Stratified Weibull Regression Model for Interval-Censored Data.

IF 2.3 4区 计算机科学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
R Journal Pub Date : 2014-06-01
Xiangdong Gu, David Shapiro, Michael D Hughes, Raji Balasubramanian
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引用次数: 0

Abstract

Interval censored outcomes arise when a silent event of interest is known to have occurred within a specific time period determined by the times of the last negative and first positive diagnostic tests. There is a rich literature on parametric and non-parametric approaches for the analysis of interval-censored outcomes. A commonly used strategy is to use a proportional hazards (PH) model with the baseline hazard function parameterized. The proportional hazards assumption can be relaxed in stratified models by allowing the baseline hazard function to vary across strata defined by a subset of explanatory variables. In this paper, we describe and implement a new R package straweib, for fitting a stratified Weibull model appropriate for interval censored outcomes. We illustrate the R package straweib by analyzing data from a longitudinal oral health study on the timing of the emergence of permanent teeth in 4430 children.

区间截尾数据的分层威布尔回归模型。
当已知感兴趣的无声事件发生在由最后一次阴性和第一次阳性诊断测试的时间决定的特定时间段内时,就会出现区间审查结果。关于用于分析区间截尾结果的参数和非参数方法,有丰富的文献。一种常用的策略是使用比例危险(PH)模型,并将基线危险函数参数化。在分层模型中,可以通过允许基线风险函数在解释变量子集定义的各层之间变化来放松比例风险假设。在本文中,我们描述并实现了一种新的R包straweib,用于拟合适用于区间截尾结果的分层威布尔模型。我们通过分析4430名儿童恒牙出现时间的纵向口腔健康研究数据来说明R包straweib。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
R Journal
R Journal COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-STATISTICS & PROBABILITY
CiteScore
2.70
自引率
0.00%
发文量
40
审稿时长
>12 weeks
期刊介绍: The R Journal is the open access, refereed journal of the R project for statistical computing. It features short to medium length articles covering topics that should be of interest to users or developers of R. The R Journal intends to reach a wide audience and have a thorough review process. Papers are expected to be reasonably short, clearly written, not too technical, and of course focused on R. Authors of refereed articles should take care to: - put their contribution in context, in particular discuss related R functions or packages; - explain the motivation for their contribution; - provide code examples that are reproducible.
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