TY - JOUR
T1 - Inference for the trivariate Marshall-Olkin-Weibull distribution in presence of right-censored data
AU - De Oliveira, Ricardo Puziol
AU - de Oliveira Peres, Marcos Vinicius
AU - Achcar, Jorge Alberto
AU - Davarzani, Nasser
N1 - Publisher Copyright:
© 2021 World Research Association. All rights reserved.
PY - 2020/12/1
Y1 - 2020/12/1
N2 - Multivariate lifetime data are common in many applications, especially in medical and engineering studies. In this paper, we consider a trivariate Marshall-Olkin-Weibull distribution to model trivariate data in presence of right censored data.Maximum likelihood and Bayesian methods are used to get the parameter estimators of interest. An extensive simulation study was performed to verify the effectiveness of the maximum likelihood estimators. Reliability data sets related to fiber failure strengths were considered to illustrate the performance of the proposed model under the classical and Bayesian approaches. As a result, note that the trivariate Marshall-Olkin-Weibull model could be considered as a good alternative to model trivariate lifetime data, especially under a Bayesian approach which could be of interest for the reliability analysis, as observed with the real data application in industrial engineering presented in the study or any other area of interest.
AB - Multivariate lifetime data are common in many applications, especially in medical and engineering studies. In this paper, we consider a trivariate Marshall-Olkin-Weibull distribution to model trivariate data in presence of right censored data.Maximum likelihood and Bayesian methods are used to get the parameter estimators of interest. An extensive simulation study was performed to verify the effectiveness of the maximum likelihood estimators. Reliability data sets related to fiber failure strengths were considered to illustrate the performance of the proposed model under the classical and Bayesian approaches. As a result, note that the trivariate Marshall-Olkin-Weibull model could be considered as a good alternative to model trivariate lifetime data, especially under a Bayesian approach which could be of interest for the reliability analysis, as observed with the real data application in industrial engineering presented in the study or any other area of interest.
KW - Bayesian approach
KW - Censored data
KW - Maximum likelihood method
KW - Monte Carlo simulation
KW - Multivariate distributions
M3 - Article
SN - 0718-7912
VL - 11
SP - 95
EP - 116
JO - Chilean Journal of Statistics
JF - Chilean Journal of Statistics
IS - 2
ER -