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.
| Version: |
2.0 |
| 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 <xli35 at mdanderson.org> |
| License: |
MIT + file LICENSE |
| NeedsCompilation: |
yes |
| In views: |
Survival |
| CRAN checks: |
tdROC results |
Documentation:
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