题名

Modelling Business Cycles in Taiwan with Time-Varying Markov-Switching Models

并列篇名

臺灣景氣循環之探討:變動移轉機率馬可夫轉換模型之應用

DOI

10.29628/AEP.200003.0001

作者

陳仕偉(Shyh-Wei Chen);林金龍(Jin-Lung Lin)

关键词

馬可夫轉換模型 ; 景氣循環 ; 領先指標 ; 同時指標 ; Markov-switching model ; Time-varying transition probability ; Taiwan business cycle ; Leading index ; Coincident index

期刊名称

經濟論文

卷期/出版年月

28卷1期(2000 / 03 / 01)

页次

17 - 42

内容语文

英文

中文摘要

本文應用變動移轉機率馬可夫轉換模型,以分析同時指標及領先指標是否有助於台灣經濟景氣循環轉折點之認定及經濟成長之預測。變動移轉機率模型較固定移轉機率模型更具有彈性,可以處理景氣轉折前後移轉機率的變動。實證結果發現同時指標與領先指標有助於景氣循環轉折點之預測,而且同時指標有助於經濟成長的預測而領先指標則無此效果。

英文摘要

This paper employs Hamilton’s (1989) original Markov-switching model and the time-varying Markov-switching model developed by Filardo (1994), respectively, to investigate the business cycle and evaluate the usefulness of the coincident and leading indexes in dating the business cycle and in predicting future GDP in Taiwan. The empirical results suggest that these two indexes help date the business cycle in Taiwan and improve precision in predicting turning points. As for forecasting future GDP, the coincident index is useful whereas the leading index is not.

主题分类 社會科學 > 經濟學
参考文献
  1. Albert, J. H., Chib, S.(1993).Bayesian Inference via Gibbs Sampling of Autoregressive Time Series Subject to Markov Mean and Variance Shifts.Journal of Business and Economic Statistics,11
  2. Burns, A. F., Mitchell, W. C.(1946).Measuring Business Cycles.New York:National Bureau of Economic Research.
  3. Diebold, F. X., Lee, J. -H., Weinbach, G. C.(1994).Nonstationary Time Series Analysis and Cointegration.Oxford:Oxford University Press.
  4. Diebold, F. X., Rudebusch, G. D.(1996).Measuring Business Cycles: A Modern Perspective.The Review of Economics and Statistics,78
  5. Diebold, F. X., Rudebusch, G. D.(1989).Scoring the Leading Indicator.Journal of Business,62
  6. Durland, J. M., McCurdy, T. H.(1994).Duration-Dependent Transitions in A Markov Model of U. S. GNP Growth.Journal of Business and Economic Statistics,12
  7. Filardo, A. J.(1994).Business-Cycle Phases and Their Transitional Dynamics.Journal of Business and Economics Statistics,12(3)
  8. Filardo, A. J., Gordon, S. F.(1998).Business Cycle Durations.Journal of Econometrics,85
  9. Franses, P. H., Paap, R.(1999).Does Seasonality Influence the Dating of Business Cycle Turning Points?.Journal of Macroeconomics,21
  10. Friedman, M.(1969).The Optimum Quantity of Money and Other Essays.Chicago:Aldine.
  11. Friedman, M.(1993).The Plucking Model of Business Fluctuations Revisited.Economic Inquiry,31(2)
  12. Garcia, R.(1998).Asymptotic Null Distribution of the Likelihood Ratio Test in Markov Switching Model.International Economic Review,39
  13. Ghysels, E.(1994).On the Periodic Structure of the Business Cycle.Journal of Business and Economic Statistics,12(3)
  14. Goodwin, T. H.(1993).Business-Cycle Analysis with a Markov-Switching Model.Journal of Business and Economic Statistics,11
  15. Hamilton, J. D.(1990).Analysis of Time Series subject to Changes in Regime.Journal of Econometrics,45
  16. Hamilton, J. D.(1994).Time Series Analysis.Princeton, New Jersey:Princeton University Press.
  17. Hamilton, J. D.(1996).Specification Testing in Markov-Switching Time-Series Models.Journal of Econometrics,70
  18. Hamilton, J. D.(1989).A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle.Econometrica,57(2)
  19. Hamilton, J. D., Lin, G.(1996).Stock Market Volatility and the Business Cycle.Journal of Applied Econometrics,11
  20. Hamilton, J. D., Perez-Quiros, G.(1996).What Do Leading Indicators Lead?.Journal of Business,69
  21. Hansen, B. E.(1996).Erratum: The Likelihood Ratio Test Under Nonstandard Conditions: Testing the Markov Switching Model of GNP.Journal of Applied Econometrics,11
  22. Hansen, B. E.(1992).The Likelihood Ratio Test Under Nonstandard Conditions: Testing the Markov Switching Model of GNP.Journal of Applied Econometrics,7
  23. Hylleberg, S., Engle, R. F., Granger, C. W. J., Yoo, B. S.(1990).Seasonal Integration and Co-Integration.Journal of Econometrics,44
  24. Kim, C. J.(1994).Dynamic Linear Models with Markov-Switching.Journal of Econometrics,60
  25. Kim, C. J., Nelson, C. R.(1998).Business Cycle Turning Points, A New Coincident Index, and Tests of Duration Dependence Based on a Dynamic Factor Model with Regime Switching.The Review of Economics and Statistics,80
  26. Kim, M. J., Yoo, Ji-Sung(1995).New Index of Coincident indicators: A Multivariate Markov Switching Factor Model Approach.Journal of Monetary Economics,36
  27. Lahiri, K., Wang, Jiazhuo G.(1994).Predicting Cyclical Turning Points with Leading Index in A Markov Switching Model.Journal of Forecasting,13
  28. Lam, P. -S.(1990).The Hamilton Model with a General Autoregressive Component.Journal of Monetary Economics,26
  29. Layton, A. P.(1996).Dating and Predicting Phase Changes in the U. S. Business Cycle.International Journal of Forecasting,12
  30. Layton, A. P.(1998).A Further Test of the Influence of Leading Indicators on the Probability of US Business Cycle Phase Shifts.International Journal of Forecasting,14
  31. Maddala, G. S., Kim, I. -M.(1998).Unit Roots, Cointegration and Structural Change.Cambridge, United Kingdom:Cambridge University Press.
  32. Psaradakis, Z., Sola, M.(1998).Finite-Sample Properties of the Maximum Likelihood Estimation in Autoregressive Model with Markov Switching.Journal of Econometrics,86
  33. 林向愷 Lin, Kenneth Shang-Kai、 黃裕烈 Huang, Yue-Lieh、 管中閔 Kuan, Chung-Ming(1998)。景氣循環轉折點認定與經濟成長率預測 Identifying the Turning Points of Business Cycles and Forecasting Real GNP Growth Rates in Taiwan。經濟論文叢刊 Taiwan Economic Review,26(4)
  34. 林金龍 Lin, Jin-Lung, 陳仕偉 Chen, Shyh-Wei(1999).How Useful Are the Leading and Coincident Indexes in Taiwan? An Application Analysis with Bivariate Markov Switching Models.Empirical Economics
  35. 黃朝熙 Huang, Chao-Hsi(1999)。臺灣景氣循環的階段與特色:馬可夫狀態轉換模型的分析 Phases and Characteristics of Taiwan Business Cycles: A Markov Switching Analysis。經濟論文叢刊 Taiwan Economic Review,27(2)
被引用次数
  1. 莊曜維(2016)。指數期貨價格跳動對現貨價格動態性的影響:制度轉換法。淡江大學管理科學學系碩士班學位論文。2016。1-34。