Iterated tempered stable process

IF 0.7 4区 数学 Q3 STATISTICS & PROBABILITY
Ritik Soni , Janusz Gajda , Ashok Kumar Pathak
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引用次数: 0

Abstract

In this paper, we introduce the iterated tempered stable process (ITSS) by subordinating a tempered α-stable subordinator (TSS) with another independent TSS. The proposed model generalizes several important Lévy models studied in Gajda and Wylomańska (2013), Gajda et al., (2019), and Kumar et al., (2017). We derive its distributional properties and explore its connections with fractional calculus. We present sample paths of the ITSS for different parameters and observe perfect agreement between theoretical and empirical Laplace transform estimated from the simulated samples. The tail behavior and the fractional order moments of the ITSS are also discussed. We define the first passage time of the ITSS and study its tail behavior. Additionally, we present a time-changed TSS model and highlight its connection to tempered fractional differential equations.
迭代回火稳定过程
本文介绍了一个α-稳定的回火子过程(TSS)与另一个独立的TSS从属的迭代回火稳定过程(ITSS)。本文提出的模型概括了Gajda和Wylomańska(2013)、Gajda等人(2019)和Kumar等人(2017)研究过的几个重要的lsamvy模型。我们推导了它的分布性质,并探讨了它与分数阶微积分的联系。我们给出了不同参数下ITSS的样本路径,并观察到由模拟样本估计的理论和经验拉普拉斯变换之间的完美一致性。讨论了ITSS的尾部特性和分数阶矩。我们定义了ITSS的首次通过时间,并研究了它的尾部行为。此外,我们提出了一个时变的TSS模型,并强调了它与缓和分数阶微分方程的联系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Statistics & Probability Letters
Statistics & Probability Letters 数学-统计学与概率论
CiteScore
1.60
自引率
0.00%
发文量
173
审稿时长
6 months
期刊介绍: Statistics & Probability Letters adopts a novel and highly innovative approach to the publication of research findings in statistics and probability. It features concise articles, rapid publication and broad coverage of the statistics and probability literature. Statistics & Probability Letters is a refereed journal. Articles will be limited to six journal pages (13 double-space typed pages) including references and figures. Apart from the six-page limitation, originality, quality and clarity will be the criteria for choosing the material to be published in Statistics & Probability Letters. Every attempt will be made to provide the first review of a submitted manuscript within three months of submission. The proliferation of literature and long publication delays have made it difficult for researchers and practitioners to keep up with new developments outside of, or even within, their specialization. The aim of Statistics & Probability Letters is to help to alleviate this problem. Concise communications (letters) allow readers to quickly and easily digest large amounts of material and to stay up-to-date with developments in all areas of statistics and probability. The mainstream of Letters will focus on new statistical methods, theoretical results, and innovative applications of statistics and probability to other scientific disciplines. Key results and central ideas must be presented in a clear and concise manner. These results may be part of a larger study that the author will submit at a later time as a full length paper to SPL or to another journal. Theory and methodology may be published with proofs omitted, or only sketched, but only if sufficient support material is provided so that the findings can be verified. Empirical and computational results that are of significant value will be published.
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