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Are emerging market currency crises predictable? A test

  • Peltonen, Tuomas A.
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    This paper analyzes the predictability of emerging market currency crises by comparing the often used probit model to a new method, namely a multi-layer perceptron artificial neural network (ANN) model. According to the results, both models were able to signal currency crises reasonably well in-sample, but the forecasting power of these models out-ofsample was found to be rather poor. Only in the case of Russian (1998) crisis were both models able to signal the crisis well in advance. The results reinforced the view that developing a stable model that can predict or even explain currency crises is a challenging task. JEL Classification: F31, E44, C25, C23, C45

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    Paper provided by European Central Bank in its series Working Paper Series with number 0571.

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    Date of creation: Jan 2006
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    Handle: RePEc:ecb:ecbwps:20060571
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    1. Reinhart, Carmen & Rogoff, Kenneth, 2004. "The modern history of exchange rate arrangements: A reinterpretation," MPRA Paper 14070, University Library of Munich, Germany.
    2. Hali J. Edison, 2000. "Do indicators of financial crises work? an evaluation of an early warning system," International Finance Discussion Papers 675, Board of Governors of the Federal Reserve System (U.S.).
    3. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    4. Aghion, Philippe & Bacchetta, Philippe & Banerjee, Abhijit, 2000. "Currency Crises and Monetary Policy in an Economy with Credit Constraints," CEPR Discussion Papers 2529, C.E.P.R. Discussion Papers.
    5. Robert Flood & Nancy Marion, 1998. "Perspectives on the Recent Currency Crisis Literature," NBER Working Papers 6380, National Bureau of Economic Research, Inc.
    6. Eichengreen, Barry & Rose, Andrew K & Wyplosz, Charles, 1996. "Contagious Currency Crises," CEPR Discussion Papers 1453, C.E.P.R. Discussion Papers.
    7. Robert P. Flood & Jagdeep S. Bhandari & Pierre-Richard Agénor, 1991. "Speculative Attacks and Models of Balance of Payments Crises," IMF Working Papers 91/99, International Monetary Fund.
    8. KOMULAINEN Tuomas LUKKARILA Johanna, . "What Drives Financial Crises in Emerging Markets?," EcoMod2003 330700082, EcoMod.
    9. Linda S. Goldberg, 1990. "Predicting Exchange Rate Crises: Mexico Revisited," NBER Working Papers 3320, National Bureau of Economic Research, Inc.
    10. Kaminsky, Graciela & Lizondo, Saul & Reinhart, Carmen M., 1997. "Leading indicators of currency crises," Policy Research Working Paper Series 1852, The World Bank.
    11. Aghion, Philippe & Bacchetta, Philippe & Banerjee, Abhijit, 2004. "A corporate balance-sheet approach to currency crises," Journal of Economic Theory, Elsevier, vol. 119(1), pages 6-30, November.
    12. Pablo Emilio Guidotti & Guillermo Calvo, 1991. "Speculative Attacks," IMF Working Papers 91/10, International Monetary Fund.
    13. 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.
    14. Peter C.B. Phillips & Pierre Perron, 1986. "Testing for a Unit Root in Time Series Regression," Cowles Foundation Discussion Papers 795R, Cowles Foundation for Research in Economics, Yale University, revised Sep 1987.
    15. Jeffrey A. Frankel & Andrew K. Rose, 1996. "Currency crashes in emerging markets: an empirical treatment," International Finance Discussion Papers 534, Board of Governors of the Federal Reserve System (U.S.).
    16. Kristin J. Forbes & Roberto Rigobon, 2002. "No Contagion, Only Interdependence: Measuring Stock Market Comovements," Journal of Finance, American Finance Association, vol. 57(5), pages 2223-2261, October.
    17. Burnside, Craig & Eichenbaum, Martin & Rebelo, Sergio, 2004. "Government guarantees and self-fulfilling speculative attacks," Journal of Economic Theory, Elsevier, vol. 119(1), pages 31-63, November.
    18. Komulainen, Tuomas & Lukkarila, Johanna, 2003. "What drives financial crises in emerging markets?," BOFIT Discussion Papers 5/2003, Bank of Finland, Institute for Economies in Transition.
    19. Bussière, Matthieu & Fratzscher, Marcel, 2002. "Towards a new early warning system of financial crises," Working Paper Series 0145, European Central Bank.
    20. Pasaran, M.H. & Im, K.S. & Shin, Y., 1995. "Testing for Unit Roots in Heterogeneous Panels," Cambridge Working Papers in Economics 9526, Faculty of Economics, University of Cambridge.
    21. Atish R. Ghosh & Anne-Marie Gulde & Holger C. Wolf, 2003. "Exchange Rate Regimes: Choices and Consequences," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262072408, June.
    22. repec:rus:hseeco:181565 is not listed on IDEAS
    23. Schumacher, Martin & Ro[ss]ner, Reinhard & Vach, Werner, 1996. "Neural networks and logistic regression: Part I," Computational Statistics & Data Analysis, Elsevier, vol. 21(6), pages 661-682, June.
    24. Obstfeld, Maurice, 1986. "Rational and Self-fulfilling Balance-of-Payments Crises," American Economic Review, American Economic Association, vol. 76(1), pages 72-81, March.
    25. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-72, June.
    26. 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.
    27. Kumar, Mohan & Moorthy, Uma & Perraudin, William, 2003. "Predicting emerging market currency crashes," Journal of Empirical Finance, Elsevier, vol. 10(4), pages 427-454, September.
    28. Graciela L. Kaminsky, 2003. "Varieties of Currency Crises," NBER Working Papers 10193, National Bureau of Economic Research, Inc.
    29. Blanco, Herminio & Garber, Peter M, 1986. "Recurrent Devaluation and Speculative Attacks on the Mexican Peso," Journal of Political Economy, University of Chicago Press, vol. 94(1), pages 148-66, February.
    30. André Fourçans & Raphaël Franck, 2003. "Currency Crises," Books, Edward Elgar, number 3124, April.
    31. Chang, R. & Velasco, A., 1998. "Financial Crises in Emerging Markets: A Canonical Model," Working Papers 98-21, C.V. Starr Center for Applied Economics, New York University.
    32. Ronald I. McKinnon & Huw Pill, 1996. "Credible Liberalizations and International Capital Flows: The "Overborrowing Syndrome"," NBER Chapters, in: Financial Deregulation and Integration in East Asia, NBER-EASE Volume 5, pages 7-50 National Bureau of Economic Research, Inc.
    33. Aasim M. Husain & Ashoka Mody & Nienke Oomes & Robin Brooks & Kenneth Rogoff, 2003. "Evolution and Performance of Exchange Rate Regimes," IMF Working Papers 03/243, International Monetary Fund.
    34. Roberto Chang & Andres Velasco, 1998. "Financial Crises in Emerging Markets," NBER Working Papers 6606, National Bureau of Economic Research, Inc.
    35. Komulainen, Tuomas & Lukkarila, Johanna, 2003. "What drives financial crises in emerging markets?," Emerging Markets Review, Elsevier, vol. 4(3), pages 248-272, September.
    36. Burkart, Oliver & Coudert, Virginie, 2002. "Leading indicators of currency crises for emerging countries," Emerging Markets Review, Elsevier, vol. 3(2), pages 107-133, June.
    37. Tuomas Komulainen & ) & Johanna Lukkarila, 2003. "What drives financial crises in emerging markets?," Macroeconomics 0304010, EconWPA.
    38. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
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