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Multivariate Dynamic Probit Models: An Application to Financial Crises Mutation

Listed author(s):
  • Elena-Ivona Dumitrescu

    ()

    (LEO - Laboratoire d'économie d'Orleans - CNRS - UO - Université d'Orléans)

  • Bertrand Candelon

    (Economics - Maastricht University)

  • Christophe Hurlin

    ()

    (LEO - Laboratoire d'économie d'Orleans - CNRS - UO - Université d'Orléans)

  • Franz C. Palm

    (Maastricht University - univ. Maastricht)

In this paper we propose a multivariate dynamic probit model. Our model can be considered as a non-linear VAR model for the latent variables associated with correlated binary time-series data. To estimate it, we implement an exact maximum-likelihood approach, hence providing a solution to the problem generally encountered in the formulation of multivariate probit models. Our framework allows us to apprehend dynamics and causality in several ways. Furthermore, we propose an impulse-response analysis for such models. An empirical application on three nancial crises is nally proposed.

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Paper provided by HAL in its series Working Papers with number halshs-00630036.

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Date of creation: 28 Jun 2012
Handle: RePEc:hal:wpaper:halshs-00630036
Note: View the original document on HAL open archive server: https://halshs.archives-ouvertes.fr/halshs-00630036v2
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  1. Daniel McFadden, 1987. "A Method of Simulated Moments for Estimation of Discrete Response Models Without Numerical Integration," Working papers 464, Massachusetts Institute of Technology (MIT), Department of Economics.
  2. Bussière, Matthieu, 2007. "Balance of payment crises in emerging markets: how early were the “early” warning signals?," Working Paper Series 0713, European Central Bank.
  3. Don Harding & Adrian Pagan, 2009. "An Econometric Analysis of Some Models for Constructed Binary Time Series," NCER Working Paper Series 39, National Centre for Econometric Research, revised 02 Jul 2009.
  4. Eichengreen, Barry & Rose, Andrew & Wyplosz, Charles, 1996. " Contagious Currency Crises: First Tests," Scandinavian Journal of Economics, Wiley Blackwell, vol. 98(4), pages 463-484, December.
  5. Bertrand Candelon & Franz Palm, 2010. "Banking and Debt Crises in Europe: The Dangerous Liaisons?," De Economist, Springer, vol. 158(1), pages 81-99, April.
  6. Lestano & Jacobs, Jan P.A.M., 2004. "A comparison of currency crisis dating methods: East Asia 1970-2002," CCSO Working Papers 200412, University of Groningen, CCSO Centre for Economic Research.
  7. Bertrand Candelon & Christophe Hurlin & Elena Dumitnescu, 2014. "Currency Crisis Early Warning Systems: Why They should be Dynamic," Working Papers 2014-161, Department of Research, Ipag Business School.
  8. Pesaran, M. Hashem & Pick, Andreas, 2007. "Econometric issues in the analysis of contagion," Journal of Economic Dynamics and Control, Elsevier, vol. 31(4), pages 1245-1277, April.
  9. van den Berg, Jeroen & Candelon, Bertrand & Urbain, Jean-Pierre, 2008. "A cautious note on the use of panel models to predict financial crises," Economics Letters, Elsevier, vol. 101(1), pages 80-83, October.
  10. Graciela Kaminsky & Saul Lizondo & Carmen M. Reinhart, 1998. "Leading Indicators of Currency Crises," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 1-48, March.
  11. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "Varieties of Crises and Their Dates," Introductory Chapters, in: This Time Is Different: Eight Centuries of Financial Folly Princeton University Press.
  12. Michael J. Dueker, 2003. "Dynamic forecasts of qualitative variables: a Qual VAR model of U.S. recessions," Working Papers 2001-012, Federal Reserve Bank of St. Louis.
  13. Ho, Tai-Kuang & von Hagen, Jürgen, 2004. "Money Market Pressure and the Determinants of Banking Crises," CEPR Discussion Papers 4651, C.E.P.R. Discussion Papers.
  14. W. R. M. Perraudin & Manmohan S. Kumar & Uma Moorthy, 2002. "Predicting Emerging Market Currency Crashes," IMF Working Papers 02/7, .
  15. Fabian Valencia & Luc Laeven, 2008. "Systemic Banking Crises; A New Database," IMF Working Papers 08/224, .
  16. Lestano & Jan Jacobs & Gerard H. Kuper, 2004. "Indicators of financial crises do work! An early-warning system for six Asian countries," International Finance 0409004, EconWPA.
  17. Luis Ignacio Jácome, 2004. "The Late 1990's Financial Crisis in Ecuador; Institutional Weaknesses, Fiscal Rigidities, and Financial Dollarization At Work," IMF Working Papers 04/12, .
  18. Bertrand Candelon & Elena-Ivona Dumitrescu & Christophe Hurlin, 2012. "How to evaluate an Early Warning System ?," Working Papers halshs-00450050, HAL.
  19. Andrea Pescatori & Amadou N R Sy, 2007. "Are Debt Crises Adequately Defined?," IMF Staff Papers, Palgrave Macmillan, vol. 54(2), pages 306-337, June.
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