Estimation Using Suggested EM Algorithm Based on Progressively Type-II Censored Samples from a Finite Mixture of Truncated Type-I Generalized Logistic Distributions with an Application

Saieed F. Ateya; Mutua Kilai; Ramy AldallalAida Mustapha

首页> 外文期刊>Mathematical Problems in Engineering: Theory, Methods and Applications >Estimation Using Suggested EM Algorithm Based on Progressively Type-II Censored Samples from a Finite Mixture of Truncated Type-I Generalized Logistic Distributions with an Application

【24h】

Estimation Using Suggested EM Algorithm Based on Progressively Type-II Censored Samples from a Finite Mixture of Truncated Type-I Generalized Logistic Distributions with an Application

机译：Estimation Using Suggested EM Algorithm Based on Progressively Type-II Censored Samples from a Finite Mixture of Truncated Type-I Generalized Logistic Distributions with an Application

获取原文

获取原文并翻译 | 示例

掌桥外文数据库（机构版） >>

开具论文收录证明 >>

文献代查 >>

页面导航

摘要
著录项
相关主题

摘要

In this paper, the identifiability property has been studied for a suggested truncated type-I generalized logistic mixture model which is denoted by TTIGL. A suggested form of the EM algorithm has been applied on type-II progressive censored samples to obtain the maximum likelihood estimates MLE′s of the parameters, survival function SF, and hazard rate function HRF of the studied mixture model. Monte Carlo simulation algorithm has been applied to study the behavior of the mean squares errors MSE′s of the estimates. Also, a comparative study is conducted between the suggested EM algorithm and the ordinary algorithm of maximizing the likelihood function, which depends on the differentiation of the log likelihood function. The results of this paper have been applied on a real dataset as an application.

著录项

来源
《Mathematical Problems in Engineering: Theory, Methods and Applications》 |2022年第20期|1.1-1.8|共8页
作者
Saieed F. Ateya; Mutua Kilai; Ramy AldallalAida Mustapha;
展开▼
作者单位

Department of Mathematics Faculty of Science Assiut University Assiut ||Department of Mathematics Faculty of Science Taif University P. O. Box 11099 Taif 21944;

Department of Mathematics Pan African Institute of Basic Science Technology and Innovation Nairobi;

College of Business Administration in Hotat Bani Tamim Prince Sattam Bin Abdulaziz University Al-Kharj;

展开▼
收录信息
原文格式 PDF
正文语种英语
中图分类
关键词

Estimation Using Suggested EM Algorithm Based on Progressively Type-II Censored Samples from a Finite Mixture of Truncated Type-I Generalized Logistic Distributions with an Application

摘要

著录项

相关主题

期刊订阅