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In Search of a Warning Strategy Against Exchange-rate Attacks: Forecasting Tactics Using Artificial Neural Networks

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Author Info
ANDREOU, ANDREAS S.
ZOMBANAKIS, GEORGE A.
GEORGOPOULOS, E. F.
LIKOTHANASSIS, S. D.

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Abstract

The contribution that this paper aspires to make is the prediction of an oncoming attack against the domestic currency, something that is expected to increase the possibilities of successful hedging by the authorities. The analysis has focused on the Greek Drachma,which has suffered a series of attacks during the past few years, thus offering a variety of such "shock" incidents accompanied by frequent interventions by the authorities. The prediction exercised here is performed in a discrete dynamics environment, based on the daily fluctuations of the interbank overnight interest rate, using artificial neural networks enhanced by genetic algorithms. The results obtained on the basis of the forecasting performance have been considered most encouraging, in providing a successful prediction of an oncoming attack against the domestic currency.

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File URL: http://mpra.ub.uni-muenchen.de/18197/
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Publisher Info
Paper provided by University Library of Munich, Germany in its series MPRA Paper with number 18197.

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Date of creation: Mar 2000
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Handle: RePEc:pra:mprapa:18197

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Related research
Keywords: Shocks; Interest-rate; Forecasting; Neural-networks; Genetic algorithms;

Find related papers by JEL classification:
O24 - Economic Development, Technological Change, and Growth - - Development Planning and Policy - - - Trade Policy; Factor Movement; Foreign Exchange Policy
C45 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Neural Networks and Related Topics

References listed on IDEAS
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  1. Andrew Berg & Catherine Pattillo, 1999. "Are Currency Crises Predictable? A Test," IMF Staff Papers, Palgrave Macmillan Journals, vol. 46(2), pages 1. [Downloadable!] (restricted)
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  2. Pierre Siklos & Rod Tarajos, 1996. "Fundamentals and devaluation expectations in target zones: Some new evidence from the ERM," Open Economies Review, Springer, vol. 7(1), pages 35-59, January. [Downloadable!] (restricted)
  3. Mark P. Taylor, 1995. "The Economics of Exchange Rates," Journal of Economic Literature, American Economic Association, vol. 33(1), pages 13-47, March. [Downloadable!] (restricted)
  4. Brissimis, Sophocles N. & Leventakis, John A., 1989. "The effectiveness of devaluation: A general equilibrium assessment with reference to Greece," Journal of Policy Modeling, Elsevier, vol. 11(2), pages 247-271. [Downloadable!] (restricted)
  5. Koedijk, Kees G & Kool, Clemens J M, 1994. "Tail Estimates and the EMS Target Zone," Review of International Economics, Blackwell Publishing, vol. 2(2), pages 153-65, June.
  6. Marsh, Ian W. & Power, David M., 1996. "A note on the performance of foreign exchange forecasters in a portfolio framework," Journal of Banking & Finance, Elsevier, vol. 20(3), pages 605-613, April. [Downloadable!] (restricted)
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