论文标题

使用审查数据进行抽样:实用指南

Sampling with censored data: a practical guide

论文作者

Ramos, Pedro L., Guzman, Daniel C. F., Mota, Alex L., Saavedra, Daniel A., Rodrigues, Francisco A., Louzada, Francisco

论文摘要

在这篇综述中,我们为研究人员提供了一个简单的指南,以获取具有审查数据的伪随机样品。我们将注意力集中在最常见的审查数据类型上,例如I型,II型和随机审查。我们讨论了从长期生存模型中采样伪随机值的必要步骤,这些伪随机值已告知额外的治疗部分。出于说明目的,这些技术应用于Weibull分布。提出了R中的算法和代码,从而使我们的研究具有可重现性。最后,我们开发了一个封装这些方法的R软件包,为研究人员提供实施工具。

In this review, we present a simple guide for researchers to obtain pseudo-random samples with censored data. We focus our attention on the most common types of censored data, such as type I, type II, and random censoring. We discussed the necessary steps to sample pseudo-random values from long-term survival models where an additional cure fraction is informed. For illustrative purposes, these techniques are applied in the Weibull distribution. The algorithms and codes in R are presented, enabling the reproducibility of our study. Finally, we developed an R package that encapsulates these methodologies, providing researchers with practical tools for implementation.

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