The Poisson Birnbaum-Saunders model with long-term survivors

被引:11
|
作者
Hashimoto, Elizabeth M. [1 ]
Ortega, Edwin M. M. [1 ]
Cordeiro, Gauss M. [2 ]
Cancho, Vicente G. [3 ]
机构
[1] Univ Sao Paulo, Dept Ciencias Exatas, BR-13418900 Piracicaba, SP, Brazil
[2] Univ Fed Pernambuco, Dept Estat, BR-50740540 Recife, PE, Brazil
[3] Univ Sao Paulo, Dept Matemat Aplicada & Estat, BR-13560970 Sao Carlos, SP, Brazil
关键词
lifetime data; cure fraction model; Birnbaum-Saunders distribution; sensitivity analysis; Poisson distribution; GAMMA REGRESSION-MODELS; INFLUENCE DIAGNOSTICS; LIFE DISTRIBUTIONS; LOCAL INFLUENCE; FAMILY;
D O I
10.1080/02331888.2013.822503
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
In this paper, we propose a cure rate survival model by assuming that the number of competing causes of the event of interest follows the Poisson distribution and the time to event has the Birnbaum-Saunders (BS) distribution. We define the Poisson BS distribution and provide two useful representations for its density function which facilitate to obtain some mathematical properties. Two closed-form expressions for the moments of the new distribution are given. We estimate the parameters of the model with cure rate using maximum likelihood. For different parameter settings, sample sizes and censoring percentages, several simulations are performed. We derive the appropriate matrices for assessing local influence on the parameter estimates under different perturbation schemes and present some ways to perform a global influence study. We analyse a real data set from the medical area.
引用
收藏
页码:1394 / 1413
页数:20
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