Title of article :
Kurtosis of GARCH and stochastic volatility models with non-normal innovations
Author/Authors :
Bai، نويسنده , , Xuezheng and Russell، نويسنده , , Jeffrey R. and Tiao، نويسنده , , George C.، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2003
Abstract :
Both volatility clustering and conditional non-normality can induce the leptokurtosis typically observed in financial data. In this paper, the exact representation of kurtosis is derived for both GARCH and stochastic volatility models when innovations may be conditionally non-normal. We find that, for both models, the volatility clustering and non-normality contribute interactively and symmetrically to the overall kurtosis of the series.
Keywords :
GARCH , stochastic volatility , Mixture normal distribution , kurtosis
Journal title :
Journal of Econometrics
Journal title :
Journal of Econometrics