IDEAS home Printed from https://ideas.repec.org/
MyIDEAS: Login to save this paper or follow this series

A New Approach to Modeling Early Warning Systems for Currency Crises : can a machine-learning fuzzy expert system predict the currency crises effectively?

  • Chin-Shien Lin

    (National Chung Hsing University)

  • Haider A. Khan

    (GIGS, University of Denver)

  • Ying-Chieh Wang

    (Providence University)

  • Ruei-Yuan Chang

    (Providence University)

This paper presents a hybrid model for predicting the occurrence of currency crises by using the neuro fuzzy modeling approach. The model integrates the learning ability of 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 the traditionally used techniques such as logit, the proposed model can thus lead to a somewhat more prescriptive modeling approach 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.cirje.e.u-tokyo.ac.jp/research/dp/2006/2006cf411.pdf
Download Restriction: no

Paper provided by CIRJE, Faculty of Economics, University of Tokyo in its series CIRJE F-Series with number CIRJE-F-411.

as
in new window

Length: 33pages
Date of creation: Apr 2006
Date of revision:
Handle: RePEc:tky:fseres:2006cf411
Contact details of provider: Postal: Hongo 7-3-1, Bunkyo-ku, Tokyo 113-0033
Phone: +81-3-5841-5644
Fax: +81-3-5841-8294
Web page: http://www.cirje.e.u-tokyo.ac.jp/index.html
Email:


More information through EDIRC

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. Gerlach, Stefan & Smets, Frank, 1994. "Contagious Speculative Attacks," CEPR Discussion Papers 1055, C.E.P.R. Discussion Papers.
  2. 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.
  3. 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.
  4. Fratzscher, Marcel & Matthieu Bussiere, 2003. "Towards A New Early Warning System of Financial Crises," Royal Economic Society Annual Conference 2003 81, Royal Economic Society.
  5. Hali J. Edison, 2003. "Do indicators of financial crises work? An evaluation of an early warning system," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 8(1), pages 11-53.
  6. Reinhart, Carmen & Kaminsky, Graciela, 1998. "On crises, contagion, and confusion," MPRA Paper 13709, University Library of Munich, Germany.
  7. 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.
  8. Guillermo A. Calvo, 1995. "Varieties of Capital-Market Crises," Research Department Publications 4008, Inter-American Development Bank, Research Department.
  9. Andrew Berg & Catherine Pattillo, 1999. "Are Currency Crises Predictable? A Test," IMF Staff Papers, Palgrave Macmillan, vol. 46(2), pages 1.
  10. 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.
  11. 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.
  12. Michael W. Klein & Nancy P. Marion, 1994. "Explaining the Duration of Exchange-Rate Pegs," NBER Working Papers 4651, National Bureau of Economic Research, Inc.
  13. Eduardo Levy Yeyati & Angel J. Ubide, 1998. "Crises, Contagion, and the Closed; End Country Fund Puzzle," IMF Working Papers 98/143, International Monetary Fund.
  14. 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.
  15. 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.
  16. 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.
  17. Marcel Fratzscher, 2000. "On Currency Crises and Contagion," Working Paper Series WP00-9, Peterson Institute for International Economics.
  18. 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.
  19. 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.
  20. Maurice Obstfeld, 1994. "The Logic of Currency Crises," NBER Working Papers 4640, National Bureau of Economic Research, Inc.
  21. 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.
  22. Glick, Reuven & Rose, Andrew K., 1999. "Contagion and trade: Why are currency crises regional?," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 603-617, August.
  23. Kaminsky, Graciela & Lizondo, Saul & Reinhart, Carmen M., 1997. "Leading indicators of currency crises," Policy Research Working Paper Series 1852, The World Bank.
  24. 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.
  25. 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.
  26. Inci Ötker & Ceyla PazarbaÅŸioÄlu, 1996. "Speculative attacks and currency crises: The Mexican experience," Open Economies Review, Springer, vol. 7(1), pages 535-552, March.
  27. 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.
  28. Flood, Robert & Marion, Nancy, 1999. "Perspectives on the Recent Currency Crisis Literature," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 4(1), pages 1-26, January.
  29. 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.
  30. 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.
  31. Carmen M. Reinhart & Sara Calvo, 1996. "Capital Flows to Latin America: Is There Evidence of Contagion Effects?," Peterson Institute Press: Chapters, in: Guillermo A. Calvo & Morris Goldstein & Eduard Hochreiter (ed.), Private Capital Flows to Emerging Markets After the Mexican Crisis, pages 151-171 Peterson Institute for International Economics.
  32. Dooley, Michael P, 2000. "A Model of Crises in Emerging Markets," Economic Journal, Royal Economic Society, vol. 110(460), pages 256-72, January.
  33. 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.
  34. 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.
  35. 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.).
  36. Alvarez-Plata, Patricia & Schrooten, Mechthild, 2004. "Misleading indicators? The Argentinean currency crisis," Journal of Policy Modeling, Elsevier, vol. 26(5), pages 587-603, July.
  37. 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.
  38. 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-.
  39. 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.).
  40. 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.
  41. 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.
  42. 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.
  43. Chowdhry, Bhagwan & Goyal, Amit, 2000. "Understanding the financial crisis in Asia," Pacific-Basin Finance Journal, Elsevier, vol. 8(2), pages 135-152, May.
  44. 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.
  45. 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.
  46. 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.
  47. Thorvaldur Gylfason & Michael Schmid, 1983. "Does Devaluation Cause Stagflation?," Canadian Journal of Economics, Canadian Economics Association, vol. 16(4), pages 641-54, November.
  48. Ceyla Pazarbasioglu & Inci Ötker, 1994. "Exchange Market Pressures and Speculative Capital Flows in Selected European Countries," IMF Working Papers 94/21, International Monetary Fund.
  49. Gylfason, Thorvaldur & Risager, Ole, 1984. "Does devaluation improve the current account?," European Economic Review, Elsevier, vol. 25(1), pages 37-64, June.
  50. 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.
  51. 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.
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:tky:fseres:2006cf411. 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: (CIRJE administrative office)

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.