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An EM algorithm for estimating the destructive weighted Poisson cure rate model
- 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.
- Subjects :
- Statistics and Probability
Mathematical optimization
Quantitative Biology::Tissues and Organs
Applied Mathematics
05 social sciences
MELANOMA
Maximization
Poisson distribution
01 natural sciences
Data set
010104 statistics & probability
symbols.namesake
Robustness (computer science)
Simple (abstract algebra)
Modeling and Simulation
0502 economics and business
Expectation–maximization algorithm
symbols
Applied mathematics
Poisson regression
0101 mathematics
Statistics, Probability and Uncertainty
Likelihood function
050205 econometrics
Mathematics
Subjects
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