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Variable structure Copula model and its Comparison with static and time-varying Copula models

Authors :
Ling Zhou
Xiao-Shu He
Source :
IOP Conference Series: Materials Science and Engineering. 1043:052020
Publication Year :
2021
Publisher :
IOP Publishing, 2021.

Abstract

Copula model has been increasingly used in reliability modeling of correlation systems. In this paper, the static copula model, time-varying copula model and variable structure copula model are compared. Firstly, variable structure copula model is introduced. Secondly, the procedures of Bayes diagnosis method which is used to diagnose the variable structure points are introduced. Finally, the correctness of Bayes diagnosis method for finding variable structure points is verified by a simple numerical example. The comparison results illustrate that the staged correlation parameter estimated by variable structure Copula model is better than the constant correlation parameter estimated by static Copula model, and also it has a consistent trend with correlation parameter estimated by time-varying Copula model.

Details

ISSN :
1757899X and 17578981
Volume :
1043
Database :
OpenAIRE
Journal :
IOP Conference Series: Materials Science and Engineering
Accession number :
edsair.doi...........a60cc4f45da03fa613cf0430e1ecb40e
Full Text :
https://doi.org/10.1088/1757-899x/1043/5/052020