On computing estimates of a change-point in the Weibull regression hazard model

被引:4
|
作者
Palmeros, Oscar [1 ]
Villasenor, Jose A. [2 ]
Gonzalez, Elizabeth [2 ]
机构
[1] Univ Autonoma Chapingo, Texcoco, Estado De Mexic, Mexico
[2] Colegio Postgrad, Stat Dept, Carretera Mexico Texcoco,Km 36-5 Montecillo, Texcoco 56230, Estado De Mexic, Mexico
关键词
Survival analysis; maximum likelihood estimators; Monte Carlo simulation; chronic granulomatous disease;
D O I
10.1080/02664763.2017.1289366
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The hazard function describes the instantaneous rate of failure at a time t, given that the individual survives up to t. In applications, the effect of covariates produce changes in the hazard function. When dealing with survival analysis, it is of interest to identify where a change point in time has occurred. In this work, covariates and censored variables are considered in order to estimate a change-point in the Weibull regression hazard model, which is a generalization of the exponential model. For this more general model, it is possible to obtain maximum likelihood estimators for the change-point and for the parameters involved. A Monte Carlo simulation study shows that indeed, it is possible to implement this model in practice. An application with clinical trial data coming from a treatment of chronic granulomatous disease is also included.
引用
收藏
页码:642 / 648
页数:7
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