INTERVAL ESTIMATION FOR PARAMETERS OF A BATHTUB HAZARD MODEL; [Penganggaran Selang untuk Parameter Model Hazad Tab Mandi]

In this study, a two-parameter lifetime model has been extended to incorporate covariate in the presence of right-censored data. The model has bathtub-shaped or increasing failure rate function which enables it to fit real lifetime data set. The method of maximum likelihood was used to estimate the...

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Published in:Journal of Quality Measurement and Analysis
Main Author: Ismail I.; Arasan J.; Mustafa M.S.; Safari M.A.M.
Format: Article
Language:English
Published: Penerbit Universiti Kebangsaan Malaysia 2024
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85202483215&doi=10.17576%2fjqma.2002.2024.07&partnerID=40&md5=7e15418d07f5190ee36bafa44840c968
id 2-s2.0-85202483215
spelling 2-s2.0-85202483215
Ismail I.; Arasan J.; Mustafa M.S.; Safari M.A.M.
INTERVAL ESTIMATION FOR PARAMETERS OF A BATHTUB HAZARD MODEL; [Penganggaran Selang untuk Parameter Model Hazad Tab Mandi]
2024
Journal of Quality Measurement and Analysis
20
2
10.17576/jqma.2002.2024.07
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85202483215&doi=10.17576%2fjqma.2002.2024.07&partnerID=40&md5=7e15418d07f5190ee36bafa44840c968
In this study, a two-parameter lifetime model has been extended to incorporate covariate in the presence of right-censored data. The model has bathtub-shaped or increasing failure rate function which enables it to fit real lifetime data set. The method of maximum likelihood was used to estimate the parameters in the model and a simulation study was then conducted to evaluate the performance of parameter estimates at various sample sizes and censoring proportion levels. The results from simulation study show that larger sample sizes and smaller censoring proportion give better estimates. Further, two interval estimation methods: Wald and likelihood ratio were constructed, and the performance of these methods was evaluated based on a coverage probability study. Both Wald and likelihood ratio techniques appear to have better performance when the sample size is larger. Also, a real right-censored lifetime data on patients with multiple myeloma was employed to illustrate the practical application of the extended model. © 2024, Penerbit Universiti Kebangsaan Malaysia. All rights reserved.
Penerbit Universiti Kebangsaan Malaysia
18235670
English
Article

author Ismail I.; Arasan J.; Mustafa M.S.; Safari M.A.M.
spellingShingle Ismail I.; Arasan J.; Mustafa M.S.; Safari M.A.M.
INTERVAL ESTIMATION FOR PARAMETERS OF A BATHTUB HAZARD MODEL; [Penganggaran Selang untuk Parameter Model Hazad Tab Mandi]
author_facet Ismail I.; Arasan J.; Mustafa M.S.; Safari M.A.M.
author_sort Ismail I.; Arasan J.; Mustafa M.S.; Safari M.A.M.
title INTERVAL ESTIMATION FOR PARAMETERS OF A BATHTUB HAZARD MODEL; [Penganggaran Selang untuk Parameter Model Hazad Tab Mandi]
title_short INTERVAL ESTIMATION FOR PARAMETERS OF A BATHTUB HAZARD MODEL; [Penganggaran Selang untuk Parameter Model Hazad Tab Mandi]
title_full INTERVAL ESTIMATION FOR PARAMETERS OF A BATHTUB HAZARD MODEL; [Penganggaran Selang untuk Parameter Model Hazad Tab Mandi]
title_fullStr INTERVAL ESTIMATION FOR PARAMETERS OF A BATHTUB HAZARD MODEL; [Penganggaran Selang untuk Parameter Model Hazad Tab Mandi]
title_full_unstemmed INTERVAL ESTIMATION FOR PARAMETERS OF A BATHTUB HAZARD MODEL; [Penganggaran Selang untuk Parameter Model Hazad Tab Mandi]
title_sort INTERVAL ESTIMATION FOR PARAMETERS OF A BATHTUB HAZARD MODEL; [Penganggaran Selang untuk Parameter Model Hazad Tab Mandi]
publishDate 2024
container_title Journal of Quality Measurement and Analysis
container_volume 20
container_issue 2
doi_str_mv 10.17576/jqma.2002.2024.07
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85202483215&doi=10.17576%2fjqma.2002.2024.07&partnerID=40&md5=7e15418d07f5190ee36bafa44840c968
description In this study, a two-parameter lifetime model has been extended to incorporate covariate in the presence of right-censored data. The model has bathtub-shaped or increasing failure rate function which enables it to fit real lifetime data set. The method of maximum likelihood was used to estimate the parameters in the model and a simulation study was then conducted to evaluate the performance of parameter estimates at various sample sizes and censoring proportion levels. The results from simulation study show that larger sample sizes and smaller censoring proportion give better estimates. Further, two interval estimation methods: Wald and likelihood ratio were constructed, and the performance of these methods was evaluated based on a coverage probability study. Both Wald and likelihood ratio techniques appear to have better performance when the sample size is larger. Also, a real right-censored lifetime data on patients with multiple myeloma was employed to illustrate the practical application of the extended model. © 2024, Penerbit Universiti Kebangsaan Malaysia. All rights reserved.
publisher Penerbit Universiti Kebangsaan Malaysia
issn 18235670
language English
format Article
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record_format scopus
collection Scopus
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