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GARCH模型变点的Ratio检验

Ratio test to detect change point in GARCH model
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摘要 研究GARCH模型参数变点的Ratio检验.首先构造了基于残量累积平方和的Ratio统计量,推导了原假设下统计量的极限分布,其次采用Monte Carlo方法检验其有效性,最后以数据为例进一步说明该方法的实用性. This paper analyzes Ratio tests to detect a change of parameters in GARCH process. The ratio test statistic is based on residual cumulative sum functionals. Under the null hypothesis the asymptotically limiting distribution of the statistic is obtained. Then a Monte Carlo simulation is used for testing the validity. Finally, the real data is used to verify the applicability. The results from both simulation and real data analysis support our argument.
出处 《纯粹数学与应用数学》 2015年第4期422-431,共10页 Pure and Applied Mathematics
基金 陕西省教育厅科研计划项目(2013JK0592)
关键词 Ratio检验 GARCH模型 变点 Ratio test GARCH model change point
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参考文献11

  • 1Engle R F. Auto-regressive conditional heteroskedasticity with estimates of the variance of UK inflation [J]. Econometrics, 1982,50(4):987-1007. 被引量:1
  • 2Bollerslov T. Modeling the coherence in short-run nominal exchange rates: a multivariate generalized ARCH Model [J]. Rev. Econom. Statist, 1990,72:498-505. 被引量:1
  • 3Kim S, Cho S, Lee S. On the CUSUM test for parameter changes in GARCH(I,I) models [J].Commun. In Statist, 2000,29(3):445-462. 被引量:1
  • 4Incln C,Tiao G C. Use of cumulative sums of squares for retrospective detection of changes of variances [J]. America Statist. Assoc, 1994,89(3):913-923. 被引量:1
  • 5Lee S, Tokutsu Y, Maekawa K. The cusum test for the constancy parameters in regression models with ARCH errors [J]. Japan Statist. Soc., 2004,34(2):173-188. 被引量:1
  • 6韩四儿,田铮,王红军.GARCH模型参数变化的残量检验[J].应用概率统计,2008,24(2):113-122. 被引量:4
  • 7Horvath L, Horvath Z, Huskova M. Ratio tests for change point detection [J]. Institute of Mathematical Statistics, 2008,2008(1):293-304. 被引量:1
  • 8Berkes I, Horvath L, Kokoszka P. GARCH processes:structure and estimation [J].Bernoulli, 2003,9(2):201- 207. 被引量:1
  • 9Bougerol P, Picard N. Strict stationary of generalized autogressive processes [J]. Ann.Probab,1992a,20(2):1714- 1730. 被引量:1
  • 10Bougerol P, Picard N. Stationary of GARCH processes and of some nonnegative time series [J]. Econometric, 1992b,52(4):115-127. 被引量:1

二级参考文献23

  • 1Kim, S., Cho, S. and Lee, S., On the cusum test for parameter changes in GARCH(1,1) models, Gommun. in Statist., 29(3)(2000), 445-462. 被引量:1
  • 2Wichern, D.W., Miller, R.B. and Hsu, D.A., Changes of variance in first-order autoregressive time series models-with an application, Appl. Statist., 25(3)(1976), 248-256. 被引量:1
  • 3Krishnaiah, P.R. and Miao, B.Q., Review about estimation of change point, Handbook of Staitistics, 7(1988), 375-402. 被引量:1
  • 4Csorgo, M. and Horvath, L., Limit Theorems in Change-Point Analysis, Jhon Wiley & Sons Ltd, West Sussex, England, 1997. 被引量:1
  • 5Inclan, C. and Tiao, G.C., Use of cumulative sums of squares for retrospective detection of changes of variances, J. Amer. Statist. Assoc., 89(3)(1994), 913-923. 被引量:1
  • 6Kokoszka, P. and Leipus, R., Change-point estimation in ARCH models, Bernoulli, 6(3)(2000), 1-28. 被引量:1
  • 7Lee, S., Tokutsu, Y. and Maekawa, K., The cusum test for the constancy parameters in regression models with ARCH errors, J. Japan Statist. Soc., 34(2)(2004), 173-188. 被引量:1
  • 8Berkes, I., Horvath, L. and kokoszka, P., GARCH processes: structure and estimation, Bernoulli, 9(2)(2003), 201-207. 被引量:1
  • 9Bougerol, P. and Picard, N., Strict stationary of generalized autoregressive processes, Ann. Probab., 20(2)(1992a), 1714-1730. 被引量:1
  • 10Bougerol, P. and Picard, N., Stationary of GARCH processes and of some nonnegative time series, J. Econometric, 52(4)(1992b), 115-127. 被引量:1

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