Additive hazards regression for case-cohort studies with interval-censored data

被引:1
|
作者
Du, Mingyue [1 ]
Li, Huiqiong [2 ]
Sun, Jianguo [3 ]
机构
[1] Jilin Univ, Sch Math, Ctr Appl Stat Res, Changchun, Peoples R China
[2] Yunnan Univ, Dept Stat, Kunming 650091, Yunnan, Peoples R China
[3] Univ Missouri, Dept Stat, Columbia, MO 65211 USA
关键词
Additive hazards model; Case-cohort design; Interval censoring; Sieve estimation; MAXIMUM-LIKELIHOOD-ESTIMATION; MODEL; RISK;
D O I
暂无
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A large literature has been developed for the analysis of case-cohort studies that are often performed with the aim of reducing the cost on the collection of covariate information. In particular, many authors have discussed their regression analysis under the framework of the additive hazards model, which is often preferred when the risk difference is of main interest. However, all of the existing methods assume or are applicable only to right-censored data. In this paper, we consider the case of interval-censored data, which often occur in practice and include right-censored data as a special case, and propose two estimation approaches, an estimating equation-based method and a maximum likelihood method. The resulting estimators of regression parameters are shown to be consistent and asymptotically normal. Also a simulation study is conducted and suggests that the proposed methods works well in practice, and an application is provided.
引用
收藏
页码:181 / 191
页数:11
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