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On Goodness-of-Fit Tests for Aalen's Additive Risk Model
Authors:AXEL GANDY  UWE JENSEN
Institution:Department of Stochastics, University of Ulm;and Institute for Applied Mathematics and Statistics, University of Hohenheim
Abstract:Abstract.  In this paper we propose goodness-of-fit tests for Aalen's additive risk model. They are based on test statistics the asymptotic distributions of which are determined under both the null and alternative hypotheses. The results are derived using martingale techniques for counting processes. An important feature of these tests is that they can be adjusted to particular alternatives. One of the alternatives we consider is Cox's multiplicative risk model. It is perhaps remarkable that such a test needs no estimate of the baseline hazard in the Cox model. We present simulation studies which give an impression of the performance of the proposed tests. In addition, the tests are applied to real data sets.
Keywords:Aalen model  additive risk model  counting process  Cox regression  goodness-of-fit  martingale residuals  survival analysis
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