Multiplicative-Binomial Distribution: Some Results on Characterization, Inference and Random Data Generation

被引:0
作者
Elamir, Elsayed A. H. [1 ,2 ]
机构
[1] Benha Univ, Fac Commerce, Dept Math & Stat, Banha, Egypt
[2] Univ Bahrain, Coll Business, Management & Mkt Dept, Zallaq, Bahrain
来源
JOURNAL OF STATISTICAL THEORY AND APPLICATIONS | 2013年 / 12卷 / 01期
关键词
binomial distribution; likelihood ratio test; over-dispersion; profile likelihood; zero-inflated data;
D O I
10.2991/jsta.2013.12.1.8
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
Multiplicative-binomial distribution is one of the distributions that allows for over-dispersion, and under-dispersion relative to the standard binomial distribution. It will be shown that the multiplicative-binomial distribution can be a very useful model for these situations. Moreover, the confidence interval for the parameters of the multiplicative-binomial distribution is investigated by the profile likelihood methods. The first four moments and simulation procedures for generating data from the multiplicative-binomial distribution using R-software are given. By using four applications to simulated and real data it is shown that the multiplicative-binomial distribution is the same as or outperforming the standard binomial and beta-binomial distributions.
引用
收藏
页码:92 / 105
页数:14
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