题名

灰色理論與時間序列模型在匯率預測績效上之比較

DOI

10.6985/TBFQ.200206.0095

作者

鄭美幸;詹志明

关键词

灰色理論 ; GARCH ; 匯率 ; 預測

期刊名称

台灣金融財務季刊

卷期/出版年月

3卷2期(2002 / 06 / 01)

页次

95 - 104

内容语文

繁體中文

中文摘要

本文嘗試以灰色理論建構-匯率預測模型,並與隨機漫步和GARCH模型作樣本外預測能力之比較。研究結果顯示,當預測期間不超過1季時,灰預測模型和GARCH模型的預測績效皆優於隨機漫步模型,且灰預測模型的預測表現比GARCH模型佳。但是當預測期間超過1季時,則以隨機漫步模型的表現最好,灰預測模型表現最差。灰預測模型的預測精度與模型建立的樣本數量有關,當樣本數量少時,模型精度較高,此結果符合灰色理論的特性。故灰色模型較適合用於短期的匯率預測,對於長期的匯率預測,灰色理論則較不適宜。

主题分类 社會科學 > 經濟學
社會科學 > 財金及會計學
参考文献
  1. Backus, D.(1984).Empirical Models of the Exchange Rate: Separating the Wheat from the Chaff.The Canadian Journal of Economics,17(4),824-846.
  2. Bollerslev, T.(1986).Generalized Autoregressive Conditional Heteroskedasticity.Journal of Econometrics,31(3),307-327.
  3. Boughton, J. M.(1987).Tests of the Performance of Reduced-Form Exchange Rate Models.Journal of International Economics,23,41-56.
  4. Branson, W. H.,H. Halttunen,P. Masson(1977).Exchange Rates in the Short Run: The Dollar-Deutschemark Rate.European Economic Review,10,303-324.
  5. Brooks, C.(1997).Linear and Non-Linear (non-) Forecastability of High-Frequency Exchange Rates.Journal of Forecasting,16(2),125-145.
  6. Deng, J. L.(1982).Control Problem of Grey Systems.System & Control Letters,1(5),288-294.
  7. Ding Z.,C. W. J. Granger(1996).Modeling Volatility Persistence of Speculative Returns: A New Approach.Journal of Econometrics,73,185-215.
  8. Dornbusch, R.(1976).Expectations and Exchange Rate Dynamics.Journal of Political Economy,84,1161-1176.
  9. Edison, H. J.(1991).Forecast Performance of Exchange Rate Models Revisited.Applied Economics,23,187-196.
  10. Engle, R. F.,B. S. Yoo(1987).Forecasting and Testing in Cointegrated System.Journal of Econometrics,35,143-157.
  11. Fang & Kwong(1991).Forecating Foreign Exchange Rates.The Journal of Business Forecasting,Winter,16-19.
  12. Finn, M. G.(1986).Forecasting the Exchange Rate: A Monetary or Random Walk Phenomenon?.Journal of International Money and Finance,5,181-193.
  13. Frankel, J. A.(1982).The Mystery of the Multiplying Marks: A Modification of the Monetary Model.The Review of Economics and Statistics,64(3),51-5519.
  14. Frankel, J. A.(1976).A Monetary Approach to Exchange Rate: Doctrinal Aspects and Empirical Evidence.Scandinavian Journal of Economics,78,200-224.
  15. Frankel, J. A.(1979).On the Mark: A Theory of Floating Exchange Rates Based on Real Interest Differentials.American Economic Review,69,610-622.
  16. Hakkio, C. S.(1986).Does the Exchange Rate Follow a Random Walk? A Monte Carlo Study of Four Tests for a Random Walk.Journal of International Money and Finance,5(2),221-229.
  17. Hooper, P.,J. E. Morton(1982).Fluctuations in the Dollar: A Model of Nominal and Real Exchange Rate Determination.Journal of International Money and Finance,1,39-56.
  18. Hsieh, David A.(1988).The Statistical Properties of Daily Foreign Exchange Rates: 1974-1983.Journal of International Economics,24,129-145.
  19. MacDonald, R.,M. P. Taylor(1994).The Monetary Model of the Exchange Rate: Long-Run Relationships, Short-Run Dynamics and How to Beat a Random Walk.Journal of International Money and Finance,13(3),276-290.
  20. MacDonald, R.,M. P. Taylor(1992).Exchange Rate Economics, A Survey.IMF Staff Papers,39(1),1-57.
  21. McCurdy, T. H.,I. Morgan(1988).Testing The Martingale Hypothesis in Deutsche Mark Futures with Models Specifying The Form of The Heteroskedasticity.Journal of Applied Econometrics,3,187-202.
  22. Meese, R. A.,K. Rogoff(1983).Empirical Exchange Rate Models of the Seventies: Do They Fit Out of Sample?.Journal of International Economics,14,3-23.
  23. Merhan and Shahrokhi(1997).An Application of Four Foreign Currency Forecasting Models to The U.S. Dollar and Mexican Peso.Global Finance Journal,8(2),211-220.
  24. Somanath, V. S.(1986).Efficient Exchange Rate Forecasts: Lagged Models Better Than the Random Walk.Journal of International Money and Finance,5(2),195-220.
  25. West, K. D.,D. Cho(1995).The Predictive Ability of Several Models of Exchange Rate Volatility.Journal of Econometrics,69(2),367-391.
  26. Woo, W. T.(1985).The Monetary Approach to Exchange Rate Determination Under Rational Expectations: The Dollar-Deutschmark (sic) Rate.Journal of International Economics,18,1-16.
  27. 吳致寧(1995)。貨幣學派之匯率決定模型與匯率預測-台灣之實證研究。經濟論文,23(1),159-187。
  28. 施能仁、劉定焜(1998)。台灣股價指價之避險操作-灰色滾動模式預測。灰色系統學刊,1(2),101-121。
  29. 張宮雄,吳欽杉(1998)。A Grey Time Series Model on Forecasting the Chinese New Year Effect in the Taiwan Stock Market。灰色系統學刊,1(1),55-63。
  30. 曾芳美、曾國雄(1999)。SARIMA、模糊時間數列、模糊迴歸時間數列、灰色預測四種方法在預測應用之比較-台灣機械產業之總產值預測為例。灰色系統學刊,2(2),83-98。
被引用次数
  1. 江東美(2017)。財經訊息對匯率的影響-以歐元為例。臺中科技大學財務金融研究所碩士班學位論文。2017。1-46。