Generalized Iterated Poisson Process and Applications

Pub Date : 2024-08-04 DOI:10.1007/s10959-024-01362-0
Ritik Soni, Ashok Kumar Pathak
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Abstract

In this paper, we consider the composition of a homogeneous Poisson process with an independent time-fractional Poisson process. We call this composition the generalized iterated Poisson process (GIPP). The probability law in terms of the fractional Bell polynomials, governing fractional differential equations, and the compound representation of the GIPP are obtained. We give explicit expressions for mean and covariance and study the long-range dependence property of the GIPP. It is also shown that the GIPP is over-dispersed. Some results related to first-passage time distribution and the hitting probability are also examined. We define the compound and the multivariate versions of the GIPP and explore their main characteristics. Further, we consider a surplus model based on the compound version of the iterated Poisson process (IPP) and derive several results related to ruin theory. Its applications using the Poisson–Lindley and the zero-truncated geometric distributions are also provided. Finally, simulated sample paths for the IPP and the GIPP are presented.

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广义迭代泊松过程及其应用
在本文中,我们考虑的是同质泊松过程与独立时间分数泊松过程的组合。我们称这种组合为广义迭代泊松过程(GIPP)。我们得到了分式贝尔多项式的概率规律、分式微分方程以及 GIPP 的复合表示。我们给出了均值和协方差的明确表达式,并研究了 GIPP 的长程依赖特性。研究还表明,GIPP 是过度分散的。我们还研究了一些与首次通过时间分布和命中概率相关的结果。我们定义了 GIPP 的复合版本和多元版本,并探讨了它们的主要特征。此外,我们还考虑了基于迭代泊松过程(IPP)复合版本的盈余模型,并推导出与毁坏理论相关的若干结果。我们还提供了使用泊松-林德利分布和零截断几何分布的应用。最后,介绍了 IPP 和 GIPP 的模拟样本路径。
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