frailtypack: An R Package for the Analysis of Correlated Survival Data with Frailty Models Using Penalized Likelihood Estimation or Parametrical Estimation
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作者:
Rondeau, Virginie
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Univ Bordeaux Segalen, Bordeaux, FranceUniv Bordeaux Segalen, Bordeaux, France
Rondeau, Virginie
[1
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Mazroui, Yassin
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Univ Bordeaux Segalen, Bordeaux, FranceUniv Bordeaux Segalen, Bordeaux, France
Mazroui, Yassin
[1
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Gonzalez, Juan R.
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CREAL Ctr Res Environm Epidemiol, Barcelona 08003, SpainUniv Bordeaux Segalen, Bordeaux, France
Gonzalez, Juan R.
[2
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机构:
[1] Univ Bordeaux Segalen, Bordeaux, France
[2] CREAL Ctr Res Environm Epidemiol, Barcelona 08003, Spain
Frailty models are very useful for analysing correlated survival data, when observations are clustered into groups or for recurrent events. The aim of this article is to present the new version of an R package called frailtypack. This package allows to fit Cox models and four types of frailty models (shared, nested, joint, additive) that could be useful for several issues within biomedical research. It is well adapted to the analysis of recurrent events such as cancer relapses and/or terminal events (death or lost to follow-up). The approach uses maximum penalized likelihood estimation. Right-censored or left-truncated data are considered. It also allows stratification and time-dependent covariates during analysis
机构:
Univ Hong Kong, Dept Psychiat, Pokfulam, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Psychiat, Pokfulam, Hong Kong, Peoples R China
Tubbs, Justin D.
Chen, Lane G.
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Univ Hong Kong, Dept Psychiat, Pokfulam, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Psychiat, Pokfulam, Hong Kong, Peoples R China
Chen, Lane G.
Thuan-Quoc Thach
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Univ Hong Kong, Dept Psychiat, Pokfulam, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Psychiat, Pokfulam, Hong Kong, Peoples R China
Thuan-Quoc Thach
Sham, Pak C.
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机构:
Univ Hong Kong, Dept Psychiat, Pokfulam, Hong Kong, Peoples R China
Univ Hong Kong, Ctr Panor Sci, Pokfulam, Hong Kong, Peoples R China
Univ Hong Kong, State Key Lab Brain & Cognit Sci, Pokfulam, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Psychiat, Pokfulam, Hong Kong, Peoples R China