Likelihood estimation of Levy-driven stochastic volatility models through realized variance measures

被引:3
|
作者
Veraart, Almut E. D. [1 ]
机构
[1] Aarhus Univ, Sch Econ & Management, CREATES, DK-8000 Aarhus C, Denmark
来源
ECONOMETRICS JOURNAL | 2011年 / 14卷 / 02期
基金
新加坡国家研究基金会;
关键词
Inference; Leverage effect; Levy processes; Realized variance; Stochastic volatility; Superposition; Quasi-maximum likelihood; ECONOMETRIC-ANALYSIS; INFERENCE; OPTIONS; HETEROSKEDASTICITY; LEVERAGE; RETURNS; JUMPS; TALE;
D O I
10.1111/j.1368-423X.2010.00336.x
中图分类号
F [经济];
学科分类号
02 ;
摘要
P>This paper studies the impact of jumps and leverage-type effects on return and realized variance calculations when the logarithmic asset price is given by a stochastically scaled Levy process. Realized variance is not a consistent estimator of the integrated squared volatility process in such a modelling framework, but it can nevertheless be used within a quasi-maximum likelihood setup to draw inference on the model parameters. This paper introduces a new methodology for deriving all cumulants of the returns and of the realized variance in explicit form by solving a recursive system of inhomogeneous ordinary differential equations.
引用
收藏
页码:204 / 240
页数:37
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