Parameter estimation for the generalized exponential distribution in the presence of interval censored data and covariate
This paper concentrates on the parameter estimation for the Generalized Exponential Distribution (GED) in the presence of interval-censored data with covariate. Interval-censored data usually arises in clinical and epidemiological studies. This research attempts to investigate a conservative imputat...
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| Format: | Article |
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Semnan University
2022
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| Online Access: | http://psasir.upm.edu.my/id/eprint/102442/ |
| _version_ | 1848863804868263936 |
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| author | AL-Hakeem, Hussein Ali Arasan, Jayanthi Mustafa, Mohd Shafie Lim, Fong Peng |
| author_facet | AL-Hakeem, Hussein Ali Arasan, Jayanthi Mustafa, Mohd Shafie Lim, Fong Peng |
| author_sort | AL-Hakeem, Hussein Ali |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | This paper concentrates on the parameter estimation for the Generalized Exponential Distribution (GED) in the presence of interval-censored data with covariate. Interval-censored data usually arises in clinical and epidemiological studies. This research attempts to investigate a conservative imputation technique to deal with interval censored data. This is achieved by comparing the bias, standard error (SE) and root mean square error (RMSE) of the maximum likelihood estimation (MLE) obtained without using imputation with the proposed imputation method at various censoring proportion and sample sizes. The results indicate that the proposed imputation method performs better than the traditional method at all sample sizes and censoring proportions. |
| first_indexed | 2025-11-15T13:38:45Z |
| format | Article |
| id | upm-102442 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-15T13:38:45Z |
| publishDate | 2022 |
| publisher | Semnan University |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-1024422023-05-18T03:18:44Z http://psasir.upm.edu.my/id/eprint/102442/ Parameter estimation for the generalized exponential distribution in the presence of interval censored data and covariate AL-Hakeem, Hussein Ali Arasan, Jayanthi Mustafa, Mohd Shafie Lim, Fong Peng This paper concentrates on the parameter estimation for the Generalized Exponential Distribution (GED) in the presence of interval-censored data with covariate. Interval-censored data usually arises in clinical and epidemiological studies. This research attempts to investigate a conservative imputation technique to deal with interval censored data. This is achieved by comparing the bias, standard error (SE) and root mean square error (RMSE) of the maximum likelihood estimation (MLE) obtained without using imputation with the proposed imputation method at various censoring proportion and sample sizes. The results indicate that the proposed imputation method performs better than the traditional method at all sample sizes and censoring proportions. Semnan University 2022 Article PeerReviewed AL-Hakeem, Hussein Ali and Arasan, Jayanthi and Mustafa, Mohd Shafie and Lim, Fong Peng (2022) Parameter estimation for the generalized exponential distribution in the presence of interval censored data and covariate. International Journal of Nonlinear Analysis and Applications, 14 (1). pp. 739-751. ISSN 2008-6822 https://ijnaa.semnan.ac.ir/article_6792.html 10.22075/IJNAA.2021.23746.2607 |
| spellingShingle | AL-Hakeem, Hussein Ali Arasan, Jayanthi Mustafa, Mohd Shafie Lim, Fong Peng Parameter estimation for the generalized exponential distribution in the presence of interval censored data and covariate |
| title | Parameter estimation for the generalized exponential distribution in the presence of interval censored data and covariate |
| title_full | Parameter estimation for the generalized exponential distribution in the presence of interval censored data and covariate |
| title_fullStr | Parameter estimation for the generalized exponential distribution in the presence of interval censored data and covariate |
| title_full_unstemmed | Parameter estimation for the generalized exponential distribution in the presence of interval censored data and covariate |
| title_short | Parameter estimation for the generalized exponential distribution in the presence of interval censored data and covariate |
| title_sort | parameter estimation for the generalized exponential distribution in the presence of interval censored data and covariate |
| url | http://psasir.upm.edu.my/id/eprint/102442/ http://psasir.upm.edu.my/id/eprint/102442/ http://psasir.upm.edu.my/id/eprint/102442/ |