Package crate uniform interface for several advanced imputations missing data methods. Every available method can be used as a part of 'mlr3' pipelines whats allow easy tuning and performance evaluation. Most of the used function work separately on train and test sets ( imputation is trained on the training set and impute train data, after that imputation is again trained on test set and impute test data).
Version: | 0.4.0 |
Depends: | mlr3, mlr3pipelines, paradox |
Imports: | mlr3learners, missForest, missMDA, doParallel, testthat, Amelia, VIM, softImpute, missRanger, methods, mice, data.table, foreach, glmnet |
Suggests: | knitr, rmarkdown |
Published: | 2020-11-23 |
Author: | Jan Borowski, Piotr Fic |
Maintainer: | Jan Borowski <janborowka7 at gmail.com> |
License: | GPL-2 | GPL-3 [expanded from: GPL] |
NeedsCompilation: | no |
CRAN checks: | NADIA results |
Reference manual: | NADIA.pdf |
Vignettes: |
NADIA_basic_usage |
Package source: | NADIA_0.4.0.tar.gz |
Windows binaries: | r-devel: NADIA_0.4.0.zip, r-release: NADIA_0.4.0.zip, r-oldrel: NADIA_0.4.0.zip |
macOS binaries: | r-release: NADIA_0.4.0.tgz, r-oldrel: NADIA_0.4.0.tgz |
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