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Measuring contagion with a Bayesian; time-varying coefficient model

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Author Info
Matteo Ciccarelli () (European Central Bank, DG Research, Kaiserstrasse 29, D-60311, Frankfurt am Main, Germany.)
Alessandro Rebucci () (International Monetary Fund, Research Department, 700 19th St., N.W., Washington, D.C. 20431, USA.)

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Abstract

To measure contagion empirically, we propose using a Bayesian time-varying coefficient model estimated with Markov Chain Monte Carlo methods. The proposed measure works in the joint presence of heteroskedasticity and omitted variables and does not require knowledge of the timing of the crisis. It distinguishes contagion not only from interdependence but also from structural breaks. It can be used to investigate positive as well as negative contagion. The proposed measure appears to work well using both simulated and actual data. JEL Classification: C11; C15; F41; F42; G15.

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Paper provided by European Central Bank in its series Working Paper Series with number 263.

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Length: 45 pages
Date of creation: Sep 2003
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Handle: RePEc:ecb:ecbwps:20030263

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Related research
Keywords: Contagion; Gibbs sampling; heteroskedasticity; omitted variable bias; time-varying coefficient models.;

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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. 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. [Downloadable!] (restricted)
  2. 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. [Downloadable!] (restricted)
  3. King, Mervyn A & Wadhwani, Sushil, 1990. "Transmission of Volatility between Stock Markets," Review of Financial Studies, Oxford University Press for Society for Financial Studies, vol. 3(1), pages 5-33. [Downloadable!] (restricted)
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  4. Roberto Rigobon, 2001. "Contagion: How to Measure It?," NBER Working Papers 8118, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  5. 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. [Downloadable!] (restricted)
  6. Avinash Persaud & Manmohan S. Kumar, 2001. "Pure Contagion and Investors Shifting Risk Appetite: Analytical Issues and Empirical Evidence," IMF Working Papers 01/134, International Monetary Fund. [Downloadable!]
  7. Timothy Cogley & Thomas J. Sargent, 2003. "Drifts and volatilities: monetary policies and outcomes in the post WWII U.S," Working Paper 2003-25, Federal Reserve Bank of Atlanta. [Downloadable!]
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  8. Taimur Baig & Ilan Goldfajn, 2000. "The Russian Default and the Contagion to Brazil," IMF Working Papers 00/160, International Monetary Fund.
  9. Corsetti, Giancarlo & Pericoli, Marcello & Sbracia, Massimo, 2005. "'Some contagion, some interdependence': More pitfalls in tests of financial contagion," Journal of International Money and Finance, Elsevier, vol. 24(8), pages 1177-1199, December. [Downloadable!] (restricted)
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  10. 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!]
  11. Taimur Baig & Ilan Goldfajn, 2000. "The Russian default and the contagion to Brazil," Textos para discussão 420, Department of Economics PUC-Rio (Brazil). [Downloadable!]
  12. Marcello Pericoli & Massimo Sbracia, 2003. "A Primer on Financial Contagion," Journal of Economic Surveys, Blackwell Publishing, vol. 17(4), pages 571-608, 09. [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. Reint Gropp & Gerard Moerman, 2003. "Measurement of contagion in banks’ equity prices," Working Paper Series 297, European Central Bank. [Downloadable!]
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  2. Fabio Canova & Matteo Ciccarelli, 2007. "Estimating Multi-country VAR models," Discussion Papers 7_2007, D.E.S. (Department of Economic Studies), University of Naples "Parthenope", Italy. [Downloadable!]
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  3. 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. [Downloadable!]
  4. Ralph Süppel, 2003. "Comparing economic dynamics in the EU and CEE accession countries," Working Paper Series 267, European Central Bank. [Downloadable!]
  5. Lorenzo Cappiello & Bruno Gérard & Simone Manganelli, 2005. "Measuring comovements by regression quantiles," Working Paper Series 501, European Central Bank. [Downloadable!]
  6. 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. [Downloadable!]
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