A new bathtub and increasing failure rate model: An extension of the Mustapha type II distribution

IF 1.1 Q3 STATISTICS & PROBABILITY Pakistan Journal of Statistics and Operation Research Pub Date : 2024-03-07 DOI:10.18187/pjsor.v20i1.3614
Mustapha Muhammad, Isyaku Muhammad, Mouna Bouchane, Muhammad Aslam, Sani Musa, Sadiya Ali Rano
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Abstract

This article introduces a new three-parameter lifetime model with an increasing and bathtub failure rate functions as an extension of the Mustapha type II distribution (MuII). The model can be very useful in statistical studies, reliability, computer sciences and engineering. Various mathematical and statistical properties of the distribution are discussed, such as moments, mean deviations, Bonferroni and Lorenz curves, entropy, order statistic, and extreme value distributions. Moreover, we consider the bivariate extension of the new model. Statistical inferences by the maximum likelihood method are discussed and assess by simulation studies. Applications of the proposed model to two right-skewed data are presented for illustration. The new model provides a better fit than some other existing distribution as measured by some model selection criteria and goodness of fits statistics.
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一种新的浴缸和失效率递增模型:穆斯塔法 II 型分布的扩展
本文介绍了一种新的三参数寿命模型,该模型具有递增和浴缸失效率函数,是对穆斯塔法 II 型分布(MuII)的扩展。该模型在统计研究、可靠性、计算机科学和工程学方面非常有用。我们讨论了该分布的各种数学和统计特性,如矩、平均偏差、Bonferroni 和 Lorenz 曲线、熵、阶次统计量和极值分布。此外,我们还考虑了新模型的二元扩展。讨论了最大似然法的统计推断,并通过模拟研究进行了评估。为了说明问题,我们将所提出的模型应用于两个右偏数据。通过一些模型选择标准和拟合优度统计来衡量,新模型比其他现有分布提供了更好的拟合。
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来源期刊
CiteScore
3.30
自引率
26.70%
发文量
53
期刊介绍: Pakistan Journal of Statistics and Operation Research. PJSOR is a peer-reviewed journal, published four times a year. PJSOR publishes refereed research articles and studies that describe the latest research and developments in the area of statistics, operation research and actuarial statistics.
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