Regularity of multifractional moving average processes with random Hurst exponent

被引:6
|
作者
Loboda, Dennis [1 ]
Mies, Fabian [1 ]
Steland, Ansgar [1 ]
机构
[1] Rhein Westfal TH Aachen, Inst Stat, Wullnerstr 3, D-52062 Aachen, Germany
关键词
Multifractional Brownian motion; Random Holder exponent; Matern process; Local self-similarity; Random field; BROWNIAN-MOTION; STOCHASTIC-MODELS; FRACTAL DIMENSION; INTEGRATION;
D O I
10.1016/j.spa.2021.05.008
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
A recently proposed alternative to multifractional Brownian motion (mBm) with random Hurst exponent is studied, which we refer to as Ito-mBm. It is shown that Ito-mBm is locally self-similar. In contrast to mBm, its pathwise regularity is almost unaffected by the roughness of the functional Hurst parameter. The pathwise properties are established via a new polynomial moment condition similar to the Kolmogorov-Centsov theorem, allowing for random local Holder exponents. Our results are applicable to a broad class of moving average processes where pathwise regularity and long memory properties may be decoupled, e.g. to a multifractional generalization of the Matern process. (C) 2021 Published by Elsevier B.V.
引用
收藏
页码:21 / 48
页数:28
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