三参数功率中上分布:税收数据的性质及其应用

Shakila Bashir, Noor Waseem, Mujahid Rasul
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引用次数: 0

摘要

在过去的几十年里,概率分布的研究得到了广泛的发展,尽管新开发的分布具有优雅的性质和各种各样的形状,但它们适用于现实生活中的广泛领域和许多类型的数据集。本文介绍了一种基于功率变换的三参数正偏态功率中川分布模型。推导了Power Nakagami分布的各种统计性质,包括矩。讨论了生存函数、风险函数、累积风险函数和反向风险函数等可靠性度量,建立了米尔斯比、奇函数、弹性的表达式,并给出了Lorenz和Bonferroni曲线。给出了概率密度函数、累积密度函数和可靠性测度的图形表示。使用极大似然估计来估计参数。该分布拟合到现实数据集(税收),以展示新分布与基本分布的比较。
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A Three Parameter Power Nakagami Distribution: Properties and Application on the Tax Revenue Data
Developing the probability distributions is increasing extensively over the decades but even though the newly developed distributions have elegant properties and variety of shapes which are applicable in wide areas of real-life situations and a numerous type of data sets. In this article, we introduced a three-parameter positively skewed model named Power Nakagami (PN) distribution based on power transformation. Various statistical properties of the Power Nakagami distribution are derived, including moments. Some reliability measures such as survival function, hazard function, cumulative hazard function and reversed hazard function are discussed also expressions for mills ratio, odd function, elasticity and Lorenz and Bonferroni Curve are developed. Graphical representation of probability density function, cumulative density function and reliability measures are presented. Maximum likelihood estimation is used to estimate the parameters. The distribution is fitted to real life dataset (Tax revenue) to demonstrate the comparison of the new distribution with the base distribution.
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CiteScore
1.30
自引率
10.00%
发文量
60
审稿时长
12 weeks
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