Logit Truncated-Exponential Skew-Logistic Distribution with Properties and Applications

Liyuan Pang, Weizhong Tian, Tingting Tong, Xiangfei Chen
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Abstract

In recent years, bounded distributions have attracted extensive attention. At the same time, various areas involve bounded interval data, such as proportion and ratio. In this paper, we propose a new bounded model, named logistic Truncated exponential skew logistic distribution. Some basic statistical properties of the proposed distribution are studied, including moments, mean residual life function, Renyi entropy, mean deviation, order statistics, exponential family, and quantile function. The maximum likelihood method is used to estimate the unknown parameters of the proposed distribution. More importantly, the applications to three real data sets mainly from the field of engineering science prove that the logistic Truncated exponential skew logistic distribution fits better than other bounded distributions.
Logit截指数斜态logistic分布的性质及应用
近年来,有界分布引起了广泛的关注。同时,各个区域涉及有界区间数据,如比例和比率。本文提出了一种新的有界模型——logistic截断指数偏态logistic分布。研究了该分布的一些基本统计性质,包括矩、平均剩余寿命函数、人一熵、平均偏差、阶统计量、指数族和分位数函数。利用极大似然法对所提出的分布的未知参数进行估计。更重要的是,在三个主要来自工程科学领域的实际数据集上的应用证明了logistic截断指数偏态logistic分布比其他有界分布具有更好的拟合性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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