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A new approach to modeling early warning systems for currency crises: Can a machine-learning fuzzy expert system predict the currency crises effectively?

  • Lin, Chin-Shien
  • Khan, Haider A.
  • Chang, Ruei-Yuan
  • Wang, Ying-Chieh

This paper presents a hybrid causal model for predicting the occurrence of currency crises by using the neuro fuzzy modeling approach. The model integrates the learning ability of the neural network with the inference mechanism of fuzzy logic. The empirical results show that the proposed neuro fuzzy model leads to a better prediction of crisis. Significantly, the model can also construct a reliable causal relationship among the variables through the obtained knowledge base. Compared to neural network and the traditionally used techniques such as logit, the proposed model can thus lead to a somewhat more prescriptive modeling approach based on determinate causal mechanisms towards finding ways to prevent currency crises.

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Article provided by Elsevier in its journal Journal of International Money and Finance.

Volume (Year): 27 (2008)
Issue (Month): 7 (November)
Pages: 1098-1121

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Handle: RePEc:eee:jimfin:v:27:y:2008:i:7:p:1098-1121
Contact details of provider: Web page: http://www.elsevier.com/locate/inca/30443

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  1. Patricia Alvarez-Plata & Mechthild Schrooten, 2003. "Mis-Leading Indicators?: The Argentinean Currency Crisis," Discussion Papers of DIW Berlin 327, DIW Berlin, German Institute for Economic Research.
  2. Marcel Fratzscher, 2000. "On Currency Crises and Contagion," Working Paper Series WP00-9, Peterson Institute for International Economics.
  3. Catherine A. Pattillo & Andrew Berg, 1998. "Are Currency Crises Predictable? a Test," IMF Working Papers 98/154, International Monetary Fund.
  4. Diebold, Francis X & Rudebusch, Glenn D, 1989. "Scoring the Leading Indicators," The Journal of Business, University of Chicago Press, vol. 62(3), pages 369-91, July.
  5. Bussière, Matthieu & Fratzscher, Marcel, 2002. "Towards a new early warning system of financial crises," Working Paper Series 0145, European Central Bank.
  6. Glick, Reuven & Rose, Andrew K, 1998. "Contagion and Trade: Why are Currency Crises Regional," CEPR Discussion Papers 1947, C.E.P.R. Discussion Papers.
  7. Barry Eichengreen & Andrew K. Rose & Charles Wyplosz, 1994. "Speculative Attacks on Pegged Exchange Rates: An Empirical Exploration with Special Reference to the European Monetary System," NBER Working Papers 4898, National Bureau of Economic Research, Inc.
  8. Michael P. Dooley, 1997. "A Model of Crises in Emerging Markets," NBER Working Papers 6300, National Bureau of Economic Research, Inc.
  9. Stefan Gerlach & Frank Smets, 1994. "Contagious speculative attacks," BIS Working Papers 22, Bank for International Settlements.
  10. Reinhart, Carmen & Kaminsky, Graciela & Lizondo, Saul, 1998. "Leading Indicators of Currency Crises," MPRA Paper 6981, University Library of Munich, Germany.
  11. Van Rijckeghem, Caroline & Weder, Beatrice, 2001. "Sources of contagion: is it finance or trade?," Journal of International Economics, Elsevier, vol. 54(2), pages 293-308, August.
  12. Glick, R. & Moreno, R., 1999. "Money and Credit, Competitiveness, and Currency Crises in Asia and Latin America," Papers 99-01, Economisch Institut voor het Midden en Kleinbedrijf-.
  13. Robert E. Cumby & Sweder van Wijnbergen, 1987. "Finanial Policy and Speculative Runs with a Crawling Peg: Argentina 1979-1981," NBER Working Papers 2376, National Bureau of Economic Research, Inc.
  14. Pierre-Richard Agénor & Jagdeep S. Bhandari & Robert P. Flood, 1992. "Speculative Attacks and Models of Balance of Payments Crises," IMF Staff Papers, Palgrave Macmillan, vol. 39(2), pages 357-394, June.
  15. Graciela L. Kaminsky, 1998. "Currency and banking crises: the early warnings of distress," International Finance Discussion Papers 629, Board of Governors of the Federal Reserve System (U.S.).
  16. Eichengreen, Barry & Rose, Andrew & Wyplosz, Charles, 1996. " Contagious Currency Crises: First Tests," Scandinavian Journal of Economics, Wiley Blackwell, vol. 98(4), pages 463-84, December.
  17. Eichengreen, Barry & Rose, Andrew K, 1998. "Staying Afloat When the Wind Shifts: External Factors and Emerging-Market Banking Crises," CEPR Discussion Papers 1828, C.E.P.R. Discussion Papers.
  18. Ceyla Pazarbasioglu & Inci Ötker, 1994. "Exchange Market Pressures and Speculative Capital Flows in Selected European Countries," IMF Working Papers 94/21, International Monetary Fund.
  19. Eduardo Levy-Yeyati & Angel Ubide, 2000. "Crises, Contagion, and the Closed-End Country Fund Puzzle," IMF Staff Papers, Palgrave Macmillan, vol. 47(1), pages 3.
  20. Reinhart, Carmen & Calvo, Sara, 1996. "Capital Flows to Latin America: Is There Evidence of Contagion Effects?”," MPRA Paper 7124, University Library of Munich, Germany.
  21. Reinhart, Carmen & Kaminsky, Graciela, 1998. "On crises, contagion, and confusion," MPRA Paper 13709, University Library of Munich, Germany.
  22. Yap, Josef T., 1998. "Developing an Early Warning System for BOP and Financial Crises: The Case of the Philippines," Discussion Papers DP 1998-40, Philippine Institute for Development Studies.
  23. Klein, Michael W. & Marion, Nancy P., 1997. "Explaining the duration of exchange-rate pegs," Journal of Development Economics, Elsevier, vol. 54(2), pages 387-404, December.
  24. Jeffrey Sachs & Aaron Tornell & Andres Velasco, 1996. "Financial Crises in Emerging Markets: The Lessons from 1995," Harvard Institute of Economic Research Working Papers 1759, Harvard - Institute of Economic Research.
  25. Rudiger Dornbusch, 1997. "Brazil's Incomplete Stabilization and Reform," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 28(1), pages 367-404.
  26. Rudger Dornbusch & Ilan Goldfajn & Rodrigo O. Valdés, 1995. "Currency Crises and Collapses," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 26(2), pages 219-294.
  27. Harold L. Cole & Timothy J. Kehoe, 1996. "A self-fulfilling model of Mexico's 1994-95 debt crisis," Staff Report 210, Federal Reserve Bank of Minneapolis.
  28. 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.).
  29. Inci Ötker & Ceyla PazarbaÅŸioÄlu, 1996. "Speculative attacks and currency crises: The Mexican experience," Open Economies Review, Springer, vol. 7(1), pages 535-552, March.
  30. Gian Maria Milesi-Ferrett & Assaf Razin, 1998. "Current Account Reversals and Currency Crises: Empirical Regularities," NBER Working Papers 6620, National Bureau of Economic Research, Inc.
  31. Reinhart, Carmen & Goldstein, Morris & Kaminsky, Graciela, 2000. "Assessing financial vulnerability, an early warning system for emerging markets: Introduction," MPRA Paper 13629, University Library of Munich, Germany.
  32. Socorro Gochoco-Bautista, Maria, 2000. "Periods of Currency Pressure: Stylized Facts and Leading Indicators," Journal of Macroeconomics, Elsevier, vol. 22(1), pages 125-158, January.
  33. Morris Goldstein & Carmen M. Reinhart, 2000. "Assessing Financial Vulnerability: An Early Warning System for Emerging Markets," Peterson Institute Press: All Books, Peterson Institute for International Economics, number 100.
  34. Frankel, Jeffrey A. & Rose, Andrew K., 1996. "Currency crashes in emerging markets: An empirical treatment," Journal of International Economics, Elsevier, vol. 41(3-4), pages 351-366, November.
  35. Guillermo A. Calvo, 1995. "Varieties of Capital-Market Crises," Research Department Publications 4008, Inter-American Development Bank, Research Department.
  36. Nancy P. Marion & Robert P. Flood, 1998. "Perspectiveson the Recent Currency Crisis Literature," IMF Working Papers 98/130, International Monetary Fund.
  37. Ramon Moreno, 1995. "Macroeconomic behavior during periods of speculative pressure or realignment: evidence from Pacific Basin economies," Economic Review, Federal Reserve Bank of San Francisco, pages 3-16.
  38. 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.
  39. Paul Krugman, 1996. "Are Currency Crises Self-Fulfilling?," NBER Chapters, in: NBER Macroeconomics Annual 1996, Volume 11, pages 345-407 National Bureau of Economic Research, Inc.
  40. Altman, Edward I. & Marco, Giancarlo & Varetto, Franco, 1994. "Corporate distress diagnosis: Comparisons using linear discriminant analysis and neural networks (the Italian experience)," Journal of Banking & Finance, Elsevier, vol. 18(3), pages 505-529, May.
  41. Davalos, Sergio & Gritta, Richard D. & Chow, Garland, 1999. "The application of a neural network approach to predicting bankruptcy risks facing the major US air carriers: 1979–1996," Journal of Air Transport Management, Elsevier, vol. 5(2), pages 81-86.
  42. Gylfason, Thorvaldur & Risager, Ole, 1984. "Does devaluation improve the current account?," European Economic Review, Elsevier, vol. 25(1), pages 37-64, June.
  43. Flood, Robert P. & Garber, Peter M., 1984. "Collapsing exchange-rate regimes : Some linear examples," Journal of International Economics, Elsevier, vol. 17(1-2), pages 1-13, August.
  44. Graciela L. Kaminsky & Carmen M. Reinhart, 1996. "The twin crises: the causes of banking and balance-of-payments problems," International Finance Discussion Papers 544, Board of Governors of the Federal Reserve System (U.S.).
  45. Thorvaldur Gylfason & Michael Schmid, 1983. "Does Devaluation Cause Stagflation?," Canadian Journal of Economics, Canadian Economics Association, vol. 16(4), pages 641-54, November.
  46. Maurice Obstfeld, 1994. "The Logic of Currency Crises," NBER Working Papers 4640, National Bureau of Economic Research, Inc.
  47. Chowdhry, Bhagwan & Goyal, Amit, 2000. "Understanding the financial crisis in Asia," Pacific-Basin Finance Journal, Elsevier, vol. 8(2), pages 135-152, May.
  48. Velasco, Andres, 1987. "Financial crises and balance of payments crises : A simple model of the southern cone experience," Journal of Development Economics, Elsevier, vol. 27(1-2), pages 263-283, October.
  49. Ozkan, F Gulcin & Sutherland, Alan, 1995. "Policy Measures to Avoid a Currency Crisis," Economic Journal, Royal Economic Society, vol. 105(429), pages 510-19, March.
  50. Qi, Min, 1999. "Nonlinear Predictability of Stock Returns Using Financial and Economic Variables," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(4), pages 419-29, October.
  51. Blackburn, Keith & Sola, Martin, 1993. " Speculative Currency Attacks and Balance of Payments Crises," Journal of Economic Surveys, Wiley Blackwell, vol. 7(2), pages 119-44, June.
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