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Estimation of incident dynamic AUC in practice
Computational Statistics & Data Analysis ( IF 1.5 ) Pub Date : 2021-02-01 , DOI: 10.1016/j.csda.2020.107095
N. van Geloven , Y. He , A.H. Zwinderman , H. Putter

Abstract The incident/dynamic time-dependent AUC (Area Under the ROC Curve) is an appealing measure to express the discriminative value of a dynamic survival model. However, estimation of this measure is not straightforward. Four recently proposed estimation approaches are studied. In an extensive simulation study, a head-to-head comparison between these four estimation methods is made. The estimation algorithms of some of the methods are extended. Results are illustrated with a motivating dynamic survival model from Reproductive Medicine.

中文翻译:

实践中事件动态AUC的估计

摘要 事件/动态时间相关 AUC(ROC 曲线下的面积)是表达动态生存模型判别值的一种有吸引力的度量。然而,对这一措施的估计并不简单。研究了最近提出的四种估计方法。在广泛的模拟研究中,对这四种估计方法进行了正面比较。一些方法的估计算法得到了扩展。结果用来自生殖医学的激励动态生存模型进行说明。
更新日期:2021-02-01
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