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.
- Version2.0
- R version≥ 3.6.0
- LicenseMIT
- Licensefile LICENSE
- Needs compilation?Yes
- Last release12/13/2023
Documentation
Team
Xiaoyang Li
Zhe Yin
Show author detailsRolesAuthorLiang Li
Show author detailsRolesAuthor, Thesis advisor
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- Depends1 package
- Imports4 packages
- Linking To1 package