A New Generalized Poisson-Lindley Distribution: Applications and Properties

被引:26
作者
Bhati, Deepesh [1 ]
Sastry, D. V. S. [1 ]
Qadri, P. Z. Maha [1 ]
机构
[1] Cent Univ Rajasthan, Kishangarh Ajmer, India
关键词
compound distribution; Poisson-Lindley distribution; over-dispersion; EM algorithm; collective risk model; Bonus-Malus premium;
D O I
10.17713/ajs.v44i4.54
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
A new generalized Poisson-Lindley distribution is obtained by compounding Poisson distribution with a two parameter generalised Lindley distribution. The new distribution is shown to be unimodal and over-dispersed. This distribution has a tendency to accommodate right tail, and for particular values of parameter, the tail tends to zero at a faster rate. Various properties like cumulative distribution function, generating function, moments etc. are derived. Knowledge about the parameters is obtained through method of moments, maximum likelihood method and EM algorithm. Moreover, an actuarial application to collective risk model is shown by considering the proposed distribution as primary distribution and exponential and Erlang as secondary distributions. The model is applied to real data sets and found to perform better than other competing models.
引用
收藏
页码:35 / 51
页数:17
相关论文
共 36 条
[1]   An extended Lindley distribution [J].
Bakouch, Hassan S. ;
Al-Zahrani, Bander M. ;
Al-Shomrani, Ali A. ;
Marchi, Vitor A. A. ;
Louzada, Francisco .
JOURNAL OF THE KOREAN STATISTICAL SOCIETY, 2012, 41 (01) :75-85
[2]   On Some Distributional Properties of the Family of Weighted Generalized Poisson Distribution [J].
Chakraborty, Subrata .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2010, 39 (15) :2767-2788
[3]   A Generalized Poisson Distribution [J].
Chandra, Nimai Kumar ;
Roy, Dilip ;
Ghosh, Tirthankar .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2013, 42 (15) :2786-2797
[4]   MAXIMUM LIKELIHOOD FROM INCOMPLETE DATA VIA EM ALGORITHM [J].
DEMPSTER, AP ;
LAIRD, NM ;
RUBIN, DB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (01) :1-38
[5]  
Elgarhy, 2013, MATH THEORY MODELING, V3
[6]  
Freifelder F., 1974, CREDIBILITY THEORY A, P71
[7]   Lindley distribution and its application [J].
Ghitany, M. E. ;
Atieh, B. ;
Nadarajah, S. .
MATHEMATICS AND COMPUTERS IN SIMULATION, 2008, 78 (04) :493-506
[8]   Estimation methods for the discrete Poisson-Lindley distribution [J].
Ghitany, M. E. ;
Al-Mutairi, D. K. .
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2009, 79 (01) :1-9
[9]   Zero-truncated Poisson-Lindley distribution and its application [J].
Ghitany, M. E. ;
Al-Mutairi, D. K. ;
Nadarajah, S. .
MATHEMATICS AND COMPUTERS IN SIMULATION, 2008, 79 (03) :279-287
[10]  
Ghitany M.E., 2008, METRON, V66, P299