Asymptotic error distributions for the Euler method for stochastic differential equations

被引:3
作者
Jacod, J
Protter, P
机构
[1] Univ Paris 06, Probabil Lab, CNRS URA 224, F-75252 Paris, France
[2] Purdue Univ, Dept Math, W Lafayette, IN 47907 USA
关键词
stochastic differential equations; Euler scheme; error distributions; Levy processes; numerical approximation;
D O I
暂无
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We are interested in the rate of convergence of the Euler scheme approximation of the solution to a stochastic differential equation driven by a general (possibly discontinuous) semimartingale, and by the asymptotic behavior of the associated normalized error. It is well known that for Ito's equations the rate is 1/root n;we provide a necessary and sufficient condition for this rate to be 1 root n when the driving semimartingale is a continuous martingale, or a continuous semimartingale under a mild additional assumption; we also prove that in these cases the normalized error processes converge in law. The rate can also differ fi om 1 root n: this is the case for instance if the driving process is deterministic, or if it is a Levy process without a Brownian component. It is again 1/root n when the driving process is Levy with a nonvanishing Brownian component, but then the normalized error processes converge in law in the finite-dimensional sense only, while the discretized normalized error processes converge in law in the Skorohod sense, and the limit is given an explicit form.
引用
收藏
页码:267 / 307
页数:41
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