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Vine copula constructions of higher-dimensional dependent reliability systems
- Source :
- Communications in Statistics - Theory and Methods. 46:9126-9136
- Publication Year :
- 2017
- Publisher :
- Informa UK Limited, 2017.
-
Abstract
- Copulas have proved to be very successful tools for the flexible modeling of dependence. Bivariate copulas have been deeply researched in recent years, while building higher-dimensional copulas is still recognized to be a difficult task. In this paper, we study the higher-dimensional dependent reliability systems using a type of decomposition called “vine,” by which a multivariate distribution can be decomposed into a cascade of bivariate copulas. Some equations of system reliability for parallel, series, and k-out-of-n systems are obtained and then decomposed based on C-vine and D-vine copulas. Finally, a shutdown system is considered to illustrate the results obtained in the paper.
- Subjects :
- Statistics and Probability
Mathematical optimization
021103 operations research
Dimensionality reduction
Copula (linguistics)
0211 other engineering and technologies
Multivariate normal distribution
Statistics::Other Statistics
02 engineering and technology
Bivariate analysis
01 natural sciences
Statistics::Computation
Vine copula
010104 statistics & probability
Cascade
Statistics::Methodology
0101 mathematics
Mathematics
Subjects
Details
- ISSN :
- 1532415X and 03610926
- Volume :
- 46
- Database :
- OpenAIRE
- Journal :
- Communications in Statistics - Theory and Methods
- Accession number :
- edsair.doi...........67720e9f3d36984aa86f19470968a635