Semiparametric spatial frailty modeling for survival data based on copulas

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초록

In this study, we describe a frailty model for spatially correlated survival data based on the class of Archimedean copulas in the spatial regression, assuming that counties are allowed to have varying sizes of spatial structure. In the spatial frailty model, a Bayesian nonparametric prior for a baseline survival function is provided to improve model flexibility. The proposed approach was evaluated by analyzing survival data for acute myeloid leukemia in the North West of England.

키워드

Archimedean copulas; Frailty survival model; Proportional hazard function; Spatial data
제목
Semiparametric spatial frailty modeling for survival data based on copulas
저자
Seo, Jung In; Kim, Yongku
DOI
10.1080/03610918.2022.2112053
발행일
2024-08-02
유형
Article
저널명
Communications in Statistics Part B: Simulation and Computation
권
53
호
8
페이지
3748 ~ 3757