Fast simulation of tempered stable Ornstein-Uhlenbeck processes

被引:7
|
作者
Sabino, Piergiacomo [1 ,2 ]
Petroni, Nicola Cufaro [3 ,4 ]
机构
[1] EON SE, Quantitat Risk Management, Brusseler Pl 1, D-45131 Essen, Germany
[2] Univ Helsinki, Dept Math & Stat, POB 68, FI-00014 Helsinki, Finland
[3] Univ Bari, Ist Nazl Fis Nucl, Sez Bari, Dipartimento Matemat, Via E Orabona 4, I-70125 Bari, Italy
[4] Univ Bari, Ist Nazl Fis Nucl, Sez Bari, TIRES, Via E Orabona 4, I-70125 Bari, Italy
关键词
Levy-driven Ornstein-Uhlenbeck processes; Self-decomposable laws; Tempered stable distributions; Simulations; DISCRETE; MODELS;
D O I
10.1007/s00180-022-01205-8
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Constructing Levy-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 Levy triplet of these a-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:35
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