Discussion Papers 3310, C.E.P.R. Discussion Papers.
  10. Manmohan S. Kumar & Avinash Persaud, 2001. "Pure Contagion and Investors Shifting Risk Appetite," IMF Working Papers 01/134, International Monetary Fund.
  11. Canova, Fabio, 1993. "Modelling and forecasting exchange rates with a Bayesian time-varying coefficient model," Journal of Economic Dynamics and Control, Elsevier, vol. 17(1-2), pages 233-261.
  12. Taimur Baig & Ilan Goldfajn, 2000. "The Russian Default and the Contagion to Brazil," IMF Working Papers 00/160, International Monetary Fund.
  13. Chib, Siddhartha & Greenberg, Edward, 1995. "Hierarchical analysis of SUR models with extensions to correlated serial errors and time-varying parameter models," Journal of Econometrics, Elsevier, vol. 68(2), pages 339-360, August.
  14. Matteo Ciccarelli & Alessandro Rebucci, 2002. "The Transmission Mechanism of European Monetary Policy," IMF Working Papers 02/54, International Monetary Fund.
  15. Toni Gravelle & Maral Kichian & James Morley, 2003. "Shift Contagion in Asset Markets," Working Papers 03-5, Bank of Canada.
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Citations

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Cited by:
  1. Gropp, Reint & Moerman, Gerard, 2004. "Measurement of contagion in banks' equity prices," Journal of International Money and Finance, Elsevier, vol. 23(3), pages 405-459, April.
  2. Ascari, Guido & Rankin, Neil, 2007. "Perpetual youth and endogenous labor supply: A problem and a possible solution," Journal of Macroeconomics, Elsevier, vol. 29(4), pages 708-723, December.
  3. Cappiello, Lorenzo & Gérard, Bruno & Manganelli, Simone, 2005. "Measuring comovements by regression quantiles," Working Paper Series 0501, European Central Bank.
  4. Juan Francisco Rubio-Ramírez & Daniel Waggoner & Tao Zha, 2005. "Markov-switching structural vector autoregressions: theory and application," Working Paper 2005-27, Federal Reserve Bank of Atlanta.
  5. Fabio Canova & Matteo Ciccarelli, 2002. "Estimating multi-country VAR models," Economics Working Papers 920, Department of Economics and Business, Universitat Pompeu Fabra, revised Apr 2008.
  6. Baele, Lieven & Inghelbrecht, Koen, 2010. "Time-varying integration, interdependence and contagion," Journal of International Money and Finance, Elsevier, vol. 29(5), pages 791-818, September.
  7. Simone Manganelli & Lorenzo Cappiello & Bruno Gerard, 2004. "The Contagion Box: Measuring Co-Movements in Financial Markets by Regression Quantiles," Econometric Society 2004 Latin American Meetings 77, Econometric Society.

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