Abstract
In reliability and survival analysis, the shot-noise processes have been intensively employed as a useful tool for modeling the impact of a dynamic environment (in the form of the point process of stresses) on survival characteristics of systems and organisms. However, the studies on the shot-noise processes have been mostly focused on the univariate analysis. In this paper, we develop a class of multivariate stochastic failure models based on a dynamic shock model induced by multiple shot-noise processes and study its properties. Explicit parametric forms for the multivariate survival functions are suggested. Multivariate ageing properties and dependence structures of the class are discussed as well.
| Original language | English |
|---|---|
| Pages (from-to) | 561-590 |
| Number of pages | 30 |
| Journal | Statistical Papers |
| Volume | 62 |
| Issue number | 2 |
| DOIs | |
| State | Published - Apr 2021 |
Bibliographical note
Funding Information:The work of the first author was also supported by the National Research Foundation of Korea (NRF) Grant funded by the Korea Government (MSIP) (No. 2016R1A2B2014211).
Publisher Copyright:
© 2019, Springer-Verlag GmbH Germany, part of Springer Nature.
Keywords
- Common shock model
- Dependence ordering
- Dependence structure
- Multiple shot-noise processes
- Multivariate ageing property