题名

具有狀態轉換過程下的臺灣股價指數與股價指數期貨市場的報酬與波動性動態關係

并列篇名

The Return and Volatility Dynamics in the Taiwan Stock Index and Stock Index Futures Markets as a Regime-Switching Process

DOI

10.6545/JFS.2005.13(1).1

作者

莊忠柱(Chung-Chu Chuang);胡文正(Wen-Cheng Hu)

关键词

股價指數期貨 ; 一般化狀態轉換模型 ; 自我迴歸分配遞延模型 ; stock index futures ; generalized regime-switching model ; autoregressive distributed lag model

期刊名称

財務金融學刊

卷期/出版年月

13卷1期(2005 / 04 / 30)

页次

1 - 30

内容语文

繁體中文

中文摘要

Gray(1996)的一般化狀態轉換(generalized regime-switching, GRS)模型允許條件平均報酬與條件變異數同時隨狀態變數變動而變,本文先利用具有高低波動狀態的GRS模型,捕捉股價指數與股價指數期貨市場的個別報酬與波動性行為,並再進一步利用自我迴歸分配遞延(autoregressive distributed lag, ADL)模型,分別探討股價指數與股價指數期貨市場的報酬與波動性的動態關係。本文研究發現:允許條件平均報酬與條件變異數同時隨高低兩種波動狀態變動的一般化狀態轉換模型較能捕捉股價指數與股價指數期貨市場的報酬與波動性行為。就短期而言,股價指數報酬對股價指數期貨報酬的領先關係較為強烈,股價指數期貨波動性對股價指數波動性的領先關係呈現顯著,此外,股價格數與股價指數期貨的報酬與波動性序列分別存在長期均衡關係。

英文摘要

The generalized regime-switching (GRS) model, proposed by Gray (1996), is simultaneously specified for both the conditional expectation and conditional variance with different regimes. In this paper the GRS model with two regimes, high and low, is used to capture the respective conditional expectation and conditional variance in the Taiwan stock index and stock index futures markets, and then the autoregressive distributed lag (ADL) model is used to investigate the dynamics of return and volatility in the Taiwan stock index and stock index futures markets. The resultant shows that GRS model with two regimes is a better-fitted model to capture the conditional expectation and conditional variance in the Taiwan stock index and stock index futures markets. The return of stock index leading to stock index futures is larger than the return of stock index futures leading to stock index in the short-run. The volatility of stock index futures leads significantly to stock index in the short-run. A long-run equilibrium relationship exists between the return of stock index and stock index futures and it does too between the volatility of stock index and futures stock index.

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. 林常青、洪茂蔚、管中閔(2002)。經濟論文
    連結:
  2. Abhyankar, A. H.(1995)。Return and volatility dynamics in the FTSE 100 stock index and stock index futures markets。Journal of Futures Markets,15,457-488。
  3. Akgiray. V.(1989)。Conditional heteroskedasticity in time series of stock return: Evidence and forecasts。Journal of Business,62,55-80。
  4. Baillie, R. T.、R. P. DeGennaro(1990)。Stock returns and volatility。Journal of Financial and Quantitative Analysis,25,203-214。
  5. Bentzen, J.、T. Engsted(2001)。A revival of the autoregressive distributed lag model in estimating energy demand relationships。Energy 26,26,45-55。
  6. Bollerslev. T.(1987)。A conditionally heteroskedastic time series model for speculative price and rates of return。Review of Economics and Statistics,69,542-547。
  7. Bollerslev. T.(1986)。Generalized autoregressive conditional heteroskedasticity。Journal of Econometrics,31,307-327。
  8. Booth, G G.,W. So,Y. Tse(1999).Price discovery in the German equity index derivatives markets.The Journal of Futures Markets,19,619-643.
  9. Chan, K.(1992).A further analysis of the lead-lag relationship between the cash market and stock index futures market.The Review of Financial Studies,5,123-152.
  10. Chu, Q. C.,W. G. Hsieh,Y. Tse(1999).Price discovery on the S&P 500 index markets: An analysis of spot index, index futures and SPDRs.International Review of Financial-Analysis,8,21-35.
  11. Diebold, F. X.(1986).Modeling the persistence of conditional variances.Econometric Review,5,51-56.
  12. Engle. R. F.(1982).Autoregressive conditional heteroskedasticity with estimates of the variance if United Kingdom inflation.Econometrica,50,987-1007.
  13. Ghosh. A.(1993).Cointegration and error correction model: International causality between index and futures prices.The Journal of Futures Markets,13,193-198.
  14. Gray, S. F.(1996).Modeling the conditional distribution of interest rates as a regime-switching process.Journal of Financial Economics,42,27-62.
  15. Hamilton, J. D.(1989).A new approach to the economic analysis of nonstationary time series and business cycle.Econometrica,57,357-384.
  16. Hamilton, J. D.(1988).Rational expectations econometric analysis of changes in regime: An investigation of the term structure of interest rates.Journal of Economic Dynamics and Control,12,385-423.
  17. Hamilton, J. D.,R. Susmel(1994).Autoregressive conditional heteroscedasticity and changes in regime.Journal of Econometrics,64,307-333.
  18. Iihara, Y, K. Kato,T. Tokunaga(1996).Intraday return dynamics between the cash and the futures markets in Japan.The Journal of Futures Markets,16,147-162.
  19. Kawaller. I. G.,P. D. Koch,T. W. Koch.(1987).The temporal price relationship between S&P 500 futures and the S&P 500 index.The Journal of Finance,42,1309-1329.
  20. Kim.C. J.(1994).Dynamic linear models with Markov-switching.Journal of Financial Econometrics,6,1-22.
  21. Lamoureux. C. G.,W. D. Lastrapes(1990).Persistence in variance, structural change, and the GARCH model.Journal of Business and Economic Statistics,8,225-234.
  22. Lamoureux. C. G.,W. D. Lastrapes(1990).Heteroskedasticity in stock return data: volume versus GARCH effects.Journal of Finance,45,221-229.
  23. MacKinnon, J. D.(1991).Critical value for cointegration tests, In R. F. Engle and C. W. J. Granger (Eds.), Long-run economic relationship: readings in cointegration.Oxford:Oxford University Press.
  24. Miller, M. H.(1990).International competitiveness of U. S. futures markets.Journal of Financial Service Research,4,387-408.
  25. Min, J. H.,M. Najand(1999).A further investigation of the lead-lag relationship between the spot market and stock index futures: Early evidence from Korea.The Journal of Futures Markets,19,217-232.
  26. Najand, M.,K. Yung(1994).A GARCH examination of the relationship between volume and price variability in futures markets.Journal of Futures Markets,11,465-478.
  27. Patrick, J.(2002).Financial crisis and the great depression: A regime switching approach.Journal of Money, Credit, and Banking,34,76-93.
  28. Patrick, J.(1995).An autoregressive distributed lag modeling approach to cointegration analysis.
  29. Pesaran, M. H.,Y. Shin(2002).Long-run structural modeling.Econometric Reviews,21,49-88.
  30. Pizzi, M. A.,A. J. Economopoulos,H. M. O`Neill(1998).An examination of the relation between stock index cash and futures market: A cointegration.The Journal of Futures Market,18,297-305.
  31. Ramchand, L.,R. Susmel(1998).Volatility and cross correlation across major stock market.Journal of Empirical Finance,5,397-416.
  32. Shyy, G.,V. Vijayraghavan,B. Scott-Quinn(1996).A further investigation of the lead-lag relationship between the cash market and stock index futures market with the use of bid/ask quotes: The case of France.The Journal of Futures Markets,16,405-420.
  33. Stoll. H. R.,R. E. Whale(1990).The dynamics of stock index and stock index futures returns.Journal of Financial and Quantitative Analysis,25,441-468.
  34. Tsay, R. S.,G. C. Tiao(1984).Consistent estimates of autoregressive parameters and extended sample autoregressive function for stationary and nonstationary ARMA models.Journal of the American Statistical Association,79,84-96.
  35. Tse. Y. K.(1999).Price discovery and volatility spillovers in the DJIA index and futures markets.The Journal of Futures Markets,19,911-930.
  36. Tse. Y. K.(1995).Lead-lag relationship between spot index and futures price of the Nikkei stock average.Journal of Forecasting,14,553-563.
  37. Wahab, M.,M. Lashgari(1993).Price dynamics and error correction in stock index and stock index futures markets: A cointegration approach.The Journal of Futures Markets,13,711-742.
  38. 徐士勛、管中閔(2001)。九零年代台灣的景氣循環:馬可夫轉換模型與紀卜斯抽樣法的應用。人文及社會科學集刊,13(5),515-540。
  39. 莊忠柱(2000)。股價指數期貨與現貨波動性外溢:臺灣的實證。證券市場發展季刊,12(3),111-139。
  40. 黃仁德、林彥伶(2002)。台灣失業率的轉換機率與預測-馬可夫轉換模型的應用。中國統計學報,40(3),303-331。
  41. 黃玉娟、徐守德(1997)。台股指數現貨與期貨市場價格動態關連性之研究。證券市場發展季刊,9(3),1-28。
被引用次数
  1. 王健聰(2006)。台股指數期貨避險—存續期間效果、到期效果與穩定性之研究。經濟研究,42(2),209-244。
  2. 葉仕國、張森林、林丙輝(2017)。台灣衍生性金融商品市場實證與運用研究文獻回顧與展望。臺大管理論叢,27(2),211-258。
  3. (2019)。全球金融海嘯對臺灣五大類股影響之模式。臺灣銀行季刊,70(1),80-96。