A generalized negative binomial and applications

被引:9
作者
Bebbington, MS [1 ]
Lai, CD [1 ]
机构
[1] Massey Univ, Inst Informat Sci & Technol, Palmerston North, New Zealand
关键词
serial dependence; quality control; discrete-time queues;
D O I
10.1080/03610929808832240
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 generalized negative binomial distribution is derived from the Markov Bernoulli sequence of successes and failures. We study the properties and applications of this distribution. The properties are illustrated by two examples of discrete time queueing systems. The distribution is then fitted to two data sets, the eruption record of Mt. Sangay, and a record of computer disk failure accesses. In the first case there is a strong serial dependence in the data and the generalized negative binomial provides a good fit, while in the second case, although there is a significant serial dependence, it is insufficient to justify the additional parameter of the distribution. We conclude by demonstrating the usefulness of the distribution in the field of statistical quality control.
引用
收藏
页码:2515 / 2533
页数:19
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