On the Lp error of the Grenander-type estimator in the Cox model |
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Authors: | Cécile Durot Eni Musta |
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Affiliation: | 1. Université Paris Nanterre, Nanterre Cedex, France;2. Katholieke Universiteit Leuven, Leuven, Belgium |
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Abstract: | We consider the Cox regression model and study the asymptotic global behavior of the Grenander-type estimator for a monotone baseline hazard function. This model is not included in the general setting of Durot (2007). However, we show that a similar central limit theorem holds for Lp-error of the Grenander-type estimator. As an illustration of application of our main result, we propose a test procedure for a Weibull baseline distribution, based on the Lp-distance between the Grenander estimator and a parametric estimator of the baseline hazard. Simulation studies are performed to investigate the performance of this test. |
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Keywords: | baseline hazard rate central limit theorem Cox regression model global error Grenander-type estimator isotonic estimation testing a Weibull baseline distribution |
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