Suppr超能文献

在相加风险模型下构建置信带的两种模拟方法。

Two simulation methods for constructing confidence bands under the additive risk model.

作者信息

Yin Guosheng, Hu Jianhua

机构信息

Department of Biostatistics, The University of Texas, M. D. Anderson Cancer Center, Houston, Texas 77030, USA.

出版信息

J Biopharm Stat. 2004 May;14(2):389-402. doi: 10.1081/BIP-120037188.

Abstract

With right-censored failure time data, we propose procedures to construct simultaneous confidence bands for the survival curve of a given subject under the additive risk model. The distribution of the subject-specific cumulative hazard function can be approximated with a zero-mean Gaussian process, which can be generated through simulation methods. We propose two different simulation schemes to obtain the distribution of the supremum of the cumulative hazard process over the entire time range. The two simulation approaches are asymptotically equivalent, whereas the numerical forms are different. We construct two types of confidence bands, namely the equal precision band and the Hall-Wellner type band, through choosing suitable weight functions. Monte Carlo simulation studies show that both of the proposed confidence bands are appropriate for finite sample sizes. We illustrate the new proposal with a real example.

摘要

对于右删失失效时间数据,我们提出了在加性风险模型下为给定个体的生存曲线构建同时置信带的方法。个体特定累积风险函数的分布可以用零均值高斯过程近似,该过程可通过模拟方法生成。我们提出两种不同的模拟方案来获得累积风险过程在整个时间范围内的上确界分布。这两种模拟方法渐近等价,但数值形式不同。通过选择合适的权重函数,我们构建了两种类型的置信带,即等精度带和霍尔 - 韦尔纳型带。蒙特卡罗模拟研究表明,所提出的两种置信带对于有限样本量都是合适的。我们用一个实际例子说明了新方法。

相似文献

1
Two simulation methods for constructing confidence bands under the additive risk model.
J Biopharm Stat. 2004 May;14(2):389-402. doi: 10.1081/BIP-120037188.
3
A Monte Carlo approach for change-point detection in the Cox proportional hazards model.
Stat Med. 2008 Aug 30;27(19):3894-909. doi: 10.1002/sim.3214.
4
Correlation coefficient inference on censored bioassay data.
J Biopharm Stat. 2005;15(3):501-12. doi: 10.1081/BIP-200056552.
5
Bayesian analysis for monotone hazard ratio.
Lifetime Data Anal. 2011 Apr;17(2):302-20. doi: 10.1007/s10985-010-9181-x. Epub 2010 Jul 16.
7
Under-smoothed kernel confidence intervals for the hazard ratio based on censored data.
Biom J. 2007 Jun;49(3):474-83. doi: 10.1002/bimj.200610323.
8
Median regression model with interval censored data.
Biom J. 2010 Apr;52(2):201-8. doi: 10.1002/bimj.200900111.
9
Attributable risk function in the proportional hazards model for censored time-to-event.
Biostatistics. 2006 Oct;7(4):515-29. doi: 10.1093/biostatistics/kxj023. Epub 2006 Feb 14.
10
Model-checking techniques for stratified case-control studies.
Stat Med. 2005 Jan 30;24(2):229-47. doi: 10.1002/sim.1932.

引用本文的文献

1
Simultaneous confidence bands for Cox regression from semiparametric random censorship.
Lifetime Data Anal. 2016 Jan;22(1):122-44. doi: 10.1007/s10985-015-9323-2. Epub 2015 Feb 18.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验