A multiparameter regression model for interval‐censored survival data
| العنوان: | A multiparameter regression model for interval‐censored survival data |
|---|---|
| المؤلفون: | Kevin Burke, Gilbert MacKenzie, Defen Peng |
| المساهمون: | IRC |
| المصدر: | Statistics in Medicine. 39:1903-1918 |
| بيانات النشر: | Wiley, 2020. |
| سنة النشر: | 2020 |
| مصطلحات موضوعية: | FOS: Computer and information sciences, Statistics and Probability, Epidemiology, Computer science, Interval (mathematics), 01 natural sciences, gamma frailty, Methodology (stat.ME), 010104 statistics & probability, 03 medical and health sciences, 0302 clinical medicine, Survival data, Gamma frailty, Statistics, longitudinal studies, Humans, Computer Simulation, Statistical dispersion, Prospective Studies, 030212 general & internal medicine, 0101 mathematics, Statistics - Methodology, Survival analysis, Probability, Proportional Hazards Models, Parametric statistics, Models, Statistical, interval censoring, crossing hazards, Regression analysis, Survival Analysis, Regression, 62N01, 62N02, dispersion model, multi-parameter regression survival models |
| الوصف: | peer-reviewed The full text of this article will not be available in ULIR until the embargo expires on the 24/04/2021 We develop flexible multiparameter regression (MPR) survival models for interval‐censored survival data arising in longitudinal prospective studies and longitudinal randomised controlled clinical trials. A multiparameter Weibull regression survival model, which is wholly parametric, and has nonproportional hazards, is the main focus of the article. We describe the basic model, develop the interval‐censored likelihood, and extend the model to include gamma frailty and a dispersion model. We evaluate the models by means of a simulation study and a detailed reanalysis of data from the Signal Tandmobiel study. The results demonstrate that the MPR model with frailty is computationally efficient and provides an excellent fit to the data. |
| تدمد: | 1097-0258 0277-6715 |
| DOI: | 10.1002/sim.8508 |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::17b5f9ffff127e4d899edfac76a5f2eb https://doi.org/10.1002/sim.8508 |
| Rights: | OPEN |
| رقم الانضمام: | edsair.doi.dedup.....17b5f9ffff127e4d899edfac76a5f2eb |
| قاعدة البيانات: | OpenAIRE |
| تدمد: | 10970258 02776715 |
|---|---|
| DOI: | 10.1002/sim.8508 |