Statistical tools for analyzing time-to-event data using machine learning. Implements survival stacking for conditional survival estimation, standardized survival function estimation for current status data, and methods for algorithm-agnostic variable importance. See Wolock CJ, Gilbert PB, Simon N, and Carone M (2024) <doi:10.1080/10618600.2024.2304070>.
Version: | 1.2.0 |
Depends: | SuperLearner (≥ 2.0.28) |
Imports: | Iso (≥ 0.0.18.1), haldensify (≥ 0.2.3), fdrtool (≥ 1.2.17), ChernoffDist (≥ 0.1.0), dplyr (≥ 1.0.10), gtools (≥ 3.9.5), mboost (≥ 2.9.0), survival (≥ 3.5.0), stats (≥ 4.3.2), methods (≥ 4.3.2) |
Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0), ggplot2 (≥ 3.4.0), gam (≥ 1.22.0) |
Published: | 2024-10-31 |
DOI: | 10.32614/CRAN.package.survML |
Author: | Charles Wolock |
Maintainer: | Charles Wolock <cwolock at gmail.com> |
BugReports: | https://github.com/cwolock/survML/issues |
License: | GPL (≥ 3) |
URL: | https://github.com/cwolock/survML, https://cwolock.github.io/survML/ |
NeedsCompilation: | no |
Materials: | README NEWS |
CRAN checks: | survML results |
Package source: | survML_1.2.0.tar.gz |
Windows binaries: | r-devel: survML_1.2.0.zip, r-release: survML_1.2.0.zip, r-oldrel: survML_1.2.0.zip |
macOS binaries: | r-devel (arm64): survML_1.2.0.tgz, r-release (arm64): survML_1.2.0.tgz, r-oldrel (arm64): survML_1.2.0.tgz, r-devel (x86_64): survML_1.2.0.tgz, r-release (x86_64): survML_1.2.0.tgz, r-oldrel (x86_64): survML_1.2.0.tgz |
Old sources: | survML archive |
Reverse imports: | vaccine |
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