IDEAS home Printed from https://ideas.repec.org/
MyIDEAS: Log in (now much improved!) to save this article

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

Listed author(s):
  • 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.

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.

File URL: http://www.sciencedirect.com/science/article/pii/S0261-5606(08)00081-8
Download Restriction: Full text for ScienceDirect subscribers only

As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or search for a different version of it.

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

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

as
in new window

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

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.:

as in new window
  1. Nancy P. Marion & Robert P Flood, 1998. "Perspectiveson the Recent Currency Crisis Literature," IMF Working Papers 98/130, International Monetary Fund.
  2. Graciela Laura Kaminsky, 1997. "Leading Indicators of Currency Crises," IMF Working Papers 97/79, International Monetary Fund.
  3. Stefan Gerlach & Frank Smets, 1994. "Contagious speculative attacks," BIS Working Papers 22, Bank for International Settlements.
  4. Gian Maria Milesi Ferretti & Assaf Razin, 2000. "Current Account Reversals and Currency Crises: Empirical Regularities," NBER Chapters, in: Currency Crises, pages 285-323 National Bureau of Economic Research, Inc.
  5. Graciela Laura Kaminsky, 1999. "Currency and Banking Crises; The Early Warnings of Distress," IMF Working Papers 99/178, International Monetary Fund.
  6. Cumby, Robert E. & Van Wijnbergen, Sweder, 1989. "Financial policy and speculative runs with a crawling peg: Argentina 1979-1981," Journal of International Economics, Elsevier, vol. 27(1-2), pages 111-127, August.
  7. Marcel Fratzscher, 2003. "On currency crises and contagion," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 8(2), pages 109-129.
  8. Reinhart, Carmen & Goldstein, Morris & Kaminsky, Graciela, 2000. "Some Policy Issues Regarding an Early Warning System," MPRA Paper 24580, University Library of Munich, Germany.
  9. Ceyla Pazarbasioglu & Inci Ötker, 1994. "Exchange Market Pressures and Speculative Capital Flows in Selected European Countries," IMF Working Papers 94/21, International Monetary Fund.
  10. Inci Ötker & Ceyla Pazarbaşioĝlu, 1996. "Speculative attacks and currency crises: The Mexican experience," Open Economies Review, Springer, vol. 7(1), pages 535-552, March.
  11. Bussière, Matthieu & Fratzscher, Marcel, 2002. "Towards a new early warning system of financial crises," Working Paper Series 0145, European Central Bank.
  12. Reinhart, Carmen & Calvo, Sara, 1996. "Capital Flows to Latin America: Is There Evidence of Contagion Effects?”," MPRA Paper 7124, University Library of Munich, Germany.
  13. Michael P. Dooley, 1998. "A model of crises in emerging markets," International Finance Discussion Papers 630, Board of Governors of the Federal Reserve System (U.S.).
  14. 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.
  15. 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.
  16. Reinhart, Carmen & Kaminsky, Graciela, 1998. "On crises, contagion, and confusion," MPRA Paper 13709, University Library of Munich, Germany.
  17. 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 148-166, February.
  18. Reinhart, Carmen & Kaminsky, Graciela, 2000. "Las crisis gemelas: las causas de los problemas bancarios y de balanza de pagos
    [The twin crises: Te causes of banking and balance of payments problems]
    ," MPRA Paper 13842, University Library of Munich, Germany.
  19. Chowdhry, Bhagwan & Goyal, Amit, 2000. "Understanding the financial crisis in Asia," Pacific-Basin Finance Journal, Elsevier, vol. 8(2), pages 135-152, May.
  20. Alvarez-Plata, Patricia & Schrooten, Mechthild, 2004. "Misleading indicators? The Argentinean currency crisis," Journal of Policy Modeling, Elsevier, vol. 26(5), pages 587-603, July.
  21. Barry Eichengreen, Andrew K. Rose, and Charles Wyplosz., 1995. "Speculative Attacks on Pegged Exchange Rates: An Empirical Exploration with Special Reference to the European Monetary System," Center for International and Development Economics Research (CIDER) Working Papers C95-046, University of California at Berkeley.
  22. Gylfason, Thorvaldur & Risager, Ole, 1984. "Does devaluation improve the current account?," European Economic Review, Elsevier, vol. 25(1), pages 37-64, June.
  23. Ramon Moreno, 1995. "Macroeconomic behavior during periods of speculative pressure or realignment: evidence from Pacific Basin economies," Pacific Basin Working Paper Series 95-05, Federal Reserve Bank of San Francisco.
  24. Guillermo A. Calvo, 1995. "Varieties of Capital-Market Crises," Research Department Publications 4008, Inter-American Development Bank, Research Department.
  25. Jeffrey D. Sachs & Aaron Tornell & Andrés Velasco, 1996. "Financial Crises in Emerging Markets: The Lessons from 1995," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 27(1), pages 147-216.
  26. Reinhart, Carmen & Goldstein, Morris & Kaminsky, Graciela, 2000. "Early Warning System: Empirical Results from The Signals Approach," MPRA Paper 24577, University Library of Munich, Germany.
  27. 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.
  28. 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.
  29. Francis X. Diebold & Glenn D. Rudebusch, 1987. "Scoring the leading indicators," Special Studies Papers 206, Board of Governors of the Federal Reserve System (U.S.).
  30. Eduardo Levy Yeyati & Angel J. Ubide, 1998. "Crises, Contagion, and the Closed; End Country Fund Puzzle," IMF Working Papers 98/143, International Monetary Fund.
  31. Barry Eichengreen & Andrew K. Rose, 1998. "Staying Afloat When the Wind Shifts: External Factors and Emerging-Market Banking Crises," NBER Working Papers 6370, National Bureau of Economic Research, Inc.
  32. Blackburn, Keith & Sola, Martin, 1993. " Speculative Currency Attacks and Balance of Payments Crises," Journal of Economic Surveys, Wiley Blackwell, vol. 7(2), pages 119-144, June.
  33. 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.
  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. 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.
  36. 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.
  37. 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.
  38. Andrew Berg & Catherine Pattillo, 1999. "Are Currency Crises Predictable? A Test," IMF Staff Papers, Palgrave Macmillan, vol. 46(2), pages 1-1.
  39. Reuven Glick & Andrew K. Rose, 1998. "Contagion and trade: why are currency crises regional?," Pacific Basin Working Paper Series 98-03, Federal Reserve Bank of San Francisco.
  40. 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-.
  41. 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.
  42. 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.
  43. Michael W. Klein & Nancy P. Marion, 1994. "Explaining the Duration of Exchange-Rate Pegs," NBER Working Papers 4651, National Bureau of Economic Research, Inc.
  44. Thorvaldur Gylfason & Michael Schmid, 1983. "Does Devaluation Cause Stagflation?," Canadian Journal of Economics, Canadian Economics Association, vol. 16(4), pages 641-654, November.
  45. 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.
  46. 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.
  47. 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.).
  48. Ilan Goldfajn & Rodrigo Valdés, 1997. "Balance of Payments Crises and Capital Flows: The Role of Liquidity," Working Papers Central Bank of Chile 11, Central Bank of Chile.
  49. 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.
  50. Maurice Obstfeld, 1994. "The Logic of Currency Crises," NBER Working Papers 4640, National Bureau of Economic Research, Inc.
  51. 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 419-429, October.
  52. 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.
  53. 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.
Full references (including those not matched with items on IDEAS)

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

When requesting a correction, please mention this item's handle: RePEc:eee:jimfin:v:27:y:2008:i:7:p:1098-1121. See general information about how to correct material in RePEc.

For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Shamier, Wendy)

If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

If references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.

If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.

Please note that corrections may take a couple of weeks to filter through the various RePEc services.

This information is provided to you by IDEAS at the Research Division of the Federal Reserve Bank of St. Louis using RePEc data.