Frailty models and copulas: similarities and differences |
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Authors: | Klara Goethals Paul Janssen Luc Duchateau |
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Affiliation: | 1. Department of Physiology and Biometrics , Ghent University , Ghent , Belgium;2. Center for Statistics , Hasselt University , Diepenbeek , Belgium |
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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. |
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Keywords: | bivariate survival data Clayton-Oakes copula positive stable frailty shared gamma frailty model |
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