How rich is the class of multifractional Brownian motions?

被引:57
|
作者
Stoev, SA
Taqqu, MS
机构
[1] Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
[2] Boston Univ, Dept Math & Stat, Boston, MA 02215 USA
基金
美国国家科学基金会;
关键词
fractional Brownian motion; multifractional Brownian motion; correlation structure; self-similarity; local self similarity;
D O I
10.1016/j.spa.2005.09.007
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 multifractional Brownian motion (MBM) processes are locally self-similar Gaussian processes. They extend the classical fractional Brownian motion processes B-H = {B-H(1)}(t is an element of R) by allowing their self-similarity parameter H is an element of (0, 1) to depend on time. Two types of MBM processes were introduced independently by Peltier and Levy-Vehel [Multifractional Brownian motion: definition and preliminary results, Technical Report 2645, Institut National de Recherche en Informatique et an Automatique, INRIA, Le Chesnay, France, 19951 and Benassi, Jaffard, Roux [Elliptic Gaussian random processes, Rev. Mat. Iber. 13(l) (1997) 19-90] by using time-domain and frequency-domain integral representations of the fractional Brownian motion, respectively. Their correspondence was studied by Cohen [From self-similarity to local self-similarity: the estimation problem, in: M. Dekking, J.L. Vehel, E. Lutton, C. Tricot (Eds.), Fractals: Theory and Applications in Engineering, Springer, Berlin, 1999]. Contrary to what has been stated in the literature, we show that these two types of processes have different correlation structures when the function H(t) is non-constant. We focus on a class of MBM processes parameterized by (a(+),a(-)) is an element of R-2, which contains the previously introduced two types of processes as special cases. We establish the connection between their time- and frequency-domain integral representations and obtain explicit expressions for their covariances. We show, that there are non-constant functions H(t) for which the correlation structure of the MBM processes depends non-trivially on the value of (a(+),a(-)) and hence, even for a given function H(t), there are an infinite number of MBM processes with essentially different distributions. (C) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:200 / 221
页数:22
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