메뉴 건너뛰기




Volumn 38, Issue 1, 2008, Pages 31-45

Misspecification and Domain Issues in Fitting Garch(1, 1) Models: A Monte Carlo Investigation

Author keywords

IGARCH effect; Innovation distribution; Monte Carlo simulations; Volatility forecasting; Weak and strong stationarity

Indexed keywords

INTELLIGENT SYSTEMS;

EID: 55449099617     PISSN: 03610918     EISSN: 15324141     Source Type: Journal    
DOI: 10.1080/03610910802395653     Document Type: Article
Times cited : (7)

References (30)
  • 3
    • 0040330398 scopus 로고    scopus 로고
    • Estimation of GARCH from the autocorrelations of squares of a process
    • Baille, T. R., Chung, H. (2001). Estimation of GARCH from the autocorrelations of squares of a process. Journal of Times Series Analysis 22: 631-650.
    • (2001) Journal of Times Series Analysis , vol.22 , pp. 631-650
    • Baille, T.R.1    Chung, H.2
  • 4
    • 34447520626 scopus 로고    scopus 로고
    • Stationarity domains for δ-power GARCH process with heavy tails
    • Bellini, F., Bottolo, L. (2007). Stationarity domains for δ-power GARCH process with heavy tails. Statistics and Probability Letters 77: 1418-1427.
    • (2007) Statistics and Probability Letters , vol.77 , pp. 1418-1427
    • Bellini, F.1    Bottolo, L.2
  • 5
    • 1842441339 scopus 로고    scopus 로고
    • GARCH processes: Structure and estimation
    • Berkes, I., Horváth, L., Kokoszka, P. S. (2003). GARCH processes: structure and estimation. Bernoulli 9: 201-227.
    • (2003) Bernoulli , vol.9 , pp. 201-227
    • Berkes, I.1    Horváth, L.2    Kokoszka, P.S.3
  • 6
    • 24344463268 scopus 로고    scopus 로고
    • Probabilistic and statistical properties of GARCH processes
    • In: Asymptotic Methods in Stochastics: Festschrift for Miklós Csörgö Horváth, L. Szyszkowicz, B. eds.
    • Berkes, I., Horváth, L., Kokoszka, P. S. (2004). Probabilistic and statistical properties of GARCH processes. In: Asymptotic Methods in Stochastics: Festschrift for Miklós Csörgö, Horváth, L., Szyszkowicz, B., eds. Fields Institute Communications 19: 409-429.
    • (2004) Fields Institute Communications , vol.19 , pp. 409-429
    • Berkes, I.1    Horváth, L.2    Kokoszka, P.S.3
  • 7
    • 42449156579 scopus 로고
    • Generalized autoregressive conditional heteroscedasticity
    • Bollerslev, T. (1986). Generalized autoregressive conditional heteroscedasticity. Journal of Econometrics 31: 307-327.
    • (1986) Journal of Econometrics , vol.31 , pp. 307-327
    • Bollerslev, T.1
  • 8
    • 0000375581 scopus 로고
    • A conditionally heteroscedastic time series model for speculative prices and rates of return
    • Bollerslev, T. (1987). A conditionally heteroscedastic time series model for speculative prices and rates of return. Review of Economics and Statistics 69: 542-547.
    • (1987) Review of Economics and Statistics , vol.69 , pp. 542-547
    • Bollerslev, T.1
  • 9
    • 70349218800 scopus 로고
    • Quasi maximum likelihood estimation and inference in dynamic models with time varying covariance
    • Bollerslev, T., Wooldrige, J. M. (1992). Quasi maximum likelihood estimation and inference in dynamic models with time varying covariance. Econometrics Review 11: 143-172.
    • (1992) Econometrics Review , vol.11 , pp. 143-172
    • Bollerslev, T.1    Wooldrige, J.M.2
  • 11
    • 0001523794 scopus 로고
    • Strict stationarity of generalized autoregressive processes
    • Bougerol, P., Picard, N. (1992). Strict stationarity of generalized autoregressive processes. Annals of Probability 20: 1714-1730.
    • (1992) Annals of Probability , vol.20 , pp. 1714-1730
    • Bougerol, P.1    Picard, N.2
  • 12
    • 0041059062 scopus 로고
    • A long memory property of stock markets returns and a new model
    • Ding, Z., Engle, R. F., Granger, C. W. J. (1993). A long memory property of stock markets returns and a new model. Journal of Empirical Finance 1: 83-106.
    • (1993) Journal of Empirical Finance , vol.1 , pp. 83-106
    • Ding, Z.1    Engle, R.F.2    Granger, C.W.J.3
  • 15
    • 84974239969 scopus 로고
    • Asymptotic theory for the Garch(1,1) quasi-maximum likelihood estimator
    • Lee, S. W., Hansen, B. E. (1994). Asymptotic theory for the Garch(1,1) quasi-maximum likelihood estimator. Econometric Theory 10: 29-52.
    • (1994) Econometric Theory , vol.10 , pp. 29-52
    • Lee, S.W.1    Hansen, B.E.2
  • 16
    • 21844511185 scopus 로고
    • Finite-sample properties of the maximum likelihood estimator in Garch(1,1) models: A Monte Carlo investigation
    • Lumsdaine, R. L. (1995). Finite-sample properties of the maximum likelihood estimator in Garch(1,1) models: A Monte Carlo investigation. Journal of Business and Economics Statistics 13: 1-10.
    • (1995) Journal of Business and Economics Statistics , vol.13 , pp. 1-10
    • Lumsdaine, R.L.1
  • 17
    • 0030364024 scopus 로고    scopus 로고
    • Consistency and asymptotic normality of the quasi-likelihood estimator in IGarch(1,1) and covariance stationary Garch(1,1) models
    • Lumsdaine, R. L. (1996). Consistency and asymptotic normality of the quasi-likelihood estimator in IGarch(1,1) and covariance stationary Garch(1,1) models. Econometrica 64: 575-596.
    • (1996) Econometrica , vol.64 , pp. 575-596
    • Lumsdaine, R.L.1
  • 18
    • 84940499148 scopus 로고    scopus 로고
    • Modelling dependence and tails of financial time series
    • In: Finkenstädt, B. Rootzén), H. eds. London: Chapman and Hall/CRC, pp.
    • Mikosch, T. (2004). Modelling dependence and tails of financial time series. In: Finkenstädt, B., Rootzén), H., eds. Extreme Values in Finance, Telecommunications and the Environment. London: Chapman and Hall/CRC, pp. 185-286.
    • (2004) Extreme Values in Finance, Telecommunications and the Environment , pp. 185-286
    • Mikosch, T.1
  • 20
    • 23044455651 scopus 로고    scopus 로고
    • Changes of structure in financial time series and the GARCH model
    • Mikosch, T., Stəricə, C. (2004a). Changes of structure in financial time series and the GARCH model. RevStat Statistical Journal 2: 41-73.
    • (2004) RevStat Statistical Journal , vol.2 , pp. 41-73
    • Mikosch, T.1    Stəricə, C.2
  • 21
    • 12144287086 scopus 로고    scopus 로고
    • Non-stationarities in financial time series, the long-range dependence and the IGARCH effect
    • Mikosch, T., Stəricə, C. (2004b). Non-stationarities in financial time series, the long-range dependence and the IGARCH effect. Review of Economics and Statistics 86: 378-390.
    • (2004) Review of Economics and Statistics , vol.86 , pp. 378-390
    • Mikosch, T.1    Stəricə, C.2
  • 23
    • 85026959696 scopus 로고    scopus 로고
    • ARMA-GARCH models: Bayes estimation versus MLE and Bayes Non-stationarity Test. Available at the Web site
    • Nakatsuma, T., Tsurumi, H. (1996). ARMA-GARCH models: Bayes estimation versus MLE and Bayes Non-stationarity Test. Available at the Web site: http://snde.rutgers.edu/Rutgers/wp/rutgers-wplist.html
    • (1996)
    • Nakatsuma, T.1    Tsurumi, H.2
  • 24
    • 84972091517 scopus 로고
    • Stationarity and persistence in the Garch(1,1) model
    • Nelson, D. B. (1990). Stationarity and persistence in the Garch(1,1) model. Econometric Theory 6: 318-334.
    • (1990) Econometric Theory , vol.6 , pp. 318-334
    • Nelson, D.B.1
  • 25
    • 0000641348 scopus 로고
    • Conditional heteroscedasticity in asset returns: A new approach
    • Nelson, D. B. (1991). Conditional heteroscedasticity in asset returns: A new approach. Econometrica 59: 347-370.
    • (1991) Econometrica , vol.59 , pp. 347-370
    • Nelson, D.B.1
  • 26
    • 0012899343 scopus 로고    scopus 로고
    • Asymptotic bias for quasi-maximum likelihood estimators in conditional heteroscedasticity models
    • Newey, W. K., Steigerwald, D. G. (1997). Asymptotic bias for quasi-maximum likelihood estimators in conditional heteroscedasticity models. Econometrica 65: 587-599.
    • (1997) Econometrica , vol.65 , pp. 587-599
    • Newey, W.K.1    Steigerwald, D.G.2
  • 27
    • 0344669945 scopus 로고    scopus 로고
    • Entropy densities with an application to autoregressive conditional skewness and kurtosis
    • Rockinger, M., Jondeau, E. (2002). Entropy densities with an application to autoregressive conditional skewness and kurtosis. Journal of Econometrics 106: 119-142.
    • (2002) Journal of Econometrics , vol.106 , pp. 119-142
    • Rockinger, M.1    Jondeau, E.2
  • 28
    • 85026956626 scopus 로고    scopus 로고
    • Version 2.0.9. Available at the Web site
    • Sheppard, K. (2002). UCSD GARCH Toolbox. Version 2.0.9. Available at the Web site: http://www.kevinsheppard.com/wiki/UCSD-GARCH
    • (2002) UCSD GARCH Toolbox
    • Sheppard, K.1
  • 29
    • 84959902128 scopus 로고    scopus 로고
    • The Impact of the IGARCH Effect on Long-horizon Volatility Forecasting. Available at the Web site
    • Stəricə, C., Herzel, S., Nord, T. (2006). The Impact of the IGARCH Effect on Long-horizon Volatility Forecasting. Available at the Web site: http://www.unipg.it/herzel
    • (2006)
    • Stəricə, C.1    Herzel, S.2    Nord, T.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.