Preprocessing Operators and Pipelines for 'mlr3'


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Documentation for package ‘mlr3pipelines’ version 0.3.3

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A F G I L M N P R S misc

mlr3pipelines-package mlr3pipelines: Preprocessing Operators and Pipelines for 'mlr3'

-- A --

add_class_hierarchy_cache Add a Class Hierarchy to the Cache
as.Multiplicity Convert an object to a Multiplicity
assert_graph Assertion for mlr3pipeline Graph
assert_pipeop Assertion for mlr3pipeline PipeOp
as_graph Conversion to mlr3pipeline Graph
as_pipeop Conversion to mlr3pipeline PipeOp

-- F --

filter_noop Remove NO_OPs from a List

-- G --

Graph Graph
GraphLearner GraphLearner
greplicate Create Disjoint Graph Union of Copies of a Graph
gunion Disjoint Union of Graphs

-- I --

is.Multiplicity Check if an object is a Multiplicity
is_noop Test for NO_OP

-- L --

LearnerClassifAvg Optimized Weighted Average of Features for Classification and Regression
LearnerRegrAvg Optimized Weighted Average of Features for Classification and Regression

-- M --

mlr3pipelines mlr3pipelines: Preprocessing Operators and Pipelines for 'mlr3'
mlr_graphs Dictionary of (sub-)graphs
mlr_graphs_bagging Create a bagging learner
mlr_graphs_branching Branch Between Alternative Paths
mlr_graphs_robustify Robustify a learner
mlr_graphs_targettrafo Transform and Re-Transform the Target Variable
mlr_learners_avg Optimized Weighted Average of Features for Classification and Regression
mlr_learners_classif.avg Optimized Weighted Average of Features for Classification and Regression
mlr_learners_graph GraphLearner
mlr_learners_regr.avg Optimized Weighted Average of Features for Classification and Regression
mlr_pipeops Dictionary of PipeOps
mlr_pipeops_boxcox PipeOpBoxCox
mlr_pipeops_branch PipeOpBranch
mlr_pipeops_chunk PipeOpChunk
mlr_pipeops_classbalancing PipeOpClassBalancing
mlr_pipeops_classifavg PipeOpClassifAvg
mlr_pipeops_classweights PipeOpClassWeights
mlr_pipeops_colapply PipeOpColApply
mlr_pipeops_collapsefactors PipeOpCollapseFactors
mlr_pipeops_colroles PipeOpColRoles
mlr_pipeops_copy PipeOpCopy
mlr_pipeops_datefeatures PipeOpDateFeatures
mlr_pipeops_encode PipeOpEncode
mlr_pipeops_encodeimpact Conditional Target Value Impact Encoding
mlr_pipeops_encodelmer Impact Encoding with Random Intercept Models
mlr_pipeops_featureunion PipeOpFeatureUnion
mlr_pipeops_filter PipeOpFilter
mlr_pipeops_fixfactors PipeOpFixFactors
mlr_pipeops_histbin PipeOpHistBin
mlr_pipeops_ica PipeOpICA
mlr_pipeops_imputeconstant PipeOpImputeConstant
mlr_pipeops_imputehist PipeOpImputeHist
mlr_pipeops_imputelearner PipeOpImputeLearner
mlr_pipeops_imputemean PipeOpImputeMean
mlr_pipeops_imputemedian PipeOpImputeMedian
mlr_pipeops_imputemode PipeOpImputeMode
mlr_pipeops_imputeoor PipeOpImputeOOR
mlr_pipeops_imputesample PipeOpImputeSample
mlr_pipeops_kernelpca PipeOpKernelPCA
mlr_pipeops_learner PipeOpLearner
mlr_pipeops_learner_cv PipeOpLearnerCV
mlr_pipeops_missind PipeOpMissInd
mlr_pipeops_modelmatrix PipeOpModelMatrix
mlr_pipeops_multiplicityexply PipeOpMultiplicityExply
mlr_pipeops_multiplicityimply PipeOpMultiplicityImply
mlr_pipeops_mutate PipeOpMutate
mlr_pipeops_nmf PipeOpNMF
mlr_pipeops_nop PipeOpNOP
mlr_pipeops_ovrsplit PipeOpOVRSplit
mlr_pipeops_ovrunite PipeOpOVRUnite
mlr_pipeops_pca PipeOpPCA
mlr_pipeops_proxy PipeOpProxy
mlr_pipeops_quantilebin PipeOpQuantileBin
mlr_pipeops_randomprojection PipeOpRandomProjection
mlr_pipeops_randomresponse PipeOpRandomResponse
mlr_pipeops_regravg PipeOpRegrAvg
mlr_pipeops_removeconstants PipeOpRemoveConstants
mlr_pipeops_renamecolumns PipeOpRenameColumns
mlr_pipeops_replicate PipeOpReplicate
mlr_pipeops_scale PipeOpScale
mlr_pipeops_scalemaxabs PipeOpScaleMaxAbs
mlr_pipeops_scalerange PipeOpScaleRange
mlr_pipeops_select PipeOpSelect
mlr_pipeops_smote PipeOpSmote
mlr_pipeops_spatialsign PipeOpSpatialSign
mlr_pipeops_subsample PipeOpSubsample
mlr_pipeops_targetinvert PipeOpTargetInvert
mlr_pipeops_targetmutate PipeOpTargetMutate
mlr_pipeops_targettrafoscalerange PipeOpTargetTrafoScaleRange
mlr_pipeops_textvectorizer PipeOpTextVectorizer
mlr_pipeops_threshold PipeOpThreshold
mlr_pipeops_tunethreshold PipeOpTuneThreshold
mlr_pipeops_unbranch PipeOpUnbranch
mlr_pipeops_updatetarget PipeOpUpdateTarget
mlr_pipeops_vtreat PipeOpVtreat
mlr_pipeops_yeojohnson PipeOpYeoJohnson
Multiplicity Multiplicity

-- N --

NO_OP No-Op Sentinel Used for Alternative Branching

-- P --

pipeline_bagging Create a bagging learner
pipeline_branch Branch Between Alternative Paths
pipeline_greplicate Create Disjoint Graph Union of Copies of a Graph
pipeline_ovr Create A Graph to Perform "One vs. Rest" classification.
pipeline_robustify Robustify a learner
pipeline_targettrafo Transform and Re-Transform the Target Variable
PipeOp PipeOp
PipeOpBoxCox PipeOpBoxCox
PipeOpBranch PipeOpBranch
PipeOpChunk PipeOpChunk
PipeOpClassBalancing PipeOpClassBalancing
PipeOpClassifAvg PipeOpClassifAvg
PipeOpClassWeights PipeOpClassWeights
PipeOpColApply PipeOpColApply
PipeOpCollapseFactors PipeOpCollapseFactors
PipeOpColRoles PipeOpColRoles
PipeOpCopy PipeOpCopy
PipeOpDateFeatures PipeOpDateFeatures
PipeOpEncode PipeOpEncode
PipeOpEncodeImpact Conditional Target Value Impact Encoding
PipeOpEncodeLmer Impact Encoding with Random Intercept Models
PipeOpEnsemble PipeOpEnsemble
PipeOpFeatureUnion PipeOpFeatureUnion
PipeOpFilter PipeOpFilter
PipeOpFixFactors PipeOpFixFactors
PipeOpHistBin PipeOpHistBin
PipeOpICA PipeOpICA
PipeOpImpute PipeOpImpute
PipeOpImputeConstant PipeOpImputeConstant
PipeOpImputeHist PipeOpImputeHist
PipeOpImputeLearner PipeOpImputeLearner
PipeOpImputeMean PipeOpImputeMean
PipeOpImputeMedian PipeOpImputeMedian
PipeOpImputeMode PipeOpImputeMode
PipeOpImputeOOR PipeOpImputeOOR
PipeOpImputeSample PipeOpImputeSample
PipeOpKernelPCA PipeOpKernelPCA
PipeOpLearner PipeOpLearner
PipeOpLearnerCV PipeOpLearnerCV
PipeOpMissInd PipeOpMissInd
PipeOpModelMatrix PipeOpModelMatrix
PipeOpMultiplicityExply PipeOpMultiplicityExply
PipeOpMultiplicityImply PipeOpMultiplicityImply
PipeOpMutate PipeOpMutate
PipeOpNMF PipeOpNMF
PipeOpNOP PipeOpNOP
PipeOpOVRSplit PipeOpOVRSplit
PipeOpOVRUnite PipeOpOVRUnite
PipeOpPCA PipeOpPCA
PipeOpProxy PipeOpProxy
PipeOpQuantileBin PipeOpQuantileBin
PipeOpRandomProjection PipeOpRandomProjection
PipeOpRandomResponse PipeOpRandomResponse
PipeOpRegrAvg PipeOpRegrAvg
PipeOpRemoveConstants PipeOpRemoveConstants
PipeOpRenameColumns PipeOpRenameColumns
PipeOpReplicate PipeOpReplicate
PipeOpScale PipeOpScale
PipeOpScaleMaxAbs PipeOpScaleMaxAbs
PipeOpScaleRange PipeOpScaleRange
PipeOpSelect PipeOpSelect
PipeOpSmote PipeOpSmote
PipeOpSpatialSign PipeOpSpatialSign
PipeOpSubsample PipeOpSubsample
PipeOpTargetInvert PipeOpTargetInvert
PipeOpTargetMutate PipeOpTargetMutate
PipeOpTargetTrafo PipeOpTargetTrafo
PipeOpTargetTrafoScaleRange PipeOpTargetTrafoScaleRange
PipeOpTaskPreproc PipeOpTaskPreproc
PipeOpTaskPreprocSimple PipeOpTaskPreprocSimple
PipeOpTextVectorizer PipeOpTextVectorizer
PipeOpThreshold PipeOpThreshold
PipeOpTuneThreshold PipeOpTuneThreshold
PipeOpUnbranch PipeOpUnbranch
PipeOpUpdateTarget PipeOpUpdateTarget
PipeOpVtreat PipeOpVtreat
PipeOpYeoJohnson PipeOpYeoJohnson
po Shorthand PipeOp Constructor
ppl Shorthand Graph Constructor

-- R --

register_autoconvert_function Add Autoconvert Function to Conversion Register
reset_autoconvert_register Reset Autoconvert Register
reset_class_hierarchy_cache Reset the Class Hierarchy Cache

-- S --

Selector Selector Functions
selector_all Selector Functions
selector_cardinality_greater_than Selector Functions
selector_grep Selector Functions
selector_intersect Selector Functions
selector_invert Selector Functions
selector_missing Selector Functions
selector_name Selector Functions
selector_none Selector Functions
selector_setdiff Selector Functions
selector_type Selector Functions
selector_union Selector Functions

-- misc --

%>>% PipeOp Composition Operator