THE IDENTIFIABILITY OF COPULA MODELS FOR DEPENDENT COMPETING RISKS DATA WITH EXPONENTIALLY DISTRIBUTED MARGINS

被引:3
|
作者
Wang, Antai [1 ,2 ]
机构
[1] New Jersey Inst Technol, Newark, NJ USA
[2] New Jersey Inst Technol, Dept Math Sci, Newark, NJ 07102 USA
关键词
Archimedean copula models; copula graphic estimator; identifiability of competing risks data; SURVIVAL; ASSOCIATION;
D O I
10.5705/ss.202020.0520
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We prove the identifiability property of Archimedean copula models for dependent competing risks data when at least one of the failure times is expo-nentially distributed. With this property, it becomes possible to quantify the de-pendence between competing events based on exponentially distributed dependent censored data. We demonstrate our estimation procedure using simulation studies and in an application to survival data.
引用
收藏
页码:983 / 1001
页数:19
相关论文
共 50 条
  • [31] MODELS FOR ESTIMATION OF COMPETING RISKS FROM GROUPED DATA
    KIMBALL, AW
    BIOMETRICS, 1969, 25 (02) : 329 - &
  • [32] Fitting competing risks data to bivariate Pareto models
    Shih, Jia-Han
    Lee, Wei
    Sun, Li-Hsien
    Emura, Takeshi
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2019, 48 (05) : 1193 - 1220
  • [33] Semiparametric copula-based regression modeling of semi-competing risks data
    Zhu, Hong
    Lan, Yu
    Ning, Jing
    Shen, Yu
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2022, 51 (22) : 7830 - 7845
  • [34] ANALYSIS OF SURVIVAL-DATA WITH 2 DEPENDENT COMPETING RISKS
    BAGAI, I
    RAO, BLSP
    BIOMETRICAL JOURNAL, 1992, 34 (07) : 801 - 814
  • [35] A dependent Dirichlet process model for survival data with competing risks
    Yushu Shi
    Purushottam Laud
    Joan Neuner
    Lifetime Data Analysis, 2021, 27 : 156 - 176
  • [36] A dependent Dirichlet process model for survival data with competing risks
    Shi, Yushu
    Laud, Purushottam
    Neuner, Joan
    LIFETIME DATA ANALYSIS, 2021, 27 (01) : 156 - 176
  • [37] Semiparametric analysis of mixture regression models with competing risks data
    Wenbin Lu
    Limin Peng
    Lifetime Data Analysis, 2008, 14 : 231 - 252
  • [38] Defective regression models for cure rate data with competing risks
    Silpa, K.
    Sreedevi, E. P.
    Sankaran, P. G.
    JOURNAL OF BIOPHARMACEUTICAL STATISTICS, 2024,
  • [39] Tree-based models for survival data with competing risks
    Kretowska, Malgorzata
    COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2018, 159 : 185 - 198
  • [40] Cumulative incidence association models for bivariate competing risks data
    Cheng, Yu
    Fine, Jason P.
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2012, 74 : 183 - 202