tdROC: Nonparametric Estimation of Time-Dependent ROC, Brier Score, and Survival Difference from Right Censored Time-to-Event Data with or without Competing Risks (original) (raw)
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.
Version: | 2.0 |
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Depends: | R (≥ 3.6.0) |
Imports: | survival (≥ 3.4), graphics (≥ 4.2.2), stats (≥ 4.2.2), Rcpp (≥ 1.0.10), magrittr (≥ 2.0.3) |
LinkingTo: | Rcpp (≥ 1.0.10) |
Published: | 2023-12-13 |
DOI: | 10.32614/CRAN.package.tdROC |
Author: | Xiaoyang Li [aut, cre], Zhe Yin [aut], Liang Li [aut, ths] |
Maintainer: | Xiaoyang Li |
License: | MIT + file |
NeedsCompilation: | yes |
In views: | Survival |
CRAN checks: | tdROC results |
Documentation:
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