Statistical Analysis of the Beta Transmuted Standardized Half Logistic Distribution: Properties, Estimation, and Real-Data Application

P. O. Awodutire, E. C. Nduka, A. Olosunde
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Abstract

In this paper, a new distribution called the Beta Transmuted Half Logistic Distribution is derived and studied using the Beta Transmuted-G distribution. The distribution generalizes the half logistic distribution for more flexibility. Then expressions for the moments, moment generating function, order statistic, survival function, and the hazard function were studied. Estimation of parameters of the model was done using the maximum likelihood estimation approach. Simulation studies were conducted to assess the performance of the estimates of the parameter. Furthermore, the distribution is applied to a real-life dataset, demonstrating its superior performance in terms of producing a better fit compared to its submodels. This research contributes to the field of probability distributions and provides a valuable tool for modeling and analyzing various types of data.
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β转化标准化半Logistic分布的统计分析:性质、估计和实际数据应用
本文利用Beta变形- g分布,推导并研究了一个新的Beta变形半Logistic分布。该配送推广了半物流配送,具有更大的灵活性。然后研究了矩、矩生成函数、阶统计量、生存函数和危险函数的表达式。采用极大似然估计方法对模型参数进行估计。进行了仿真研究,以评估参数估计的性能。此外,将该分布应用于实际数据集,与子模型相比,证明了其在产生更好的拟合方面的优越性能。该研究为概率分布领域做出了贡献,并为建模和分析各种类型的数据提供了有价值的工具。
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