Testing for conditional independence of survival time from covariate

Pub Date : 2024-02-14 DOI:10.1007/s42952-024-00257-4
Minjung Kwak
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Abstract

This study examined the test of independence of survival time from a covariate in a more general setting using empirical process techniques. Previous research has been extended in several ways: (1) allow incompleteness of observation owing to censoring (2) allow the time-dependent covariate (3) allow the non-uniform covariate (4) prove the validity of weighted bootstrap to implement the proposed testing procedure. Certain classes of test statistics that are functionals of a natural empirical process were studied, and the limiting distribution of these statistics was then derived using the functional delta method. The limiting distributions included some linear functionals of zero mean tight Brownian bridges under the null hypothesis, and the tests were consistent against general alternatives. Tests implemented using weighted bootstrap were shown to be valid. The proposals are illustrated via simulation studies and an application to acute leukemia data.

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测试存活时间与协变量的条件独立性
本研究利用经验过程技术,在更广泛的背景下检验了生存时间与协变量的独立性。以前的研究在以下几个方面得到了扩展:(1)允许因普查而导致的观察不完整(2)允许时间依赖协变量(3)允许非均匀协变量(4)证明加权自举的有效性,以实现所提出的检验程序。研究了作为自然经验过程函数的某些类别的检验统计量,然后使用函数三角法推导出这些统计量的极限分布。极限分布包括零均值紧布朗桥在零假设下的一些线性函数,而且测试与一般替代方法一致。使用加权自举法进行的检验证明是有效的。通过模拟研究和急性白血病数据的应用说明了这些建议。
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