{"title":"Topp-Leone Cauchy Family of Distributions with Applications in Industrial Engineering","authors":"Mintodê Nicodème Atchadé, Mahoulé Jude Bogninou, Aliou Moussa Djibril, Melchior N’bouké","doi":"10.1007/s44199-023-00066-4","DOIUrl":null,"url":null,"abstract":"Abstract The goal of this research is to create a new general family of Topp-Leone distributions called the Topp-Leone Cauchy Family (TLC), which is exceedingly versatile and results from a careful merging of the Topp-Leone and Cauchy distribution families. Some of the new family’s theoretical properties are investigated using specific results on stochastic functions, quantile functions and associated measures, generic moments, probability weighted moments, and Shannon entropy. A parametric statistical model is built from a specific member of the family. The maximum likelihood technique is used to estimate the model’s unknown parameters. Furthermore, to emphasize the new family’s practical potential, we applied our model to two real-world data sets and compared it to existing rival models.","PeriodicalId":45080,"journal":{"name":"Journal of Statistical Theory and Applications","volume":null,"pages":null},"PeriodicalIF":1.0000,"publicationDate":"2023-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Statistical Theory and Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1007/s44199-023-00066-4","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Mathematics","Score":null,"Total":0}
引用次数: 0
Abstract
Abstract The goal of this research is to create a new general family of Topp-Leone distributions called the Topp-Leone Cauchy Family (TLC), which is exceedingly versatile and results from a careful merging of the Topp-Leone and Cauchy distribution families. Some of the new family’s theoretical properties are investigated using specific results on stochastic functions, quantile functions and associated measures, generic moments, probability weighted moments, and Shannon entropy. A parametric statistical model is built from a specific member of the family. The maximum likelihood technique is used to estimate the model’s unknown parameters. Furthermore, to emphasize the new family’s practical potential, we applied our model to two real-world data sets and compared it to existing rival models.
本研究的目标是创建一个新的一般Topp-Leone分布族,称为Topp-Leone Cauchy family (TLC),它是非常通用的,是Topp-Leone和Cauchy分布族仔细合并的结果。利用随机函数、分位数函数和相关测度、一般矩、概率加权矩和香农熵的具体结果研究了新家族的一些理论性质。参数统计模型是由家族的特定成员构建的。利用极大似然技术对模型的未知参数进行估计。此外,为了强调新家族的实际潜力,我们将我们的模型应用于两个真实世界的数据集,并将其与现有的竞争对手模型进行比较。