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An EM algorithm for estimating the destructive weighted Poisson cure rate model

Authors :
Heleno Bolfarine
Diego I. Gallardo
Antonio C. Pedroso-de-Lima
Source :
Repositório Institucional da USP (Biblioteca Digital da Produção Intelectual), Universidade de São Paulo (USP), instacron:USP
Publication Year :
2015
Publisher :
Informa UK Limited, 2015.

Abstract

In this paper, an algorithm is developed to compute estimates for parameters in destructive weighted Poisson cure rate models. It is shown, analytically, the robustness of the procedure with respect to the maximization of the observed likelihood function. The approach allows a simple implementation of different distributions for non-destroyed concurrent causes. The performance of the method is evaluated through simulation studies and by analysing a real data set related to patients with malignant melanoma.

Details

ISSN :
15635163 and 00949655
Volume :
86
Database :
OpenAIRE
Journal :
Journal of Statistical Computation and Simulation
Accession number :
edsair.doi.dedup.....c98748e6ffd8b1121dda9d839c60f5e8
Full Text :
https://doi.org/10.1080/00949655.2015.1071375