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題名:GARCH模型條件變異數結構變動的檢定
書刊名:經濟論文
作者:林建甫 引用關係張焯然 引用關係
作者(外文):Lin, Chien-fuChang, Jor-ran
出版日期:1997
卷期:25:2
頁次:頁201-225
主題關鍵詞:GARCH模型輔迴歸拉氏乘數檢定誤設檢驗GARCH modelAuxiliary regressionLagrange multiplier testMis-specification testHACE
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(5) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:5
  • 共同引用共同引用:11
  • 點閱點閱:75
     本文係研究結構改變發生於一般自我迴歸型式的條件變異數不齊一性 (gen- eralized autoregressive conditional heteroscadasticity; GARCH) 模型的情況。 採用 的方法是 Lin 和 Terasvirta (1994) 的平滑轉換模型及 LM 檢驗統計量。文中首先探討平 滑轉換的 GARCH 模型。其次,介紹模型正確設定下三種 GARCH 模型結構性改變的 LM 檢定 ,一是由一階微分的記分 (score) 函數出發的測驗; 二是由 Breusch 和 Pagan (1979) 及 Koenker (1981) 的推導, 簡化的 nR2 (n 為樣本點個數 ) 檢定統計量, 三則是 Bollerslev (1986) 提出用 BHHH 演算法以斜率外積 (outer product of the gradient; OPG) 作為訊息矩陣的基礎, 經由第一次 0LS 輔迴歸造出的 nR2 的統計量。 而因為以 GARCH 模型出發點的條件分配一般為常態,當模型的條件分配不是真正常態的情況下,訊息 矩陣等式不成立, 我們提出針對誤差項仍為鞅差序列 (martingale diffrence sequence) 時修正的 LM 統計量。另外,如果條件分配不是常態且模型也設定錯誤,以上四種 LM 測驗 的方法都無法使用。 針對這種情況本文根據 White (1982) 以 Newey 和 West (1987) 及 Andrews (1991) 的文章為基礎, 經由變換訊息矩陣找到一個可以在模型設定錯誤且不知道 條件分配情況下的頑強 LM 檢驗統計量。實證的結果發現臺灣的股票加權平均指數報酬率的 波動性,在經歷 12495 的歷史性最高點下,仍沒有結構性改變。 而美國的三個股票指數報 酬率都有顯著的結構性改變。 而其滾動 (rolling) 的檢驗,發現其改變點也符合歷史事實 。
     This paper proposes tests for a structural change in the generalized autoregressive conditional heteroscadasticity (GARCH) model. We use the smooth transition method and Lagrange multiplier (LM) test discussed in Lin and Terasvirta (1994). First, we investigate the smooth transition form in the GARCH model, and then derive three LM tests under the correct specification of the model. These three tests include the original form from the score function; the nR2 version (n is the sample size) in Breusch and Pagan (1979) and Koenker (1981); the nR2 version from the first OLS auxiliary regression in the outer product of the gradient (OPG) in the BHHH algorithm proposed by Bollerslev (1986). However, the GARCH model assumes the underline distribution with normality. When the conditional distribution is no longer Gaussian, the information matrix equality does not hold but the errors are still a martingale difference sequence. For this case, we suggest a modified LM test which can be applied when the error terms have the martingal difference property. Moreover, when the conditional distribution is wrongly assumed and the model is wrongly specified, the errors are no longer a martingale difference sequence. The LM tests discussed above cannot be applied, and we have proposed another robust LM test discussed in White (1982), using Newey and West (1987) and Andrews (1991) to calculate the heteroskedasticity and autocorrelation consistent estimator. The empirical result shows that the index return in the Taiwan Stock Market did not present structural change, even though the index fluctuated a lot and reached a historical high of 12495 points. The three stock indices i the US market do show the structural change and the rolling test in the sample finds the change points can match the historical events.
期刊論文
1.林建甫、張焯然(19960900)。ARCH族模型估計與檢定的問題。經濟論文叢刊,24(3),339-355。new window  延伸查詢new window
2.Chow, G. C.(1960)。Testing for Equality Between Sets of Coefficients in Two Linear Regressions。Econometrica,28,591-605。  new window
3.Andrews, Donald W. K.(1993)。Tests for Parameter Instability and Structural Change with Unknown Change Point。Econometrica: Journal of the Econometric Society,61(4),821-856。  new window
4.Andrews, Donald W. K.、Ploberger, Werner(1994)。Optimal Tests when a Nuisance Parameter Is Present Only under the Alternative。Econometrica,62(6),1383-1414。  new window
5.White, H.(1982)。Maximum likelihood estimation of misspecified models。Econometrica,50(1),1-25。  new window
6.Berndt, E. K.、Hall, B. H.、Hall, R. E.、Hausman, J. A.(1974)。Estimation Inference in Nonlinear Structural Models。Annals of Economic and Social Measurement,4,653-665。  new window
7.Brown, R. L.、Durbin, J.、Evans, J. M.(1975)。Techniques for testing the constancy of regression relationships over time。Journal of the Royal Statistical Society: Series B,37(2),149-172。  new window
8.Hack, P.、Westlund, A. H.(1989)。Statistical Analysis of "Structural Change": An Annotated Bibliography。Empirical Economics,14(2),167-192。  new window
9.Glejser, H.(1969)。A New Test For Heteroskedasticity。Journal of the American Statistical Association,64(325),316-323。  new window
10.Teräsvirta, Timo(1994)。Specification, Estimation, and Evaluation of Smooth Transition Autoregressive Models。Journal of the American Statistical Association,89(425),208-218。  new window
11.Newey, W. K.、West, K. D.(1987)。A Simple, Positive Definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix。Econometrica,55(3),703-708。  new window
12.Andrews, D. W. K.(1991)。Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimation。Econometrica,59(3),817-858。  new window
13.Aitcheson, J.、Silvey, S. D.(1958)。Estimation Subject to Restraints。Annals of Mathematical Statistics,29,813-828。  new window
14.Chu, C. J.(1993)。Detecting Parameter Shift in Generalized Autoregressive Conditional Heteroskedasticity Models。Econometric Review,14(2),241-266。  new window
15.Chu, C. S.、White, H.(1992)。Testing for Structural Change in Some Simple Time Series Model。Journal of Business and Economic Statistics,10(3),289-299。  new window
16.Koenker, R.(1981)。A Note on Studentizing a Test for Heteroskedasticity。Journal of Econometrics,17,107-112。  new window
17.Lin, C. F.、Teräsvirta, T.(1994)。Testing the Constancy of Regression Parameters against Continuous Change。Journal of Econometrics,62,211-228。  new window
18.Breusch, T. S.、Pagan, A. R.(1979)。A Simple Test for Heteroscedasticity and Random Coefficient Variation。Econometrica,47(5),1287-1294。  new window
19.Ploberger, W.、Kramer, W.、Kontrus, K.(1989)。A New Test for Structural Stability in the Linear Regression Model。Journal of Econometrics,40,307-318。  new window
20.Bollerslev, Tim(1986)。Generalized Autoregressive Conditional Heteroskedasticity。Journal of Econometrics,31(3),307-327。  new window
21.Bollerslev, Tim、Chou, Ray Y.、Kroner, Kenneth F.(1992)。ARCH Modeling in Finance: A Review of the Theory and Empirical Evidence。Journal of Econometrics,52(1/2),5-59。  new window
22.Lamoureux, Christopher G.、Lastrapes, William D.(1990)。Persistence in Variance, Structural Change, and the GARCH Model。Journal of Business and Economic Statistics,8(2),225-234。  new window
23.Engle, Robert F.(1982)。Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation。Econometrica,50(4),987-1008。  new window
24.Farley, J. U.、Hinich, M. J.、McGuire, T. W.(1975)。Some Comparisons of Tests for a Shift in the Slopes of a Multivariate Linear Time Series Model。Journal of Econometrics,3(3),297-318。  new window
學位論文
1.Lin, C. F.(1992)。The Econometrics of Structural Change, Neural Network and Panel Data Analysis(博士論文)。University of California,San Diego。  new window
圖書
1.Hackl, P.(1989)。Statistical Analysis and Forecasting of Economic Structure Change。New York:Springer-Verlag。  new window
2.Box, G. E. P.、Jenkins, G. M.(1976)。Time Series Analysis: Forecasting, and Control。Holden-Day。  new window
3.Hackel, P.、Westfund, H.(1991)。Economics Structural Change: Analysis and Forecasting。Springer-Verlag。  new window
4.Krämer, W.、Sonnberger, H.(1986)。The Linear Regression Model under Test。Heidelberg:Physica-Verlag。  new window
單篇論文
1.Hensen, B. E.(1991)。Inference when a Nuisance Parameter is not identified under the Null Hypothesis。  new window
 
 
 
 
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