Title :
Multifractal Random Walks as Fractional Wiener Integrals
Author :
Abry, Patrice ; Chainais, Pierre ; Coutin, Laure ; Pipiras, Vladas
Author_Institution :
ENS Lyon Phys. Dept., CNRS, Lyon, France
Abstract :
Multifractal random walks are defined as integrals of infinitely divisible stationary multifractal cascades with respect to fractional Brownian motion. Their key properties are studied, such as finiteness of moments and scaling, with respect to the chosen values of the self-similarity and infinite divisibility parameters. The range of these parameters is larger than that considered previously in the literature, and the cases of both exact and nonexact scale invariance are considered. Special attention is paid to various types of definitions of multifractal random walks. The resulting random walks are of interest in modeling multifractal processes whose marginals exhibit stationarity and symmetry.
Keywords :
integral equations; random processes; stochastic processes; fractional Brownian motion; fractional Wiener integrals; infinite divisibility parameters; infinitely divisible stationary multifractal cascades; multifractal random walks; nonexact scale invariance; Brownian motion; DNA; Finance; Fractals; Genetics; Geophysical measurements; Geophysics; Hydrodynamics; Internet; Sequences; Fractional Brownian motion; fractional Wiener integrals; infinitely divisible cascades; multifractal random walks; multifractals; scaling properties;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2009.2023708