Regression analysis of informative current status data with the additive hazards model.
Lifetime Data Anal
; 21(2): 241-58, 2015 Apr.
Article
em En
| MEDLINE
| ID: mdl-25078350
This paper discusses regression analysis of current status failure time data arising from the additive hazards model in the presence of informative censoring. Many methods have been developed for regression analysis of current status data under various regression models if the censoring is noninformative, and also there exists a large literature on parametric analysis of informative current status data in the context of tumorgenicity experiments. In this paper, a semiparametric maximum likelihood estimation procedure is presented and in the method, the copula model is employed to describe the relationship between the failure time of interest and the censoring time. Furthermore, I-splines are used to approximate the nonparametric functions involved and the asymptotic consistency and normality of the proposed estimators are established. A simulation study is conducted and indicates that the proposed approach works well for practical situations. An illustrative example is also provided.
Texto completo:
1
Base de dados:
MEDLINE
Assunto principal:
Funções Verossimilhança
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Modelos de Riscos Proporcionais
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Análise de Regressão
Tipo de estudo:
Diagnostic_studies
Limite:
Animals
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Humans
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Male
Idioma:
En
Ano de publicação:
2015
Tipo de documento:
Article