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
]
Mazroui, Yassin
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Univ Bordeaux Segalen, Bordeaux, FranceUniv Bordeaux Segalen, Bordeaux, France
Mazroui, Yassin
[1
]
Gonzalez, Juan R.
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机构:
CREAL Ctr Res Environm Epidemiol, Barcelona 08003, SpainUniv Bordeaux Segalen, Bordeaux, France
Gonzalez, Juan R.
[2
]
机构:
[1] Univ Bordeaux Segalen, Bordeaux, France
[2] CREAL Ctr Res Environm Epidemiol, Barcelona 08003, Spain
来源:
JOURNAL OF STATISTICAL SOFTWARE
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2012年
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47卷
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04期
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:
Macquarie Univ, Dept Math & Stat, Macquarie Pk, AustraliaMacquarie Univ, Dept Math & Stat, Macquarie Pk, Australia
Ma, Jun
Couturier, Dominique-Laurent
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机构:
Univ Cambridge, Canc Res UK Cambridge Inst, Cambridge, Cambs, England
Univ Cambridge, MRC Biostat Unit, Cambridge, Cambs, EnglandMacquarie Univ, Dept Math & Stat, Macquarie Pk, Australia
Couturier, Dominique-Laurent
Heritier, Stephane
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Monash Univ, Sch Publ Hlth & Prevent Med, Melbourne, Vic, AustraliaMacquarie Univ, Dept Math & Stat, Macquarie Pk, Australia
Heritier, Stephane
Marschner, Ian C.
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Univ Sydney, NHMRC Clin Trials Ctr, Camperdown, NSW, AustraliaMacquarie Univ, Dept Math & Stat, Macquarie Pk, Australia
机构:
Univ A Coruna, Escuela Univ Politecn, Dept Matemat, Ferrol, A Coruna, SpainUniv A Coruna, Escuela Univ Politecn, Dept Matemat, Ferrol, A Coruna, Spain
Lopez-de-Ullibarri, Iganacio
Amalia Jacome, M.
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Univ A Coruna, Fac Ciencias, Dept Matemat, La Coruna, SpainUniv A Coruna, Escuela Univ Politecn, Dept Matemat, Ferrol, A Coruna, Spain