메뉴 건너뛰기




Volumn 14, Issue 3, 1996, Pages 328-352

GMM estimation of a stochastic volatility model: A monte carlo study

Author keywords

Asymptotic standard errors; Generalized method of moments; Goodness of fit; Simulation techniques; Specification tests; Weighting matrix

Indexed keywords


EID: 0030537138     PISSN: 07350015     EISSN: 15372707     Source Type: Journal    
DOI: 10.1080/07350015.1996.10524660     Document Type: Article
Times cited : (255)

References (55)
  • 2
    • 0039160197 scopus 로고
    • Working Paper 144, Northwestern University, J. L. Kellogg Graduate School of Management, Dept, of Finance
    • Andersen, T. G. (1992), “Volatility,” Working Paper 144, Northwestern University, J. L. Kellogg Graduate School of Management, Dept, of Finance.
    • (1992) Volatility
    • Andersen, T.G.1
  • 3
    • 0001994846 scopus 로고
    • Stochastic Autoregressive Volatility: A Framework for Volatility Modeling
    • Andersen, T. G. (1994a), “Stochastic Autoregressive Volatility: A Framework for Volatility Modeling,” Mathematical Finance, 4, 75-102.
    • (1994) Mathematical Finance , vol.4 , pp. 75-102
    • Andersen, T.G.1
  • 5
    • 0009232225 scopus 로고    scopus 로고
    • Return Volatility and Trading Volume: An Information Flow Interpretation of Stochastic Volatility
    • Andersen, T. G. (1996), “Return Volatility and Trading Volume: An Information Flow Interpretation of Stochastic Volatility,” Journal of Finance, 51, 169-204.
    • (1996) Journal of Finance , vol.51 , pp. 169-204
    • Andersen, T.G.1
  • 7
    • 0040344824 scopus 로고    scopus 로고
    • GMM and QML Asymptotic Standard Deviations in Stochastic Volatility Models: A Response to Ruiz (1994)
    • unpublishedmanuscript submitted to
    • Andersen, T. G., and Sprensen, B. E. (1996), “GMM and QML Asymptotic Standard Deviations in Stochastic Volatility Models: A Response to Ruiz (1994),” unpublished manuscript submitted to Journal of Econometrics.
    • (1996) Journal of Econometrics
    • Andersen, T.G.1    Sprensen, B.E.2
  • 8
    • 85011230409 scopus 로고
    • Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimation
    • Andrews, D. W. K. (1991), “Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimation,” Econometrica, 59, 817-858.
    • (1991) Econometrica , vol.59 , pp. 817-858
    • Andrews, D.W.K.1
  • 9
    • 0000383942 scopus 로고
    • An Improved Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimator
    • Andrews, D. W. K., and Monahan, J. C. (1992), “An Improved Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimator,” Econometrica, 60, 953-967.
    • (1992) Econometrica , vol.60 , pp. 953-967
    • Andrews, D.W.K.1    Monahan, J.C.2
  • 10
    • 42449156579 scopus 로고
    • Generalized Autoregressive Conditional Heteroskedasticity
    • Bollerslev, T. (1986), “Generalized Autoregressive Conditional Heteroskedasticity,” Journal of Econometrics, 31, 307-327.
    • (1986) Journal of Econometrics , vol.31 , pp. 307-327
    • Bollerslev, T.1
  • 13
    • 0000346734 scopus 로고
    • A Subordinated Stochastic Process Model With Finite Variance for Speculative Prices
    • Clark, P. K. (1973), “A Subordinated Stochastic Process Model With Finite Variance for Speculative Prices," Econometrica, 41, 135-155.
    • (1973) Econometrica , vol.41 , pp. 135-155
    • Clark, P.K.1
  • 14
    • 0011499267 scopus 로고
    • working paper, University of Iceland, Dept, of Economics
    • Danielsson, J. (1993), “Multivariate Stochastic Volatility,” working paper, University of Iceland, Dept, of Economics.
    • (1993) Multivariate Stochastic Volatility
    • Danielsson, J.1
  • 15
    • 43949160158 scopus 로고
    • Stochastic Volatility in Asset Prices: Estimation With Simulated Maximum Likelihood
    • Danielsson, J. (1994), “Stochastic Volatility in Asset Prices: Estimation With Simulated Maximum Likelihood,” Journal of Econometrics, 64, 375-401.
    • (1994) Journal of Econometrics , vol.64 , pp. 375-401
    • Danielsson, J.1
  • 16
    • 84986357090 scopus 로고
    • Accelerated Gaussian Importance Sampler With Application to Dynamic Latent Variable Models
    • Danielsson, J., and Richard, J.-F. (1993), “Accelerated Gaussian Importance Sampler With Application to Dynamic Latent Variable Models,” Journal of Applied Econometrics, 8, S153-S173.
    • (1993) Journal of Applied Econometrics , vol.8 , pp. S153-S173
    • Danielsson, J.1    Richard, J.-F.2
  • 18
    • 84986408962 scopus 로고
    • The Dynamics of Exchange Rate Volatility: A Multivariate Latent Factor ARCH Model
    • Diebold, F. X., and Nerlove, M. (1989), “The Dynamics of Exchange Rate Volatility: A Multivariate Latent Factor ARCH Model,” Journal of Applied Econometrics, 4, 1-21.
    • (1989) Journal of Applied Econometrics , vol.4 , pp. 1-21
    • Diebold, F.X.1    Nerlove, M.2
  • 20
    • 85011216129 scopus 로고
    • Autoregressive Conditional Heteroskedasticity With Estimates of the Variance of U.K. Inflation
    • Engle, R. F. (1982), “Autoregressive Conditional Heteroskedasticity With Estimates of the Variance of U.K. Inflation,” Econometrica, 50, 987-1008.
    • (1982) Econometrica , vol.50 , pp. 987-1008
    • Engle, R.F.1
  • 21
    • 0001264648 scopus 로고
    • Estimating Time-Varying Risk Premia in the Term Structure: The ARCH-M Model
    • Engle, R. F., Lilien, D. M., and Robins, R. P. (1987), “Estimating Time-Varying Risk Premia in the Term Structure: The ARCH-M Model,” Econometrica, 55, 391-407.
    • (1987) Econometrica , vol.55 , pp. 391-407
    • Engle, R.F.1    Lilien, D.M.2    Robins, R.P.3
  • 22
    • 45149140983 scopus 로고
    • Asset Pricing With a Factor-ARCH Covariance Structure
    • Engle, R. F., Ng, V. K., and Rothschild, M. (1990), “Asset Pricing With a Factor-ARCH Covariance Structure,” Journal of Econometrics, 45, 213-237.
    • (1990) Journal of Econometrics , vol.45 , pp. 213-237
    • Engle, R.F.1    Ng, V.K.2    Rothschild, M.3
  • 23
    • 0000756720 scopus 로고
    • The Stochastic Dependence of Security Price Changes and Transaction Volumes: Implications for the Mixture-of-Distributions Hypothesis
    • Epps, T. W., and Epps, M. L. (1976), “The Stochastic Dependence of Security Price Changes and Transaction Volumes: Implications for the Mixture-of-Distributions Hypothesis,” Econometrica, 44, 305-321.
    • (1976) Econometrica , vol.44 , pp. 305-321
    • Epps, T.W.1    Epps, M.L.2
  • 24
    • 43949159894 scopus 로고
    • Finite Sample Properties of the Generalized Method of Moments in Tests of Conditional Asset Pricing Models
    • Ferson, W. E., and Foerster, S. R. (1994), “Finite Sample Properties of the Generalized Method of Moments in Tests of Conditional Asset Pricing Models,” Journal of Financial Economics, 36, 29-55.
    • (1994) Journal of Financial Economics , vol.36 , pp. 29-55
    • Ferson, W.E.1    Foerster, S.R.2
  • 25
  • 29
    • 85011239950 scopus 로고
    • Large Sample Properties of Generalized Methods of Moments Estimators
    • Hansen, L. P. (1982), “Large Sample Properties of Generalized Methods of Moments Estimators,” Econometrica, 50, 1029-1054.
    • (1982) Econometrica , vol.50 , pp. 1029-1054
    • Hansen, L.P.1
  • 32
    • 0003879348 scopus 로고
    • working paper, London School of Economics, Dept, of Statistical and Mathematical Sciences
    • Harvey, A. C., and Shephard, N. (1993), “The Econometrics of Stochastic Volatility,” working paper, London School of Economics, Dept, of Statistical and Mathematical Sciences.
    • (1993) The Econometrics of Stochastic Volatility
    • Harvey, A.C.1    Shephard, N.2
  • 34
    • 84977709229 scopus 로고
    • The Pricing of Options on Assets With Stochastic Volatilities
    • Hull, J., and White, A. (1987), “The Pricing of Options on Assets With Stochastic Volatilities,” Journal of Finance, 42, 281-300.
    • (1987) Journal of Finance , vol.42 , pp. 281-300
    • Hull, J.1    White, A.2
  • 37
    • 84992529786 scopus 로고
    • Volatility and Links Between National Stock Markets
    • King, M., Sentana, E., and Wadhwani, S. (1994), “Volatility and Links Between National Stock Markets,” Econometrica, 62, 901-933.
    • (1994) Econometrica , vol.62 , pp. 901-933
    • King, M.1    Sentana, E.2    Wadhwani, S.3
  • 38
    • 0000484063 scopus 로고
    • On Tests of Representative Consumer Asset Pricing Models
    • Kocherlakota, N. (1990), “On Tests of Representative Consumer Asset Pricing Models,” Journal of Monetary Economics, 26, 285-304.
    • (1990) Journal of Monetary Economics , vol.26 , pp. 285-304
    • Kocherlakota, N.1
  • 39
    • 0001725267 scopus 로고
    • The Sources of GARCH: Empirical Evidence From an Intraday Returns Model Incorporating Systematic and Unique Risks
    • Laux, P. A., and Ng, L. K. (1993), “The Sources of GARCH: Empirical Evidence From an Intraday Returns Model Incorporating Systematic and Unique Risks,” Journal of International Money and Finance, 12, 543-560.
    • (1993) Journal of International Money and Finance , vol.12 , pp. 543-560
    • Laux, P.A.1    Ng, L.K.2
  • 40
    • 0005618944 scopus 로고
    • Pricing Foreign Currency Options With Stochastic Volatility
    • Melino, A., and Turnbull, S. (1990), “Pricing Foreign Currency Options With Stochastic Volatility,” Journal of Econometrics, 45, 239-265.
    • (1990) Journal of Econometrics , vol.45 , pp. 239-265
    • Melino, A.1    Turnbull, S.2
  • 41
    • 0842316847 scopus 로고
    • ARCH Models as Diffusion Approximations
    • Nelson, D. B. (1990), “ARCH Models as Diffusion Approximations,” Journal of Econometrics, 45, 7-38.
    • (1990) Journal of Econometrics , vol.45 , pp. 7-38
    • Nelson, D.B.1
  • 42
    • 0000641348 scopus 로고
    • Conditional Heteroskedasticity in Asset Returns: A New Approach
    • Nelson, D. B. (1991), “Conditional Heteroskedasticity in Asset Returns: A New Approach,” Econometrica, 59, 347-370.
    • (1991) Econometrica , vol.59 , pp. 347-370
    • Nelson, D.B.1
  • 43
    • 44049123033 scopus 로고
    • Filtering and Forecasting With Misspecified ARCH Models I: Getting the Right Variance With the Wrong Model
    • Nelson, D. B. (1992), “Filtering and Forecasting With Misspecified ARCH Models I: Getting the Right Variance With the Wrong Model,” Journal of Econometrics, 52, 61-90.
    • (1992) Journal of Econometrics , vol.52 , pp. 61-90
    • Nelson, D.B.1
  • 44
    • 58149365471 scopus 로고
    • Filtering and Forecasting With Misspecified ARCH Models II: Making the Right Forecast With the Wrong Model
    • Nelson, D. B., and Foster, D. P. (1991), “Filtering and Forecasting With Misspecified ARCH Models II: Making the Right Forecast With the Wrong Model,” Journal of Econometrics, 67, 303-335.
    • (1991) Journal of Econometrics , vol.67 , pp. 303-335
    • Nelson, D.B.1    Foster, D.P.2
  • 45
    • 0000706085 scopus 로고
    • A Simple Positive Semi-definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix
    • Newey, W. K., and West, K. D. (1987), “A Simple Positive Semi-definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix,” Econometrica, 55, 703-708.
    • (1987) Econometrica , vol.55 , pp. 703-708
    • Newey, W.K.1    West, K.D.2
  • 46
    • 84963002108 scopus 로고
    • Automatic Lag Selection in Covariance Matrix Estimation
    • Newey, W. K., and West, K. D. (1994), “Automatic Lag Selection in Covariance Matrix Estimation,” Review of Economic Studies, 61, 631-653.
    • (1994) Review of Economic Studies , vol.61 , pp. 631-653
    • Newey, W.K.1    West, K.D.2
  • 48
    • 43949151038 scopus 로고
    • Quasi-Maximum Likelihood Estimation of Stochastic Volatility Models
    • Ruiz, E. (1994), “Quasi-Maximum Likelihood Estimation of Stochastic Volatility Models,” Journal of Econometrics, 63, 289-306.
    • (1994) Journal of Econometrics , vol.63 , pp. 289-306
    • Ruiz, E.1
  • 49
    • 24944554085 scopus 로고
    • Option Pricing When the Variance Changes Randomly: Theory, Estimation and an Application
    • Scott, L. O. (1987), “Option Pricing When the Variance Changes Randomly: Theory, Estimation and an Application,” Journal of Financial and Quantitative Analysis, 22, 419-438.
    • (1987) Journal of Financial and Quantitative Analysis , vol.22 , pp. 419-438
    • Scott, L.O.1
  • 50
    • 0000735116 scopus 로고
    • Statistical Properties of Generalized Method-of-Moments Estimators of Structural Parameters Obtained From Financial Market Data
    • Tauchen, G. E. (1986), “Statistical Properties of Generalized Method-of-Moments Estimators of Structural Parameters Obtained From Financial Market Data,” Journal of Business & Economic Statistics, 4, 397-425.
    • (1986) Journal of Business & Economic Statistics , vol.4 , pp. 397-425
    • Tauchen, G.E.1
  • 51
    • 0000658999 scopus 로고
    • The Price Variability-Volume Relationship on Speculative Markets
    • Tauchen, G. E., and Pitts, M. (1983), “The Price Variability-Volume Relationship on Speculative Markets,” Econometrica, 51, 485-505.
    • (1983) Econometrica , vol.51 , pp. 485-505
    • Tauchen, G.E.1    Pitts, M.2
  • 53
    • 84986754945 scopus 로고
    • Modelling Stochastic Volatility: A Review and Comparative Study
    • Taylor, S. J. (1994), “Modelling Stochastic Volatility: A Review and Comparative Study,” Mathematical Finance, 4, 183-204.
    • (1994) Mathematical Finance , vol.4 , pp. 183-204
    • Taylor, S.J.1
  • 55
    • 45949112947 scopus 로고
    • Option Values Under Stochastic Volatility: Theory and Empirical Estimates
    • Wiggins, J. B. (1987), “Option Values Under Stochastic Volatility: Theory and Empirical Estimates,” Journal of Financial Economics, 19, 351-372.
    • (1987) Journal of Financial Economics , vol.19 , pp. 351-372
    • Wiggins, J.B.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.