A Study on Discrete Bilal Distribution with Properties and Applications on Integer-Valued Autoregressive Process

被引:13
作者
Altun, Emrah [1 ]
El-morshedy, M. [2 ,3 ]
Eliwa, M. S. [3 ,4 ]
机构
[1] Bartin Univ, Dept Math, TR-74100 Bartin, Turkey
[2] Al Kharj Prince Sattam Bin Abdulaziz Univ, Coll Sci & Humanities, Dept Math, Al Kharj 11942, Saudi Arabia
[3] Mansoura Univ, Fac Sci, Dept Math, Mansoura 35516, Egypt
[4] Qassim Univ, Coll Sci, Dept Stat & Operat Res, POB 6644, Buraydah 51482, Saudi Arabia
关键词
Bilal distribution; INAR(1) process; method of moments; maximum likelihood; simulation; REGRESSION;
D O I
10.57805/revstat.v20i4.384
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 study proposes a new one-parameter discrete distribution, called a discrete Bilal distribution. The structural properties of the proposed distribution, including the shape of the probability mass function, mode, moments, skewness, kurtosis, index of dispersion, mean deviation, stress-strength reliability, and order statistics, are derived. These properties are expressed in closed-forms. The maximum likelihood and method of moments estimation methods are considered to estimate the unknown model parameter. An extensive simulation study is carried out to examine the finite sample performance of estimation methods. The usefulness of the proposed model is illustrated in the first-order integer-valued autoregressive process. The empirical importance of the proposed models is proved through three real data applications.
引用
收藏
页码:501 / 528
页数:28
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