广义Alpha-Beta-Power族分布:性质和应用

IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES
H.E. Semary , Aleena Thampi , Safar M. Alghamdi , Vasili B.V. Nagarjuna
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引用次数: 0

摘要

在本文中,介绍了一种新的分布族,称为广义Alpha-Beta-Power族,将指数族的概念应用于Alpha-Beta Power族。该系列在现有模型中引入了三个参数,增加了其灵活性。详细研究了一种以指数分布为基准分布的家庭特殊模型。随着形状参数和尺度参数值的变化,分布的密度曲线适应减小和右倾斜的重尾形状。危险图可以是增加的,减少的或浴缸形状。分布的统计性质,如矩,矩生成函数,序统计量和熵是数学推导的。采用极大似然估计方法进行参数估计,并通过仿真研究来评估参数的性能。将该模型应用于可靠性、工程和医学领域的数据集,并与现有模型进行了比较,以了解其在观测概率建模中的实用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Generalized Alpha-Beta-Power Family of distributions: Properties and applications
In this article, a new family of distributions is introduced called the Generalized Alpha-Beta-Power family, applying the concept of Exponentiated family to the Alpha-Beta Power family. The family introduces three parameters to an existing model, increasing its flexibility. A special model of the family, taking exponential distribution as the baseline distribution, is studied in detail. The density curves of the distribution are found to accommodate decreasing and right-skewed heavy-tailed shapes with changes in values of the shape and scale parameters. The hazard plots can be increasing, decreasing or bath-tub shaped. Statistical properties of the distribution, like moments, moment generating function, order statistics and entropy are mathematically derived. Parameter estimation is done using the maximum likelihood estimation method, and simulation studies are used to assess the performance of the parameters. The proposed model is applied to the data sets in the field of reliability, engineering and medicine, and is compared to existing models to understand its practicality in the modeling of the probability of observations.
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来源期刊
自引率
5.90%
发文量
130
审稿时长
16 weeks
期刊介绍: Journal of Radiation Research and Applied Sciences provides a high quality medium for the publication of substantial, original and scientific and technological papers on the development and applications of nuclear, radiation and isotopes in biology, medicine, drugs, biochemistry, microbiology, agriculture, entomology, food technology, chemistry, physics, solid states, engineering, environmental and applied sciences.
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