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Frailty models and copulas: similarities and differences
Authors:Klara Goethals  Paul Janssen  Luc Duchateau
Affiliation:1. Department of Physiology and Biometrics , Ghent University , Ghent , Belgium;2. Center for Statistics , Hasselt University , Diepenbeek , Belgium
Abstract:Copulas and frailty models are important tools to model bivariate survival data. Equivalence between Archimedean copula models and shared frailty models, e.g. between the Clayton-Oakes copula model and the shared gamma frailty model, has often been claimed in the literature. In this note we show that, in both the models, there is indeed a well-known equivalence between the copula functions; the modeling of the marginal survival functions, however, is quite different. The latter fact leads to different joint survival functions.
Keywords:bivariate survival data  Clayton-Oakes copula  positive stable frailty  shared gamma frailty model
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