{"title":"The Type II Exponentiated Half Logistic-Marshall-Olkin-G Family of Distributions with Applications","authors":"B. Oluyede, Morongwa Gabanakgosi","doi":"10.15446/rce.v46n2.103163","DOIUrl":null,"url":null,"abstract":"A new generalized family of distributions called the type II exponentiated half logistic-Marshall-Olkin-G distribution is developed. Some special cases of the new model are presented. We explore some statistical properties of the new family of distributions. The statistical properties studied include expansion of the density function, hazard rate and quantile functions, moments, moment generating functions, probability weighted moments, stochastic ordering, distribution of order statistics and Rényi entropy. The maximum likelihood, ordinary and weighted least-squares techniques for the estimation of model parameters are presented, and Monte Carlo simulations for the new family of distributions are conducted. The importance of the new family of distributions is examined by means of applications to two real data sets.","PeriodicalId":117214,"journal":{"name":"Revista Colombiana de Estadística","volume":"75 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Revista Colombiana de Estadística","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.15446/rce.v46n2.103163","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
A new generalized family of distributions called the type II exponentiated half logistic-Marshall-Olkin-G distribution is developed. Some special cases of the new model are presented. We explore some statistical properties of the new family of distributions. The statistical properties studied include expansion of the density function, hazard rate and quantile functions, moments, moment generating functions, probability weighted moments, stochastic ordering, distribution of order statistics and Rényi entropy. The maximum likelihood, ordinary and weighted least-squares techniques for the estimation of model parameters are presented, and Monte Carlo simulations for the new family of distributions are conducted. The importance of the new family of distributions is examined by means of applications to two real data sets.
本文提出了一个新的广义分布系列,称为 II 型指数化半对数-Marshall-Olkin-G 分布。介绍了新模型的一些特例。我们探讨了新分布族的一些统计特性。研究的统计性质包括密度函数的扩展、危险率和量子函数、矩、矩产生函数、概率加权矩、随机排序、阶次统计分布和雷尼熵。介绍了估计模型参数的最大似然法、普通法和加权最小二乘法技术,并对新的分布族进行了蒙特卡罗模拟。通过对两个真实数据集的应用,考察了新分布族的重要性。