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Estimation of multicomponent stress–strength reliability based on unit Burr XII distribution: an application to dam occupancy rate of Istanbul, Turkey.
- Source :
- Journal of Statistical Computation & Simulation; Dec2023, Vol. 93 Issue 18, p3217-3234, 18p
- Publication Year :
- 2023
-
Abstract
- In this paper, we consider the estimation of a multicomponent stress–strength reliability when stress and strength variables follow unit Bur XII distribution. In estimation procedure, the maximum likelihood and Bayesian methods are used. The maximum likelihood estimator is obtained via iterative methods. The asymptotic confidence interval is constructed using asymptotic properties of the corresponding estimator. In addition, two bootstrap confidence intervals are constructed. Bayesian estimator is obtained using three different approximation methods: Lindley's approximation, Tierney–Kadane approximation and Markov Chain Monte Carlo method. The interval estimation based on Bayesian method is studied. The simulation study is conducted to investigate and compare the performance of the considered methods. Finally, an original data set, general dam occupancy rate of Istanbul, Turkey obtained from Istanbul Statistic Office, is analysed in the concept of multicomponent stress–strength reliability. [ABSTRACT FROM AUTHOR]
- Subjects :
- MARKOV chain Monte Carlo
OCCUPANCY rates
MAXIMUM likelihood statistics
DAMS
Subjects
Details
- Language :
- English
- ISSN :
- 00949655
- Volume :
- 93
- Issue :
- 18
- Database :
- Complementary Index
- Journal :
- Journal of Statistical Computation & Simulation
- Publication Type :
- Academic Journal
- Accession number :
- 173489610
- Full Text :
- https://doi.org/10.1080/00949655.2023.2220056