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首页> 外文期刊>Bernoulli: official journal of the Bernoulli Society for Mathematical Statistics and Probability >A Ferguson-Klass-LePage series representation of multistable multifractional motions and related processes
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A Ferguson-Klass-LePage series representation of multistable multifractional motions and related processes

机译:多稳态多分数运动和相关过程的Ferguson-Klass-LePage系列表示

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The study of non-stationary processes whose local form has controlled properties is a fruitful and important area of research, both in theory and applications. In (J. Theoret. Probab. 22 (2009) 375-401), a particular way of constructing such processes was investigated, leading in particular to multifractional multistable processes, which were built using sums over Poisson processes. We present here a different construction of these processes, based on the Ferguson-Klass-LePage series representation of stable processes. We consider various particular cases of interest, including multistable Lévy motion, multistable reverse Ornstein- Uhlenbeck process, log-fractional multistable motion and linear multistable multifractional motion. We also show that the processes defined here have the same finite dimensional distributions as the corresponding processes built in (J. Theoret. Probab. 22 (2009) 375-401). Finally, we display numerical experiments showing graphs of synthesized paths of such processes.
机译:对于局部形式具有受控性质的非平稳过程的研究,无论在理论上还是在应用上,都是富有成果且重要的研究领域。在(J. Theoret。Probab。22(2009)375-401)中,研究了构建此类过程的一种特殊方式,特别是导致了多分数多稳态过程,该过程是使用Poisson过程上的和建立的。我们在此基于稳定过程的Ferguson-Klass-LePage系列表示形式来介绍这些过程的不同结构。我们考虑各种感兴趣的特殊情况,包括多稳态Lévy运动,多稳态反向Ornstein-Uhlenbeck过程,对数分数多稳态运动和线性多稳态多分数运动。我们还表明,此处定义的过程具有与内置的相应过程相同的有限维分布(J. Theoret。Probab。22(2009)375-401)。最后,我们显示数值实验,该数值实验显示了此类过程的合成路径图。

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