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LSTAR-GARCH模型的单位根检验 被引量:5

The Unit Root Test of LSTAR-GARCH Model
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摘要 LSTAR模型的单位根检验往往易忽视其条件方差的时变性,实际上,对许多经济变量尤其是金融变量建立LSTAR模型后,经常发现其条件方差存在GARCH效应。针对LSTAR-GARCH模型的平稳性检验,本文构建了检验统计量tNG,在极大似然估计的基础上,推导出tNG的渐近分布,通过蒙特卡洛模拟方法得到该统计量的渐近临界值,并在此基础上研究了tNG的检验功效及其优势。 The unit root test of LSTAR model often ignores its time-varying conditional variance, in fact, for many economic variables, especially the financial variables, after LSTAR model set up, we often found the conditional variances exist GARCH effects. In view of the problem of stationarity test of LSTAR-GARCH model, this paper constructs the test statistics tNG, then on the basis of the maximum likelihood estimation, derived the asymptotic distribution of tNG, asymptotic critical value of the statistic is obtained by the Monte Carlo simulation method, and on the basis, studies the test power. Comparing with the tNG test proposed by Liu and Zhang(2009) ,the tNG test proposed by Ling et al. (2003) and the standard Dickey-Fuller test, we found that our proposed test has the best test power.
作者 汪卢俊
出处 《统计研究》 CSSCI 北大核心 2014年第7期85-91,共7页 Statistical Research
关键词 LSTAR—GARCH模型 单位根检验 极大似然估计 蒙特卡洛模拟 LSTAR-GARCH Model Unit Root Test Maximum Likelihood Estimation Monte Carlo Simulation
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参考文献16

  • 1Box G. E. P,Jenkins G. M. Time Series Analysis:Forecasting and Control[ M ]. San Francisco: Holden-Day, 1970.
  • 2Nelson C. R, Plosser C. R. Trends and random walks in macroeconmic time series: some evidence and implications [ J ]. Journal of monetary economics, 1982 ( 10 ) : 139 - 162.
  • 3Perron P. The great crash, the oil price shock, and the unit root hypothesis [ J ]. Econometrica, 1989 (57) : 1361 - 1401.
  • 4Hamilton J. D. Macroeconomics and ARCH[ R]. National Bureau of Economic Research,2008.
  • 5Engle R. F. Autoregressive conditional heteroskedasticity with estimates of the variance of the United Kingdom inflation [ J ]. Econometrica, 1982 ( 50 ) :987 - 1007.
  • 6Bollerslev T. Generalized autoregressive conditional heteroskedasticity [ J]. Journal of Econometrics, 1986 ( 31 ) : 307 - 327.
  • 7Lundbergh S,Terasvirta T. Modelling economic high-frequency time series with STAR-STGARCH models [ M ]. Tinbergen Institute, 1999.
  • 8Kapetanios G, Shin Y, Snell A. Testing for a unit root in the nonlinear STAR framework [ J]. Journal of Econometrics, 2003 (112) :359 - 379.
  • 9刘雪燕,张晓峒.非线性LSTAR模型中的单位根检验[J].南开经济研究,2009(1):61-74. 被引量:20
  • 10赵春艳.平滑转换自回归模型的单位根检验问题研究[J].统计研究,2011,28(6):103-108. 被引量:5

二级参考文献29

  • 1Balke,N. S. ,Fomby,T. B. Threshold Cointegration[J]. International Economic Review,1997, 38:627-645.
  • 2Caner,M. Hansen,B. E. Threshold Autogression with a Near Unit Root[J]. Econometrica,2001, 69:1555-1596.
  • 3Chan ,N. H. , Wei, C. Z. Limiting Distributions of Least Squares Estimates of Unstable Autogressive Process[J]. Annals of Statisics, 1988,16:367-01.
  • 4Chan,K. S. Consistency and Limiting Distribution of the Least Squares Estimator of a Threshold Autoregressive Model[J]. The Annals of Statistics, 1993, 21 : 520-33.
  • 5Chan,K. S. ,Tong,H. On Estimating Thresholds in Autoregressive Models[J]. Journal of Time Series Analysis, 1986(7): 179-94.
  • 6Daiki Maki. Variance Ration Tests for a Unit Root in the Presence of a Mean Shift:Small Sample Properties and An Application to Purchasing Power Parity[J]. Applied Financial Economics,2006, 16:607- 15.
  • 7Davies,R. B. Hypothesis Testing When a Nnuisance Parameter is Present Under the Alternative[J]. Biometrika, 1987,74: 33-43.
  • 8Dickey,D. A. ,Fuller,W. A. Distribution of the Estimators for Autoregressive Time Series with a Unit Root[J]. Journal of the American Statistical Association, 1979,74:427-31.
  • 9Eklund, B. Testing the Unit Root Hypothesis Against the Logistic Smooth Transition Autoregression[M]. Stockholm School of Economics, SSE/EFI Working Paper Series in Economics and Finance,2003 : 546.
  • 10Eklund ,B. A nonlinear Alternative to the Unit Root Hypothesis[M]. Stockholm School of Economics,SSE/EFI Working Paper Series in Economics and Finance 547.

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