Asymptotic expansion and central limit theorem for quadratic variations of Gaussian processes

被引:20
|
作者
Begyn, Arnaud [1 ]
机构
[1] Lycee Pierre Fermat, F-31000 Toulouse, France
关键词
almost sure convergence; central limit theorem; fractional processes; Gaussian processes; generalized quadratic variations;
D O I
10.3150/07-BEJ5112
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
Cohen, Guyon, Perrin and Pontier have given assumptions under which the second-order quadratic variations of a Gaussian process converge almost surely to a deterministic limit. In this paper we present two new convergence results about these variations: the first is a deterministic asymptotic expansion; the second is a central limit theorem. Next we apply these results to identify two-parameter fractional Brownian motion and anisotropic fractional Brownian motion.
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页码:712 / 753
页数:42
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