On the convoluted gamma to length-biased inverse Gaussian distribution and application in financial modeling

被引:2
作者
Naik, Shanoja [1 ]
机构
[1] Registered Nurses Assoc Ontario, NQuIRE, Hlth Res Outcome, Toronto, ON, Canada
关键词
Financial modeling; Gamma distribution; Inverse Gaussian; Laplace transform; Life time modeling; Wright distribution; WEIBULL;
D O I
10.1080/09720510.2021.1974578
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
This paper studies a convoluted form of length-biased inverse Gaussian and gamma distributions due to its structural relationship with the Wright distribution [Naik and Abraham 2013]. The convoluted form of the derived distribution is named as Inverse Gaussian-gamma abbreviated as IGG distribution which shows heavy-tailedness properties and unimodality. The study also examines some interesting statistical properties of the distribution and compares them with inverse Gaussian and gamma distributions. Results show that the IGG model outperformed inverse Gaussian and gamma distributions through its model characteristics. A theoretical application of the IGG distribution is established to illustrate the model applicability in the financial industry that explains the versatility of the distribution in data analysis. Despite these applications, an autoregressive model of order one is derived to establish utilization of the distribution in time series modeling.
引用
收藏
页码:1581 / 1600
页数:20
相关论文
共 17 条
[1]   GENERALIZED ASSOCIATION, WITH APPLICATIONS IN MULTIVARIATE STATISTICS [J].
AHMED, AHN ;
LEON, R ;
PROSCHAN, F .
ANNALS OF STATISTICS, 1981, 9 (01) :168-176
[2]  
[Anonymous], 1989, The Inverse Gaussian Distribution
[3]  
Ben-Daya M., 2012, Maintenance, modeling and optimization
[4]  
BROWN BG, 1984, J CLIM APPL METEOROL, V23, P1184, DOI 10.1175/1520-0450(1984)023<1184:TSMTSA>2.0.CO
[5]  
2
[6]  
Fisher R. A., 1946, Statistical methods for research workers.
[7]   1ST-ORDER AUTOREGRESSIVE GAMMA-SEQUENCES AND POINT-PROCESSES [J].
GAVER, DP ;
LEWIS, PAW .
ADVANCES IN APPLIED PROBABILITY, 1980, 12 (03) :727-745
[8]   Marshall-Olkin q-Weibull distribution and max-min processes [J].
Jose, K. K. ;
Naik, Shanoja R. ;
Ristic, Miroslav M. .
STATISTICAL PAPERS, 2010, 51 (04) :837-851
[9]   On the q-Weibull Distribution and Its Applications [J].
Jose, K. K. ;
Naik, Shanoja R. .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2009, 38 (06) :912-926