Modeling anomalous diffusion by a subordinated fractional Levy-stable process

被引:16
|
作者
Teuerle, Marek [1 ]
Wylomanska, Agnieszka [1 ]
Sikora, Grzegorz [1 ]
机构
[1] Wroclaw Univ Technol, Inst Math & Comp Sci, Hugo Steinhaus Ctr, PL-50370 Wroclaw, Poland
关键词
driven diffusive systems (theory); stochastic particle dynamics (theory); fluctuations (theory); stochastic processes (theory); BROWNIAN-MOTION; FINANCIAL DATA; PARAMETERS; DEPENDENCE;
D O I
10.1088/1742-5468/2013/05/P05016
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
Two phenomena that can be discovered in systems with anomalous diffusion are long-range dependence and trapping events. The first effect concerns events that are arbitrarily distant but still influence each other exceptionally strongly, which is characteristic for anomalous regimes. The second corresponds to the presence of constant values of the underlying process. Motivated by the relatively poor class of models that can cover these two phenomena, we introduce subordinated fractional Levy-stable motion with tempered stable waiting times. We present in detail its main properties, propose a simulation scheme and give an estimation procedure for its parameters. The last part of the paper is a presentation, via the Monte Carlo approach, of the effectiveness of the estimation of the parameters.
引用
收藏
页数:15
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