Impute the survival times for censored observations based on their conditional survival distributions derived from the Kaplan-Meier estimator. CondiS can replace the censored observations with the best approximations from the statistical model, allowing for direct application of machine learning-based methods. When covariates are available, CondiS is extended by incorporating the covariate information through machine learning-based regression modeling (CondiS-X), which can further improve the imputed survival time.
Package details |
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Author | Yizhuo Wang, Xuelin Huang, Ziyi Li and Christopher R. Flowers |
Maintainer | Yizhuo Wang <ywang70@mdanderson.org> |
License | GPL-2 |
Version | 0.1.0 |
Package repository | View on GitHub |
Installation |
Install the latest version of this package by entering the following in R:
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