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Statistical inference of Marshall-Olkin bivariate Weibull distribution with three shocks based on progressive interval censored data.

Authors :
Bai, Xuchao
Shi, Yimin
Liu, Bin
Fu, Qianrao
Source :
Communications in Statistics: Simulation & Computation. 2019, Vol. 48 Issue 3, p637-654. 18p.
Publication Year :
2019

Abstract

There are several failure modes may cause system failed in reliability and survival analysis. It is usually assumed that the causes of failure modes are independent each other, though this assumption does not always hold. Dependent competing risks modes from Marshall-Olkin bivariate Weibull distribution under Type-I progressive interval censoring scheme are considered in this paper. We derive the maximum likelihood function, the maximum likelihood estimates, the 95% Bootstrap confidence intervals and the 95% coverage percentages of the parameters when shape parameter is known, and EM algorithm is applied when shape parameter is unknown. The Monte-Carlo simulation is given to illustrate the theoretical analysis and the effects of parameters estimates under different sample sizes. Finally, a data set has been analyzed for illustrative purposes. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03610918
Volume :
48
Issue :
3
Database :
Academic Search Index
Journal :
Communications in Statistics: Simulation & Computation
Publication Type :
Academic Journal
Accession number :
135846327
Full Text :
https://doi.org/10.1080/03610918.2017.1400050