Fast simulation of tempered stable Ornstein–Uhlenbeck processes

被引:0
|
作者
Piergiacomo Sabino
Nicola Cufaro Petroni
机构
[1] Quantitative Risk Management,Department of Mathematics and Statistics
[2] University of Helsinki,Dipartimento di Matematica and TIRES
[3] Università di Bari INFN Sezione di Bari,undefined
来源
Computational Statistics | 2022年 / 37卷
关键词
Lévy-driven Ornstein–Uhlenbeck processes; Self-decomposable laws; Tempered stable distributions; Simulations;
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学科分类号
摘要
Constructing Lévy-driven Ornstein–Uhlenbeck processes is a task closely related to the notion of self-decomposability. In particular, their transition laws are linked to the properties of what will be hereafter called the a-remainder of their self-decomposable stationary laws. In the present study we fully characterize the Lévy triplet of these a\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$a$$\end{document}-remainders and we provide a general framework to deduce the transition laws of the finite variation Ornstein–Uhlenbeck processes associated with tempered stable distributions. We focus finally on the subclass of the exponentially-modulated tempered stable laws and we derive the algorithms for an exact generation of the skeleton of Ornstein–Uhlenbeck processes related to such distributions, with the further advantage of adopting procedures which are tens of times faster than those already available in the existing literature.
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页码:2517 / 2551
页数:34
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