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Truncated Inverted Kumaraswamy Generated Family of Distributions with Applications

机译:截断的倒立kumaraswamy生成了与应用程序的分布系列

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摘要

In this article, we introduce a new general family of distributions derived to the truncated inverted Kumaraswamy distribution (on the unit interval), called the truncated inverted Kumaraswamy generated family. Among its qualities, it is characterized with tractable functions, has the ability to enhance the flexibility of a given distribution, and demonstrates nice statistical properties, including competitive fits for various kinds of data. A particular focus is given on a special member of the family defined with the exponential distribution as baseline, offering a new three-parameter lifetime distribution. This new distribution has the advantage of having a hazard rate function allowing monotonically increasing, decreasing, and upside-down bathtub shapes. In full generality, important properties of the new family are determined, with an emphasis on the entropy (Rényi and Shannon entropy). The estimation of the model parameters is established by the maximum likelihood method. A numerical simulation study illustrates the nice performance of the obtained estimates. Two practical data sets are then analyzed. We thus prove the potential of the new model in terms of fitting, with favorable results in comparison to other modern parametric models of the literature.
机译:在本文中,我们介绍了衍生给截短的倒的Kumaraswamy分布(在单位间隔)的新一般分布系列,称为截短的倒的Kumaraswamy生成的家庭。在其品质中,它的特征在于易诊功能,具有增强给定分布的灵活性的能力,并展示了良好的统计特性,包括各种数据的竞争适合。特定的重点是在用指数分布为基线定义的家庭的特殊成员上给出了一个新的三参数寿命分布。这种新的分布具有危险率函数的优点,允许单调地增加,减小和倒置浴缸形状。在全普遍上,确定新系列的重要属性,重点是熵(Rényi和香农熵)。通过最大似然方法建立模型参数的估计。数值模拟研究说明了所获得的估计的良好性能。然后分析两个实际数据集。因此,我们在适合的方面证明了新模型的潜力,与文献的其他现代参数模型相比,有利的结果。

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