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Functions to impute using random forest under full conditional specifications (multivariate imputation by chained equations). The methods are described in Shah and others (2014) <doi:10.1093/aje/kwt312>.
| Version: | 1.0-7 |
| Depends: | mice (≥ 2.20) |
| Imports: | mvtnorm, randomForest |
| Suggests: | missForest, rpart, survival, xtable, ranger |
| Published: | 2022-12-04 |
| DOI: | 10.32614/CRAN.package.CALIBERrfimpute |
| Author: | Anoop Shah [aut, cre], Jonathan Bartlett [ctb], Harry Hemingway [ths], Owen Nicholas [ths], Aroon Hingorani [ths] |
| Maintainer: | Anoop Shah <anoop at doctors.org.uk> |
| License: | GPL-3 |
| NeedsCompilation: | no |
| Citation: | CALIBERrfimpute citation info |
| Materials: | NEWS |
| In views: | MissingData |
| CRAN checks: | CALIBERrfimpute results |
| Reference manual: | CALIBERrfimpute.pdf |
| Vignettes: |
Comparison of parametric and Random Forest MICE in imputation of missing data in survival analysis |
| Package source: | CALIBERrfimpute_1.0-7.tar.gz |
| Windows binaries: | r-devel: CALIBERrfimpute_1.0-7.zip, r-release: CALIBERrfimpute_1.0-7.zip, r-oldrel: CALIBERrfimpute_1.0-7.zip |
| macOS binaries: | r-release (arm64): CALIBERrfimpute_1.0-7.tgz, r-oldrel (arm64): CALIBERrfimpute_1.0-7.tgz, r-release (x86_64): CALIBERrfimpute_1.0-7.tgz, r-oldrel (x86_64): CALIBERrfimpute_1.0-7.tgz |
| Old sources: | CALIBERrfimpute archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.