{"title":"Harmonic Mixture Fréchet Distribution: Properties and Applications to Lifetime Data","authors":"S. Ocloo, L. Brew, Suleman Nasiru, B. Odoi","doi":"10.1155/2022/6460362","DOIUrl":null,"url":null,"abstract":"In this study, we propose a four-parameter probability distribution called the harmonic mixture Fréchet. Some useful expansions and statistical properties such as moments, incomplete moments, quantile functions, entropy, mean deviation, median deviation, mean residual life, moment-generating function, and stress-strength reliability are presented. Estimators for the parameters of the harmonic mixture Fréchet distribution are derived using the estimation techniques such as the maximum-likelihood estimation, the ordinary least-squares estimation, the weighted least-squares estimation, the Cramér–von Mises estimation, and the Anderson–Darling estimation. A simulation study was conducted to assess the biases and mean square errors of the estimators. The new distribution was applied to three-lifetime datasets and compared with the classical Fréchet distribution and eight (8) other extensions of the Fréchet distribution.","PeriodicalId":301406,"journal":{"name":"Int. J. Math. Math. Sci.","volume":"72 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-09-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Int. J. Math. Math. Sci.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1155/2022/6460362","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
In this study, we propose a four-parameter probability distribution called the harmonic mixture Fréchet. Some useful expansions and statistical properties such as moments, incomplete moments, quantile functions, entropy, mean deviation, median deviation, mean residual life, moment-generating function, and stress-strength reliability are presented. Estimators for the parameters of the harmonic mixture Fréchet distribution are derived using the estimation techniques such as the maximum-likelihood estimation, the ordinary least-squares estimation, the weighted least-squares estimation, the Cramér–von Mises estimation, and the Anderson–Darling estimation. A simulation study was conducted to assess the biases and mean square errors of the estimators. The new distribution was applied to three-lifetime datasets and compared with the classical Fréchet distribution and eight (8) other extensions of the Fréchet distribution.
在这项研究中,我们提出了一个四参数的概率分布,称为谐波混合。给出了矩、不完全矩、分位数函数、熵、平均偏差、中位数偏差、平均剩余寿命、矩生成函数和应力-强度可靠度等有用的展开式和统计性质。利用极大似然估计、普通最小二乘估计、加权最小二乘估计、cram - von Mises估计和Anderson-Darling估计等估计技术,推导了谐波混合fracimet分布参数的估计量。进行了模拟研究,以评估估计器的偏差和均方误差。将新分布应用于三寿命数据集,并与经典的frsamchet分布和其他八个扩展的frsamchet分布进行比较。