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DESCRIPTION
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Package: mlrCPO
Title: Composable Preprocessing Operators and Pipelines for Machine Learning
Description: Toolset that enriches 'mlr' with a diverse set of preprocessing
operators. Composable Preprocessing Operators ("CPO"s) are first-class
R objects that can be applied to data.frames and 'mlr' "Task"s to modify
data, can be attached to 'mlr' "Learner"s to add preprocessing to machine
learning algorithms, and can be composed to form preprocessing pipelines.
Authors@R: c(
person("Martin", "Binder", email = "[email protected]", role = c("aut", "cre")),
person("Bernd", "Bischl", email = "[email protected]", role = "ctb"),
person("Michel", "Lang", email = "[email protected]", role = "ctb"),
person("Lars", "Kotthoff", email = "[email protected]", role = "ctb"))
URL: https://github.com/mlr-org/mlrCPO
BugReports: https://github.com/mlr-org/mlrCPO/issues
License: BSD_2_clause + file LICENSE
Encoding: UTF-8
Roxygen: list()
Depends:
R (>= 3.0.2),
ParamHelpers (>= 1.10),
mlr (>= 2.12)
Imports:
BBmisc (>= 1.11),
stringi,
checkmate (>= 1.8.3),
methods,
stats,
utils,
backports (>= 1.1.0)
Suggests:
care,
party,
rpart,
mlbench,
knitr,
rmarkdown,
testthat,
mRMRe,
digest,
praznik,
randomForestSRC,
randomForest,
ranger (>= 0.8.0),
Rfast,
FSelector,
FSelectorRcpp,
e1071,
FNN,
lintr,
Hmisc,
fastICA,
rex
Config/testthat/edition: 3
Config/testthat/parallel: true
ByteCompile: yes
Version: 0.3.7-6
Collate:
'CPOHelp.R'
'fauxCPOConstructor.R'
'auxiliary.R'
'ParamSetSugar.R'
'callInterface.R'
'FormatCheck.R'
'callCPO.R'
'properties.R'
'parameters.R'
'listCPO.R'
'makeCPO.R'
'CPO_applyFun.R'
'CPO_asNumeric.R'
'operators.R'
'NULLCPO.R'
'CPO_meta.R'
'CPO_cbind.R'
'CPO_collapseFact.R'
'CPO_dropConstants.R'
'CPO_dropMostlyConstants.R'
'CPO_encode.R'
'RandomForestSRC.R'
'CPO_filterFeatures.R'
'CPO_fixFactors.R'
'CPO_ica.R'
'CPO_impute.R'
'CPO_makeCols.R'
'CPO_missingIndicators.R'
'CPO_modelMatrix.R'
'CPO_pca.R'
'CPO_quantileBinNumerics.R'
'CPO_regrResiduals.R'
'CPO_responseFromSE.R'
'CPO_scale.R'
'CPO_scaleMaxAbs.R'
'CPO_scaleRange.R'
'CPO_select.R'
'CPO_smote.R'
'CPO_spatialSign.R'
'CPO_subsample.R'
'CPO_wrap.R'
'RetrafoState.R'
'attributes.R'
'auxhelp.R'
'composeProperties.R'
'doublecaret.R'
'inverter.R'
'learner.R'
'makeCPOHelp.R'
'print.R'
'zzz.R'
RoxygenNote: 7.2.2
VignetteBuilder: knitr