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.
机构:
Univ Sao Paulo, Dept Estat, BR-05508090 Sao Paulo, Brazil
Univ Sao Paulo, Dept Stat, BR-05508090 Sao Paulo, BrazilUniv Sao Paulo, Dept Estat, BR-05508090 Sao Paulo, Brazil
Farias, Rafael B. A.
Lemonte, Artur J.
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机构:
Univ Sao Paulo, Dept Estat, BR-05508090 Sao Paulo, Brazil
Univ Sao Paulo, Dept Stat, BR-05508090 Sao Paulo, BrazilUniv Sao Paulo, Dept Estat, BR-05508090 Sao Paulo, Brazil
机构:
Univ Sao Paulo, Inst Ciencias Matemat & Comp, BR-13566590 Sao Carlos, SP, BrazilUniv Sao Paulo, Inst Ciencias Matemat & Comp, BR-13566590 Sao Carlos, SP, Brazil
Cancho, Vicente G.
Louzada, Francisco
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机构:
Univ Sao Paulo, Inst Ciencias Matemat & Comp, BR-13566590 Sao Carlos, SP, BrazilUniv Sao Paulo, Inst Ciencias Matemat & Comp, BR-13566590 Sao Carlos, SP, Brazil
Louzada, Francisco
Barriga, Gladys D. C.
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h-index: 0
机构:
Univ Estadual Paulista Julio de Mesquita Filho FE, BR-17033360 Bauru, SP, BrazilUniv Sao Paulo, Inst Ciencias Matemat & Comp, BR-13566590 Sao Carlos, SP, Brazil
机构:
Univ Estadual Oeste Parana, Postgrad Program Agr Engn, Cascavel, Parana, Brazil
Univ Estadual Oeste Parana, Ctr Exact Sci & Technol, Cascavel, Parana, BrazilUniv Estadual Oeste Parana, Postgrad Program Agr Engn, Cascavel, Parana, Brazil
Garcia-Papani, Fabiana
Leiva, Victor
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机构:
Pontificia Univ Catolica Valparaiso, Sch Ind Engn, Valparaiso, ChileUniv Estadual Oeste Parana, Postgrad Program Agr Engn, Cascavel, Parana, Brazil
Leiva, Victor
Ruggeri, Fabrizio
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CNR IMATI, Milan, ItalyUniv Estadual Oeste Parana, Postgrad Program Agr Engn, Cascavel, Parana, Brazil
Ruggeri, Fabrizio
Uribe-Opazo, Miguel A.
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机构:
Univ Estadual Oeste Parana, Postgrad Program Agr Engn, Cascavel, Parana, Brazil
Univ Estadual Oeste Parana, Ctr Exact Sci & Technol, Cascavel, Parana, BrazilUniv Estadual Oeste Parana, Postgrad Program Agr Engn, Cascavel, Parana, Brazil