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

Authors :
Gallardo, Diego I.
Bolfarine, Heleno
Pedroso-de-Lima, Antonio Carlos
Source :
Journal of Statistical Computation & Simulation. May2016, Vol. 86 Issue 8, p1497-1515. 19p.
Publication Year :
2016

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. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00949655
Volume :
86
Issue :
8
Database :
Academic Search Index
Journal :
Journal of Statistical Computation & Simulation
Publication Type :
Academic Journal
Accession number :
112965625
Full Text :
https://doi.org/10.1080/00949655.2015.1071375