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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 |
| Reference manual: | tdROC.pdf |
| Package source: | tdROC_2.0.tar.gz |
| Windows binaries: | r-devel: tdROC_2.0.zip, r-release: tdROC_2.0.zip, r-oldrel: tdROC_2.0.zip |
| macOS binaries: | r-release (arm64): tdROC_2.0.tgz, r-oldrel (arm64): tdROC_2.0.tgz, r-release (x86_64): tdROC_2.0.tgz, r-oldrel (x86_64): tdROC_2.0.tgz |
| Old sources: | tdROC archive |
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These binaries (installable software) and packages are in development.
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