Simulation of parametric model towards the fixed covariate of right censored lung cancer data
In this study, simulation procedure was applied to measure the fixed covariate of right censored data by using parametric survival model. The scale and shape parameter were modified to differentiate the analysis of parametric regression survival model. Statistically, the biases, mean biases and the...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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IOP Publishing
2017
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| Online Access: | http://eprints.uthm.edu.my/5167/ http://eprints.uthm.edu.my/5167/1/AJ%202017%20%28297%29%20Simulation%20of%20parametric%20model%20towards%20the%20fixed%20covariate.pdf |
| _version_ | 1848888482748956672 |
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| author | Muhamad Jamil, Siti Afiqah Abdullah, M. Asrul Affendi Kek, Sie Long Olaniran, Oyebayo Ridwan Amran, Syahila Enera |
| author_facet | Muhamad Jamil, Siti Afiqah Abdullah, M. Asrul Affendi Kek, Sie Long Olaniran, Oyebayo Ridwan Amran, Syahila Enera |
| author_sort | Muhamad Jamil, Siti Afiqah |
| building | UTHM Institutional Repository |
| collection | Online Access |
| description | In this study, simulation procedure was applied to measure the fixed covariate of right censored data by using parametric survival model. The scale and shape parameter were modified to differentiate the analysis of parametric regression survival model. Statistically, the biases, mean biases and the coverage probability were used in this analysis. Consequently, different sample sizes were employed to distinguish the impact of parametric regression model towards right censored data with 50, 100, 150 and 200 number of sample. R-statistical software was utilised to develop the coding simulation with right censored data. Besides, the final model of right censored simulation was compared with the right censored lung cancer data in Malaysia. It was found that different values of shape and scale parameter with different sample size, help to improve the simulation strategy for right censored data and Weibull regression survival model is suitable fit towards the simulation of survival of lung cancer patients data in Malaysia. |
| first_indexed | 2025-11-15T20:10:59Z |
| format | Article |
| id | uthm-5167 |
| institution | Universiti Tun Hussein Onn Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T20:10:59Z |
| publishDate | 2017 |
| publisher | IOP Publishing |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | uthm-51672022-01-06T03:44:53Z http://eprints.uthm.edu.my/5167/ Simulation of parametric model towards the fixed covariate of right censored lung cancer data Muhamad Jamil, Siti Afiqah Abdullah, M. Asrul Affendi Kek, Sie Long Olaniran, Oyebayo Ridwan Amran, Syahila Enera HA Statistics In this study, simulation procedure was applied to measure the fixed covariate of right censored data by using parametric survival model. The scale and shape parameter were modified to differentiate the analysis of parametric regression survival model. Statistically, the biases, mean biases and the coverage probability were used in this analysis. Consequently, different sample sizes were employed to distinguish the impact of parametric regression model towards right censored data with 50, 100, 150 and 200 number of sample. R-statistical software was utilised to develop the coding simulation with right censored data. Besides, the final model of right censored simulation was compared with the right censored lung cancer data in Malaysia. It was found that different values of shape and scale parameter with different sample size, help to improve the simulation strategy for right censored data and Weibull regression survival model is suitable fit towards the simulation of survival of lung cancer patients data in Malaysia. IOP Publishing 2017 Article PeerReviewed text en http://eprints.uthm.edu.my/5167/1/AJ%202017%20%28297%29%20Simulation%20of%20parametric%20model%20towards%20the%20fixed%20covariate.pdf Muhamad Jamil, Siti Afiqah and Abdullah, M. Asrul Affendi and Kek, Sie Long and Olaniran, Oyebayo Ridwan and Amran, Syahila Enera (2017) Simulation of parametric model towards the fixed covariate of right censored lung cancer data. Journal of Physics: Conference Series, 890 (012172). pp. 1-8. ISSN 1742-6588 http://dx.doi.org/10.1088/1742-6596/890/1/012172 |
| spellingShingle | HA Statistics Muhamad Jamil, Siti Afiqah Abdullah, M. Asrul Affendi Kek, Sie Long Olaniran, Oyebayo Ridwan Amran, Syahila Enera Simulation of parametric model towards the fixed covariate of right censored lung cancer data |
| title | Simulation of parametric model towards the fixed covariate of right censored lung cancer data |
| title_full | Simulation of parametric model towards the fixed covariate of right censored lung cancer data |
| title_fullStr | Simulation of parametric model towards the fixed covariate of right censored lung cancer data |
| title_full_unstemmed | Simulation of parametric model towards the fixed covariate of right censored lung cancer data |
| title_short | Simulation of parametric model towards the fixed covariate of right censored lung cancer data |
| title_sort | simulation of parametric model towards the fixed covariate of right censored lung cancer data |
| topic | HA Statistics |
| url | http://eprints.uthm.edu.my/5167/ http://eprints.uthm.edu.my/5167/ http://eprints.uthm.edu.my/5167/1/AJ%202017%20%28297%29%20Simulation%20of%20parametric%20model%20towards%20the%20fixed%20covariate.pdf |