Semiparametric Estimation Methods for the Accelerated Failure Time Mixture Cure Model |
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Authors: | Jiajia Zhang Yingwei Peng |
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Affiliation: | Department of Epidemiology and Biostatistics, University of South Carolina, Columbia, SC 29208, USA. |
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Abstract: | This paper provides an overview of two semiparametric estimation methods recently proposed in the literature for the accelerated failure time mixture cure model. We prove that the two estimation methods are asymptotically equivalent. A simulation is conducted to investigate the rate of convergence of the two methods. We apply these methods to fit the accelerated failure time mixture cure model to the survival times of leukemia patients receiving bone marrow transplantation. |
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