Scaling of Levy-Student processes

被引:7
|
作者
Grothe, Oliver [1 ]
Schmidt, Rafael [1 ]
机构
[1] Univ Cologne, Dept Econ & Social Stat, D-50923 Cologne, Germany
关键词
Student's t-distributions; Levy processes; Convolutions; High-frequency asset returns; DISTRIBUTIONS; FLUCTUATIONS; RETURNS; MODELS;
D O I
10.1016/j.physa.2009.11.039
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Student's t-distributions are Widely used in financial studies as heavy-tailed alternatives to normal distributions. As these distributions are not closed under Convolution, there exist no Levy processes with Student's t-marginals at all points in time. In this article we show that a Student's t-approximation of these marginals is still suitable, while nor exact. Using this approximation, we are able to describe the scaling behavior of Such Levy-Student processes and the parameters of its marginal distributions by a simple analytical scaling law. This scaling law drastically simplifies the use of Levy-Student processes as a general diffusion process in various interdisciplinary applications. We explicitly provide an application in the context of modelling high-frequency price returns. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:1455 / 1463
页数:9
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