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Original Articles

Evaluating and improving GARCH-based volatility forecasts with range-based estimators

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Pages 4041-4049 | Published online: 10 Dec 2012

References

  • Alizadeh , S , Brandt , M and Diebold , FX . 2002 . Range-based estimation of stochastic volatility models . Journal of Finance , 57 : 1047 – 92 .
  • Andersen , TG . 2000 . Some reflections on analysis of high-frequency data . Journal of Business and Economic Statistics , 18 : 146 – 53 .
  • Andersen , TG and Bollerslev , T . 1997 . Intraday periodicity and volatility persistence in financial markets . Journal of Empirical Finance , 4 : 115 – 58 .
  • Andersen , TG and Bollerslev , T . 1998 . Answering the skeptics: yes, standard volatility models do provide accurate forecasts . International Economic Review , 39 : 885 – 905 .
  • Andersen , TG , Bollerslev , T , Diebold , FX and Labys , P . 2003 . Modeling and forecasting realized volatility . Econometrica , 71 : 579 – 625 .
  • Andersen , TG , Bollerslev , T and Lange , S . 1999 . Forecasting financial market volatility: sample frequency vis-á-vis forecast horizon . Journal of Empirical Finance , 6 : 457 – 77 .
  • Andreou , E and Ghysels , E . 2002 . Rolling-sample volatility estimators: some new theoretical, simulation, and empirical results . Journal of Business and Economic Statistics , 20 : 363 – 76 .
  • Awartani , BMA and Corradi , V . 2005 . Predicting the volatility of the S&P-500 stock index via GARCH models: the role of asymmetries . International Journal of Forecasting , 21 : 167 – 83 .
  • Barndorff-Nielsen , OE and Shephard , N . 2002 . Econometric analysis of realised volatility and its use in estimating stochastic models . Journal of the Royal Statistical Society , 64 : 253 – 80 .
  • Blair , BJ , Poon , SH and Taylor , SJ . 2001 . Forecasting S&P 100 volatility: the incremental information content of implied volatilities and high frequency returns . Journal of Econometrics , 105 : 5 – 26 .
  • Brailsford , TJ and Faff , RW . 1996 . An evaluation of volatility forecasting techniques . Journal of Banking and Finance , 20 : 419 – 38 .
  • Campbell , JY and Hentschel , L . 1992 . No news is good news: an asymmetric model of changing volatility in stock returns . Journal of Financial Economics , 31 : 281 – 318 .
  • Christensen , K and Podolskij , M . 2007 . Realized range-based estimation of integrated variance . Journal of Econometrics , 141 : 323 – 49 .
  • Engle , RF and Ng , V . 1993 . Measuring and testing the impact of news on volatility . Journal of Finance , 48 : 1749 – 78 .
  • Garman , M and Klass , M . 1980 . On the estimation of security price volatilities from the historical price data . Journal of Business , 53 : 67 – 78 .
  • Hansen , PR . 2005 . A test for superior predictive ability . Journal of Business and Economic Statistics , 23 : 365 – 80 .
  • Hansen , PR and Lunde , A . 2003 . Consistent preordering with an estimated criterion function with an application to the evaluation and comparison of volatility models, Unpublished Paper, Brown University
  • Hansen , PR and Lunde , A . (2004) An unbiased measure of realized variance. Available at www.nd.edu/~meg/MEG2004/Hansen-Peter.pdf (accessed 22 November 2012)
  • Hansen , PR and Lunde , A . 2006a . Consistent ranking of volatility models . Journal of Econometrics , 131 : 97 – 121 .
  • Hansen , PR and Lunde , A . 2006b . Realized variance and market microstructure noise . Journal of Business and Economic Statistics , 24 : 127 – 61 .
  • Jarque , CM and Bera , AK . 1987 . A test for normality of observations and regression residuals . International Statistics Review , 55 : 163 – 72 .
  • Koopman , SJ , Jungbacker , B and Hol , E . 2005 . Forecasting daily variability of the S&P 100 stock index using historical, realised and implied volatility measurements . Journal of Empirical Finance , 12 : 445 – 75 .
  • Kwiatkowski , D , Phillips , PCB , Schmidt , P and Shin , Y (KPSS) . 1992 . Testing the null hypothesis of stationarity against the alternative of a unit root: how sure are we that economic time series have a unit root? . Journal of Econometrics , 54 : 159 – 78 .
  • Martens , M . 2001 . Forecasting daily exchange rate volatility using intraday returns . Journal of International Money and Finance , 20 : 1 – 23 .
  • Martens , M and van Dijk , D . 2007 . Measuring volatility with the realized range . Journal of Econometrics , 138 : 181 – 207 .
  • McMillan , DG and Speight , A . 2004 . Daily volatility forecasts: reassessing the performance of GARCH models . Journal of Forecasting , 23 : 449 – 60 .
  • Pagan , AR and Schwert , GW . 1990 . Alternative models for conditional stock market volatility . Journal of Econometrics , 45 : 267 – 90 .
  • Parkinson , M . 1980 . The extreme value method for estimating the variance of the rate of return . Journal of Business , 53 : 61 – 8 .
  • Phillips , PCB and Perron , P (PP) . 1988 . Testing for a unit root in time series regression . Biometrika , 75 : 335 – 46 .
  • Rogers , LCG and Satchell , SE . 1991 . Estimating variance from high, low and closing prices . Annals of Applied Probability , 1 : 504 – 12 .
  • Sadorsky , P . 2006 . Modeling and forecasting petroleum futures volatility . Energy Economics , 28 : 467 – 88 .
  • Vipul , J and Jacob . 2007 . Forecasting performance of extreme-value volatility estimators . Journal of Futures Markets , 27 : 1085 – 105 .
  • Wilhelmsson , A . 2006 . GARCH forecasting performance under different distribution assumptions . Journal of Forecasting , 25 : 561 – 78 .
  • Zhang , L , Mykland , PA and Aït-Sahalia , Y . 2005 . A tale of two time scales: determining integrated volatility with noisy high-frequency data . Journal of the American Statistical Association , 100 : 1394 – 411 .

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