Malliavin Calculus Approach to Statistical Inference for Lévy Driven SDE’s

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作者
D. O. Ivanenko
A. M. Kulik
机构
[1] Kyiv National Taras Shevchenko University,Institute of Mathematics
[2] Ukrainian National Academy of Sciences,undefined
关键词
Malliavin calculus; Likelihood function; Lévy driven SDE; Regular statistical experiment; Cramer-Rao inequality; 60J75; 60H07; 62F12;
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摘要
By means of the Malliavin calculus, integral representations for the likelihood function and for the derivative of the log-likelihood function are given for a model based on discrete time observations of the solution to equation dXt = aθ(Xt)dt + dZt with a Lévy process Z. Using these representations, regularity of the statistical experiment and the Cramer-Rao inequality are proved.
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页码:107 / 123
页数:16
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