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A multivariate survival model induced by discrete frailty
- Source :
- Repositório Institucional da USP (Biblioteca Digital da Produção Intelectual), Universidade de São Paulo (USP), instacron:USP, Web of Science, Repositório Institucional da UNESP, Universidade Estadual Paulista (UNESP), instacron:UNESP
- Publication Year :
- 2022
-
Abstract
- Made available in DSpace on 2020-12-10T17:39:43Z (GMT). No. of bitstreams: 0 Previous issue date: 2020-08-11 Frailty models are generally used to model heterogeneity and dependence between individuals. The distribution of the frailty variable is often assumed to be continuous. However, there are situations where a discretely-distributed frailty may be appropriate. On the other hand, when a cure rate is present in survival data, these continuous distributions may not be appropriate since individuals with long-term survival times encompass zero frailty. Having zero frailty can be interpreted as being immune or cured (long-term survivors). In this paper, we propose a new multivariate survival model induced by frailty for multivariate lifetime data in the presence of surviving fractions and examine some of its properties. The inferential approach exploits the Bayesian methods. We provide some simulation results to assess the performance of the proposed model. Furthermore, we illustrate the performance of the proposed model by means of a real data set. Univ Sao Paulo, Dept Appl Math & Stat, Ave Trabalhador Saocarlense 400, BR-13566590 Sao Paulo, Brazil Sao Paulo State Univ, Fac Engn Bauru, Sao Paulo, Brazil Sao Paulo State Univ, Fac Engn Bauru, Sao Paulo, Brazil
- Subjects :
- Statistics and Probability
021103 operations research
INFERÊNCIA BAYESIANA
Distribution (number theory)
0211 other engineering and technologies
02 engineering and technology
Cured fraction
01 natural sciences
Multivariate survival
010104 statistics & probability
symbols.namesake
Gibbs sampling
Modeling and Simulation
Statistics
symbols
Frailty models
0101 mathematics
Multivariate survival models
Variable (mathematics)
Mathematics
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Repositório Institucional da USP (Biblioteca Digital da Produção Intelectual), Universidade de São Paulo (USP), instacron:USP, Web of Science, Repositório Institucional da UNESP, Universidade Estadual Paulista (UNESP), instacron:UNESP
- Accession number :
- edsair.doi.dedup.....70f24770c207e52103bc9caf8f111a08