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A clustering cure rate model with application to a sealantstudy
被引:2
|作者:
Gallardo, Diego I.
[1
]
Bolfarine, Heleno
[2
]
Pedroso-de-Lima, Atonio Carlos
[2
]
机构:
[1] Univ Antofagasta, Fac Ciencias Basicas, Dept Matemat, Antofagasta, Chile
[2] Univ Sao Paulo, Inst Matemat & Estat, Sao Paulo, Brazil
关键词:
Bivariate random effects;
competing risks;
Dirichlet processes;
EM algorithm;
latent activation scheme;
restricted maximum likelihood;
MIXED-EFFECTS MODEL;
VARIANCE-COMPONENTS;
MIXTURE;
LIKELIHOOD;
CARCINOMA;
D O I:
10.1080/02664763.2016.1267116
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, the destructive negative binomial (DNB) cure rate model with a latent activation scheme [V. Cancho, D. Bandyopadhyay, F. Louzada, and B. Yiqi, The DNB cure rate model with a latent activation scheme, Statistical Methodology 13 (2013b), pp. 48-68] is extended to the case where the observations are grouped into clusters. Parameter estimation is performed based on the restricted maximum likelihood approach and on a Bayesian approach based on Dirichlet process priors. An application to a real data set related to a sealant study in a dentistry experiment is considered to illustrate the performance of the proposed model.
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页码:2949 / 2962
页数:14
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