tdROC: Nonparametric Estimation of Time-Dependent ROC, Brier Score, and Survival Difference from Right Censored Time-to-Event Data with or without Competing Risks

The tdROC package facilitates the estimation of time-dependent ROC (Receiver Operating Characteristic) curves and the Area Under the time-dependent ROC Curve (AUC) in the context of survival data, accommodating scenarios with right censored data and the option to account for competing risks. In addition to the ROC/AUC estimation, the package also estimates time-dependent Brier score and survival difference. Confidence intervals of various estimated quantities can be obtained from bootstrap. The package also offers plotting functions for visualizing time-dependent ROC curves.

Getting started

Package details

AuthorXiaoyang Li [aut, cre], Zhe Yin [aut], Liang Li [aut, ths]
MaintainerXiaoyang Li <xli35@mdanderson.org>
LicenseMIT + file LICENSE
Version2.0
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("tdROC")

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tdROC documentation built on May 29, 2024, 3:47 a.m.