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DESCRIPTION
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DESCRIPTION
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Package: mlr3pipelines
Title: Preprocessing Operators and Pipelines for 'mlr3'
Version: 0.7.1
Authors@R:
c(person(given = "Martin",
family = "Binder",
role = c("aut", "cre"),
email = "[email protected]"),
person(given = "Florian",
family = "Pfisterer",
role = "aut",
email = "[email protected]",
comment = c(ORCID = "0000-0001-8867-762X")),
person(given = "Lennart",
family = "Schneider",
role = "aut",
email = "[email protected]",
comment = c(ORCID = "0000-0003-4152-5308")),
person(given = "Bernd",
family = "Bischl",
role = "aut",
email = "[email protected]",
comment = c(ORCID = "0000-0001-6002-6980")),
person(given = "Michel",
family = "Lang",
role = "aut",
email = "[email protected]",
comment = c(ORCID = "0000-0001-9754-0393")),
person(given = "Sebastian",
family = "Fischer",
role = "aut",
email = "[email protected]",
comment = c(ORCID = "0000-0002-9609-3197")),
person(given = "Susanne",
family = "Dandl",
role = "aut",
email = "[email protected]"),
person(given = "Keno",
family = "Mersmann",
role = "ctb",
email = "[email protected]"),
person(given = "Maximilian",
family = "Mücke",
role = "ctb",
email = "[email protected]",
comment = c(ORCID = "0009-0000-9432-9795")),
person(given = "Lona",
family = "Koers",
role = "ctb",
email = "[email protected]"))
Description: Dataflow programming toolkit that enriches 'mlr3' with a diverse
set of pipelining operators ('PipeOps') that can be composed into graphs.
Operations exist for data preprocessing, model fitting, and ensemble
learning. Graphs can themselves be treated as 'mlr3' 'Learners' and can
therefore be resampled, benchmarked, and tuned.
License: LGPL-3
URL: https://mlr3pipelines.mlr-org.com,
https://github.com/mlr-org/mlr3pipelines
BugReports: https://github.com/mlr-org/mlr3pipelines/issues
Depends:
R (>= 3.1.0)
Imports:
backports,
checkmate,
data.table,
digest,
lgr,
mlr3 (>= 0.20.0),
mlr3misc (>= 0.9.0),
paradox,
R6,
withr
Suggests:
ggplot2,
glmnet,
igraph,
knitr,
lme4,
mlbench,
bbotk (>= 0.3.0),
mlr3filters (>= 0.1.1),
mlr3learners,
mlr3measures,
nloptr,
quanteda,
rmarkdown,
rpart,
stopwords,
testthat,
visNetwork,
bestNormalize,
fastICA,
kernlab,
smotefamily,
evaluate,
NMF,
MASS,
kknn,
GenSA,
methods,
vtreat,
future,
htmlwidgets,
ranger,
themis
ByteCompile: true
Encoding: UTF-8
Config/testthat/edition: 3
Config/testthat/parallel: true
NeedsCompilation: no
Roxygen: list(markdown = TRUE, r6 = FALSE)
RoxygenNote: 7.3.2
VignetteBuilder: knitr
Collate:
'CnfAtom.R'
'CnfClause.R'
'CnfFormula.R'
'CnfFormula_simplify.R'
'CnfSymbol.R'
'CnfUniverse.R'
'Graph.R'
'GraphLearner.R'
'mlr_pipeops.R'
'multiplicity.R'
'utils.R'
'PipeOp.R'
'PipeOpEnsemble.R'
'LearnerAvg.R'
'NO_OP.R'
'PipeOpTaskPreproc.R'
'PipeOpADAS.R'
'PipeOpBLSmote.R'
'PipeOpBoxCox.R'
'PipeOpBranch.R'
'PipeOpChunk.R'
'PipeOpClassBalancing.R'
'PipeOpClassWeights.R'
'PipeOpClassifAvg.R'
'PipeOpColApply.R'
'PipeOpColRoles.R'
'PipeOpCollapseFactors.R'
'PipeOpCopy.R'
'PipeOpDateFeatures.R'
'PipeOpEncode.R'
'PipeOpEncodeImpact.R'
'PipeOpEncodeLmer.R'
'PipeOpFeatureUnion.R'
'PipeOpFilter.R'
'PipeOpFixFactors.R'
'PipeOpHistBin.R'
'PipeOpICA.R'
'PipeOpImpute.R'
'PipeOpImputeConstant.R'
'PipeOpImputeHist.R'
'PipeOpImputeLearner.R'
'PipeOpImputeMean.R'
'PipeOpImputeMedian.R'
'PipeOpImputeMode.R'
'PipeOpImputeOOR.R'
'PipeOpImputeSample.R'
'PipeOpKernelPCA.R'
'PipeOpLearner.R'
'PipeOpLearnerCV.R'
'PipeOpLearnerPICVPlus.R'
'PipeOpLearnerQuantiles.R'
'PipeOpMissingIndicators.R'
'PipeOpModelMatrix.R'
'PipeOpMultiplicity.R'
'PipeOpMutate.R'
'PipeOpNMF.R'
'PipeOpNOP.R'
'PipeOpNearmiss.R'
'PipeOpOVR.R'
'PipeOpPCA.R'
'PipeOpProxy.R'
'PipeOpQuantileBin.R'
'PipeOpRandomProjection.R'
'PipeOpRandomResponse.R'
'PipeOpRegrAvg.R'
'PipeOpRemoveConstants.R'
'PipeOpRenameColumns.R'
'PipeOpRowApply.R'
'PipeOpScale.R'
'PipeOpScaleMaxAbs.R'
'PipeOpScaleRange.R'
'PipeOpSelect.R'
'PipeOpSmote.R'
'PipeOpSmoteNC.R'
'PipeOpSpatialSign.R'
'PipeOpSubsample.R'
'PipeOpTextVectorizer.R'
'PipeOpThreshold.R'
'PipeOpTomek.R'
'PipeOpTrafo.R'
'PipeOpTuneThreshold.R'
'PipeOpUnbranch.R'
'PipeOpVtreat.R'
'PipeOpYeoJohnson.R'
'Selector.R'
'TaskRegr_boston_housing.R'
'assert_graph.R'
'bibentries.R'
'greplicate.R'
'gunion.R'
'mlr_graphs.R'
'operators.R'
'pipeline_bagging.R'
'pipeline_branch.R'
'pipeline_convert_types.R'
'pipeline_greplicate.R'
'pipeline_ovr.R'
'pipeline_robustify.R'
'pipeline_stacking.R'
'pipeline_targettrafo.R'
'po.R'
'ppl.R'
'reexports.R'
'typecheck.R'
'zzz.R'