加权BurrXII分布的理论与实践

IF 0.6 Q4 STATISTICS & PROBABILITY Electronic Journal of Applied Statistical Analysis Pub Date : 2020-02-05 DOI:10.1285/I20705948V13N1P229
M. Shakhatreh, Abedel-Qader Al-Masri
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引用次数: 0

摘要

我们将深入研究加权Burr-XII分布。这种分布推广了Burr-XII、Lomax和loglogistic分布。讨论了该分布的概率密度函数、故障率函数和平均剩余寿命的分布特征。此外,我们还获得了该分布的各种统计性质,如矩生成函数、熵、平均偏差、有序统计和随机排序。讨论了用极大似然法估计分布参数和观测到的Fisher信息矩阵。我们进一步采用模拟研究来研究最大似然估计(MLEs)的行为。给出了样品中存在尺寸偏差的检验方法。最后,给出了一个真实的数据,并使用该分布和一些现有分布进行了分析,以说明问题。
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On The Weighted BurrXII Distribution: Theory and Practice
We take an in-depth look at the weighted Burr-XII distribution. This distribu-tion generalizes Burr-XII, Lomax, and log-logistic distributions. We discuss the dis-tributional characteristics of the probability density function, the failure rate function,and mean residual lifetime of this distribution. Moreover, we obtain various statisti-cal properties of this distribution such as moment generating function, entropies, meandeviations, order statistics and stochastic ordering. The estimation of the distributionparameters via maximum likelihood method and the observed Fisher information ma-trix are discussed. We further employ a simulation study to investigate the behavior ofthe maximum likelihood estimates (MLEs). A test concerning the existence of size-biasin the sample is provided. In the end, a real data is presented and is analyzed usingthis distribution along with some existing distributions for illustrative purposes.
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