椭圆型调和稳定分布

Elliptical tempered stable distribution

Quantitative Finance · 2016
被引 11
ABS 3

中文导读

定义了椭圆型调和稳定分布及其copula,通过模拟和20国股市数据验证了其在刻画多元数据依赖结构上的优越性,对金融风险建模有参考价值。

Abstract

Elliptical distributions are useful for modelling multivariate data, multivariate normal and Student t distributions being two special classes. In this paper, we provide a definition for the elliptical tempered stable (ETS) distribution based on its characteristic function, which involves a unique spectral measure. This definition provides a framework for creating a connection between the infinite divisible distribution (in particular the ETS distribution) with fractional calculus. In addition, a definition for the ETS copula is discussed. A simulation study shows the accuracy of this definition, in comparison to the normal copula for measuring the dependency of data. An empirical study of stock market index returns for 20 countries shows the usefulness of the theoretical results.

金融计量多元统计风险管理copula模型