IDEAS home Printed from https://ideas.repec.org/p/wpa/wuwpif/0507001.html
   My bibliography  Save this paper

SOM-based Data Analysis of Speculative Attacks' Real Effects

Author

Listed:
  • Ismael E Arciniegas Rueda

    (Constellation New Energy)

  • Fabio Arciniegas

    (Central American Bank of Economic Integration)

Abstract

In some cases, currency crises are followed by strong recessions (e.g., recent Asian and Argentinean crises), but in other cases they are not. This paper uses Self-Organizing Maps (SOM) to search for meaningful associations between speculative attacks' real effects and 28 variables that characterize the economic, financial, legal, and socio-political structure of the country at the onset of the attack. SOM is a neural network-based generalization of Principal Component Analysis (PCA) that provides an efficient non-linear projection of the multidimensional data space on a curved surface. This paper finds a strong association of speculative attacks' real effects with fundamentals and the banking sector structure

Suggested Citation

  • Ismael E Arciniegas Rueda & Fabio Arciniegas, 2005. "SOM-based Data Analysis of Speculative Attacks' Real Effects," International Finance 0507001, University Library of Munich, Germany.
    • Handle: RePEc:wpa:wuwpif:0507001
    Note: Type of Document - pdf; pages: 54
    as

    Download full text from publisher

    File URL: https://econwpa.ub.uni-muenchen.de/econ-wp/if/papers/0507/0507001.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. den Haan, Wouter J. & Ramey, Garey & Watson, Joel, 2003. "Liquidity flows and fragility of business enterprises," Journal of Monetary Economics, Elsevier, vol. 50(6), pages 1215-1241, September.
    2. Reuven Glick & Michael M. Hutchison, 1999. "Banking and currency crises; how common are twins?," Proceedings, Federal Reserve Bank of San Francisco, issue Sep.
    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. Guillermo A. Calvo & Leonardo Leiderman & Carmen M. Reinhart, 1993. "Capital Inflows and Real Exchange Rate Appreciation in Latin America: The Role of External Factors," IMF Staff Papers, Palgrave Macmillan, vol. 40(1), pages 108-151, March.
    5. Hali J. Edison & Carmen M. Reinhart, 1999. "Capital controls during financial crises: the cases of Malaysia and Thailand," Proceedings, Federal Reserve Bank of San Francisco, issue Sep, pages 1-36.
    6. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 1999. "The Quality of Government," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 15(1), pages 222-279, April.
    7. Frankel, Jeffrey A. & Rose, Andrew K., 1996. "Currency Crashes in Emerging Markets: Empirical Indicators," Center for International and Development Economics Research (CIDER) Working Papers 233424, University of California-Berkeley, Department of Economics.
    8. 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.
    9. Demirguc-Kunt, Asli & Detragiache, Enrica & Gupta, Poonam, 2006. "Inside the crisis: An empirical analysis of banking systems in distress," Journal of International Money and Finance, Elsevier, vol. 25(5), pages 702-718, August.
    10. James R. Barth & Gerard Caprio Jr. & Ross Levine, 2002. "Financial Regulation and Performance: Cross-COuntry Evidence," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 4, pages 113-142, Central Bank of Chile.
    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. Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1998. "Law and Finance," Journal of Political Economy, University of Chicago Press, vol. 106(6), pages 1113-1155, December.
    13. Edwards, Sebastian & Vegh, Carlos A., 1997. "Banks and macroeconomic disturbances under predetermined exchange rates," Journal of Monetary Economics, Elsevier, vol. 40(2), pages 239-278, October.
    14. 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.
    15. Frederic S. Mishkin, 2001. "Prudential Supervision: Why Is It Important and What Are the Issues?," NBER Chapters, in: Prudential Supervision: What Works and What Doesn't, pages 1-30, National Bureau of Economic Research, Inc.
    16. Matthew Higgins & Thomas Klitgaard, 2000. "Asia's trade performance after the currency crisis," Economic Policy Review, Federal Reserve Bank of New York, issue Sep, pages 37-49.
    17. Reinhart, Carmen & Calvo, Guillermo, 2000. "When Capital Inflows Come to a Sudden Stop: Consequences and Policy Options," MPRA Paper 6982, University Library of Munich, Germany.
    18. Caprio Jr., Gerard, 1998. "Banking on crises : expensive lessons from recent financial crises," Policy Research Working Paper Series 1979, The World Bank.
    19. Singleton, Kenneth J., 1988. "Econometric issues in the analysis of equilibrium business cycle models," Journal of Monetary Economics, Elsevier, vol. 21(2-3), pages 361-386.
    20. Mr. Qaizar Hussain & Clas Wihlborg, 1999. "Corporate Insolvency Procedures and Bank Behavior: A Study of Selected Asian Economies," IMF Working Papers 1999/135, International Monetary Fund.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ismael Arciniegas Rueda, 2012. "Empirical Analysis Of Speculative Attacks With Contractionary Real Effects," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 19(2), pages 102-127, April.
    2. Peter Sarlin, 2014. "Macroprudential oversight, risk communication and visualization," Papers 1404.4550, arXiv.org, revised Jun 2014.
    3. repec:zbw:bofitp:2011_018 is not listed on IDEAS
    4. Sarlin, Peter & Peltonen, Tuomas A., 2013. "Mapping the state of financial stability," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 46-76.
    5. Sarlin, Peter & Peltonen, Tuomas A., 2013. "Mapping the state of financial stability," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 46-76.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ismael Arciniegas Rueda, 2012. "Empirical Analysis Of Speculative Attacks With Contractionary Real Effects," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 19(2), pages 102-127, April.
    2. Marek Dabrowski, 2002. "Currency Crises in Emerging - Market Economis: Causes, Consequences and Policy Lessons," CASE Network Reports 0051, CASE-Center for Social and Economic Research.
    3. Janice Boucher Breuer, 2004. "An Exegesis on Currency and Banking Crises," Journal of Economic Surveys, Wiley Blackwell, vol. 18(3), pages 293-320, July.
    4. Concetta Chiuri, Maria & Ferri, Giovanni & Majnoni, Giovanni, 2002. "The macroeconomic impact of bank capital requirements in emerging economies: Past evidence to assess the future," Journal of Banking & Finance, Elsevier, vol. 26(5), pages 881-904, May.
    5. Barry Eichengreen and Carlos Arteta., 2000. "Banking Crises in Emerging Markets: Presumptions and Evidence," Center for International and Development Economics Research (CIDER) Working Papers C00-115, University of California at Berkeley.
    6. Ahec Šonje, Amina & Babić, Ante, 2002. "Measuring and predicting currency disturbances in Croatia: the “signals” approach," MPRA Paper 83137, University Library of Munich, Germany, revised Apr 2002.
    7. Ryota Nakatani, 2016. "Twin Banking and Currency Crises and Monetary Policy," Open Economies Review, Springer, vol. 27(4), pages 747-767, September.
    8. Joanna Siwinska-Gorzelak, 2000. "Currency Crises and Fiscal Imbalances. The Transition Countries Perspective," CASE Network Studies and Analyses 0219, CASE-Center for Social and Economic Research.
    9. Demirgüç-Kunt, Asli & Detragiache, Enrica, 2005. "Cross-Country Empirical Studies of Systemic Bank Distress: A Survey," National Institute Economic Review, National Institute of Economic and Social Research, vol. 192, pages 68-83, April.
    10. Ms. Sweta Chaman Saxena & Ms. Valerie Cerra, 2000. "Contagion, Monsoons, and Domestic Turmoil in Indonesia: A Case Study in the Asian Currency Crisis," IMF Working Papers 2000/060, International Monetary Fund.
    11. Croitoru, Lucian, 2013. "Liquidity, the October 2008 Speculative Attack and the Central Bank Reputation," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(2), pages 18-51, June.
    12. Hutchison, Michael M. & Noy, Ilan, 2006. "Sudden stops and the Mexican wave: Currency crises, capital flow reversals and output loss in emerging markets," Journal of Development Economics, Elsevier, vol. 79(1), pages 225-248, February.
    13. Pierre-Olivier Gourinchas & Maurice Obstfeld, 2012. "Stories of the Twentieth Century for the Twenty-First," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(1), pages 226-265, January.
    14. Eswar S. Prasad & Kenneth Rogoff & Shang-Jin Wei & M. Ayhan Kose, 2007. "Financial Globalization, Growth and Volatility in Developing Countries," NBER Chapters, in: Globalization and Poverty, pages 457-516, National Bureau of Economic Research, Inc.
    15. Amaral, Andrea & Abreu, Margarida & Mendes, Victor, 2014. "The spatial Probit model—An application to the study of banking crises at the end of the 1990’s," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 415(C), pages 251-260.
    16. Pavel Trunin & M. Kamenskih, 2007. "Monitoring Financial Stability In Developing Economies (Case of Russia)," Research Paper Series, Gaidar Institute for Economic Policy, issue 111.
    17. Michael M. Hutchison, "undated". "European Banking Distress and EMU: Institutional and Macroeconomic Risks," EPRU Working Paper Series 00-04, Economic Policy Research Unit (EPRU), University of Copenhagen. Department of Economics.
    18. Ali Ari & Raif Cergibozan, 2016. "A Comparison of Currency Crisis Dating Methods: Turkey 1990-2014," Montenegrin Journal of Economics, Economic Laboratory for Transition Research (ELIT), vol. 12(3), pages 19-37.
    19. Piersanti, Giovanni, 2012. "The Macroeconomic Theory of Exchange Rate Crises," OUP Catalogue, Oxford University Press, number 9780199653126.
    20. David Fernando LOPEZ ANGARITA, 2006. "Nivel óptimo de Reservas Internacionales y crisis cambiaria en Colombia," Archivos de Economía 3273, Departamento Nacional de Planeación.

    More about this item

    Keywords

    exploratory data analysis; self-organizing maps; neural networks; speculative attacks' real effects;
    All these keywords.

    JEL classification:

    • F3 - International Economics - - International Finance
    • F4 - International Economics - - Macroeconomic Aspects of International Trade and Finance

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wpa:wuwpif:0507001. See general information about how to correct material in RePEc.

    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 CitEc recognized a bibliographic reference but did not link an item in RePEc 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 RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: EconWPA (email available below). General contact details of provider: https://econwpa.ub.uni-muenchen.de .

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

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.