Method of model checking for case II interval-censored data under the additive hazards model

被引:2
作者
Feng, Yanqin [1 ]
Tang, Ming [1 ]
Ding, Jieli [1 ]
机构
[1] Wuhan Univ, Sch Math & Stat, Wuhan 430072, Peoples R China
来源
CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE | 2024年 / 52卷 / 01期
基金
中国国家自然科学基金;
关键词
Case II interval-censored data; additive hazards model; model checking; FAILURE TIME DATA; COX MODEL; EFFICIENT ESTIMATION; REGRESSION-ANALYSIS;
D O I
10.1002/cjs.11759
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
General or case II interval-censored data are commonly encountered in practice. We develop methods for model-checking and goodness-of-fit testing for the additive hazards model with case II interval-censored data. We propose test statistics based on the supremum of the stochastic processes derived from the cumulative sum of martingale-based residuals over time and covariates. We approximate the distribution of the stochastic process via a simulation technique to conduct a class of graphical and numerical techniques for various purposes of model-fitting evaluations. Simulation studies are conducted to assess the finite-sample performance of the proposed method. A real dataset from an AIDS observational study is analyzed for illustration.
引用
收藏
页码:212 / 236
页数:25
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