Estimation for multivariate normal rapidly decreasing tempered stable distributions

被引:2
作者
Bianchi, Michele Leonardo [1 ,3 ]
Tassinari, Gian Luca [2 ]
机构
[1] Bank Italy, Financial Stabil Directorate, Rome, Italy
[2] Univ Bologna, Dept Management, Bologna, Italy
[3] Bank Italy, Financial Stabil Directorate, Via Nazl 91, I-00184 Rome, Italy
关键词
Tempered stable random variable; rapidly decreasing tempered stable random variable; expectation-maximization; maximum likelihood estimation; non-Gaussian models; MAXIMUM-LIKELIHOOD; EM;
D O I
10.1080/00949655.2023.2232913
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper we describe a methodology for parameter estimation of multivariate distributions defined as normal mean-variance mixture where the mixing random variable is rapidly decreasing tempered stable distributed. We address some numerical issues resulting from the use of the characteristic function for density approximation. We focus our attention on the practical implementation of numerical methods involving the use of these multivariate distributions in the field of finance and we empirical assess the proposed algorithm through an analysis on a five-dimensional series of stock index log-returns.
引用
收藏
页码:103 / 125
页数:23
相关论文
共 32 条
[1]  
Abramowitz M., 1964, HDB MATH FUNCTIONS F, V55
[2]  
[Anonymous], 2005, Princeton Series in Finance
[3]  
Beals R, 2010, Special Functions: A Graduate Text
[4]  
Bianchi M., 2019, HDB HEAVY TAILED DIS
[5]   TEMPERED INFINITELY DIVISIBLE DISTRIBUTIONS AND PROCESSES [J].
Bianchi, M. L. ;
Rachev, S. T. ;
Kim, Y. S. ;
Fabozzi, F. J. .
THEORY OF PROBABILITY AND ITS APPLICATIONS, 2011, 55 (01) :2-26
[6]   A welcome to the jungle of continuous-time multivariate non-Gaussian models based on Levy processes applied to finance [J].
Bianchi, Michele Leonardo ;
Hitaj, Asmerilda ;
Tassinari, Gian Luca .
ANNALS OF OPERATIONS RESEARCH, 2022,
[7]   Tempered stable Ornstein- Uhlenbeck processes: A practical view [J].
Bianchi, Michele Leonardo ;
Rachev, Svetlozar T. ;
Fabozzi, Frank J. .
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2017, 46 (01) :423-445
[8]   RIDING WITH THE FOUR HORSEMEN AND THE MULTIVARIATE NORMAL TEMPERED STABLE MODEL [J].
Bianchi, Michele Leonardo ;
Tassinari, Gian Luca ;
Fabozzi, Frank J. .
INTERNATIONAL JOURNAL OF THEORETICAL AND APPLIED FINANCE, 2016, 19 (04)
[9]   Are the log-returns of Italian open-end mutual funds normally distributed? A risk assessment perspective [J].
Bianchi, Michele Leonardo .
JOURNAL OF ASSET MANAGEMENT, 2015, 16 (07) :437-449
[10]   On quadratic forms in multivariate generalized hyperbolic random vectors [J].
Broda, Simon A. ;
Zambrano, Juan Arismendi .
BIOMETRIKA, 2021, 108 (02) :413-424