CRAN/E | NADIA

NADIA

NA Data Imputation Algorithms

Installation

About

Creates a uniform interface for several advanced imputations missing data methods. Every available method can be used as a part of 'mlr3' pipelines which allows easy tuning and performance evaluation. Most of the used functions work separately on the training and test sets (imputation is trained on the training set and impute training data. After that imputation is again trained on the test set and impute test data).

Bug report File report

Key Metrics

Version 0.4.2
R ≥ 3.5.0
Published 2022-10-02 575 days ago
Needs compilation? no
License GPL-2
License GPL-3
CRAN checks NADIA results

Downloads

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Maintainer

Maintainer

Jan Borowski

janborowka7@gmail.com

Authors

Jan Borowski
Piotr Fic

Material

Reference manual
Package source

In Views

MissingData

Vignettes

Errors Statistic and Handling
NADIA examples and motivation

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

NADIA archive

Depends

R ≥ 3.5.0
mlr3
mlr3pipelines
paradox

Imports

missForest
missMDA
doParallel
testthat
mlr3learners
rpart
glmnet
Amelia
VIM
softImpute
missRanger
methods
mice
data.table
foreach

Suggests

knitr
rmarkdown
kableExtra
magrittr