An Additive-Multiplicative Cox-Aalen Subdistribution Hazard Model for Competing Risks Data

被引:0
作者
Li, Wanxing [1 ]
Long, Yonghong [2 ]
机构
[1] Shaanxi Normal Univ, Sch Math & Informat Sci, Dept Stat, Xian 710119, Shaanxi, Peoples R China
[2] Renmin Univ China, Sch Math, Beijing 100872, Peoples R China
关键词
Aalen's additive model; competing risks; cumulative incidence function; estimating equation; inverse probability of censoring weight; proportional hazard function; time-varying effects; SEMIPARAMETRIC ANALYSIS; CONFIDENCE BANDS; REGRESSION-MODEL; CURVES;
D O I
10.1007/s11424-019-7281-6
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper proposes a flexible additive-multiplicative Cox-Aalen hazard model which allows time-varying covariate effects for the subdistribution in a competing risks study. Weighted estimating equation approaches under an covariates-dependent adjusted weight by fitting the Cox proportional hazard model for the censoring distribution are established for inference on the model parametric and nonparametric components. In addition, large number properties are presented and the finite sample behavior of the proposed estimators is evaluated through simulation studies, estimators from the proposed method perform satisfactorily on reduction of the bias. The authors apply our model to a competing risks data set from a tamoxifen trail for breast cancer study.
引用
收藏
页码:1727 / 1746
页数:20
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