Linear Multifractional Stable Motion: Representation via Haar basis

被引:0
|
作者
Hamonier, Julien [1 ]
机构
[1] ENS, CNRS UMR 5672, Phys Lab, F-69364 Lyon, France
关键词
Approximation of processes; Linear Fractional and Multifractional Stable Motions; Wavelet series representations; Haar system; FRACTIONAL BROWNIAN-MOTION; PATH PROPERTIES;
D O I
10.1016/j.spa.2014.10.013
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
The goal of this paper is to provide a wavelet series representation for Linear Multifractional Stable Motion (LMSM). Instead of using Daubechies wavelets, which are not given in closed form, we use a Haar wavelet, thus yielding a more explicit expression than that in Ayache and Hamonier (in press). The main ingredient of this construction is a Haar expansion of the integrands which define the high and low frequency components of the S alpha S random field X generating LMSM. Then, by using Abel summation, we show that these series are a.s. convergent in the space of continuous functions. Finally, we determine their a.s. rates of convergence in the latter space. In the end, the representations of the high and low frequency components of X, provide a new method for simulating the high and low frequency components of LMSM. Moreover, this new way is faster than the way based on Fast Fourier Transform (Le Guevel and Levy-vehel, 2012; Stoev and Taqqu, 2004). (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:1127 / 1147
页数:21
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