9.4 Integrated Pipe Operators

Id Packages Tags Train Predict
boxcox bestNormalize data transform Task → Task Task→Task
colapply data transform Task → Task Task→Task
collapsefactors data transform Task → Task Task→Task
colroles data transform Task → Task Task→Task
datefeatures data transform Task → Task Task→Task
histbin graphics data transform Task → Task Task→Task
ica fastICA data transform Task → Task Task→Task
kernelpca kernlab data transform Task → Task Task→Task
modelmatrix stats data transform Task → Task Task→Task
mutate data transform Task → Task Task→Task
nmf MASS, NMF data transform Task → Task Task→Task
pca data transform Task → Task Task→Task
quantilebin stats data transform Task → Task Task→Task
randomprojection data transform Task → Task Task→Task
renamecolumns data transform Task → Task Task→Task
scale data transform Task → Task Task→Task
scalemaxabs data transform Task → Task Task→Task
scalerange data transform Task → Task Task→Task
spatialsign data transform Task → Task Task→Task
subsample data transform Task → Task Task→Task
textvectorizer quanteda, stopwords data transform Task → Task Task→Task
vtreat vtreat data transform Task → Task Task→Task
yeojohnson bestNormalize data transform Task → Task Task→Task
encode stats encode , data transform Task → Task Task→Task
encodeimpact encode , data transform Task → Task Task→Task
encodelmer lme4, nloptr encode , data transform Task → Task Task→Task
classifavg stats ensemble NULL → NULL PredictionClassif→PredictionClassif
featureunion ensemble Task → Task Task→Task
regravg ensemble NULL → NULL PredictionRegr→PredictionRegr
survavg ensemble NULL → NULL PredictionSurv→PredictionSurv
filter feature selection, data transform Task → Task Task→Task
select feature selection, data transform Task → Task Task→Task
classbalancing imbalanced data, data transform TaskClassif → TaskClassif TaskClassif→TaskClassif
classweights imbalanced data, data transform TaskClassif → TaskClassif TaskClassif→TaskClassif
smote smotefamily imbalanced data, data transform Task → Task Task→Task
learner learner TaskClassif → NULL TaskClassif→PredictionClassif
learner_cv learner , ensemble , data transform TaskClassif → TaskClassif TaskClassif→TaskClassif
imputeconstant missings Task → Task Task→Task
imputehist graphics missings Task → Task Task→Task
imputelearner missings Task → Task Task→Task
imputemean missings Task → Task Task→Task
imputemedian stats missings Task → Task Task→Task
imputemode missings Task → Task Task→Task
imputeoor missings Task → Task Task→Task
imputesample missings Task → Task Task→Task
missind missings , data transform Task → Task Task→Task
multiplicityexply multiplicity [*] → * [*]→*
multiplicityimply multiplicity * → [*] *→[*]
ovrunite multiplicity, ensemble [NULL] → NULL [PredictionClassif]→PredictionClassif
replicate multiplicity * → [*] *→[*]
fixfactors robustify , data transform Task → Task Task→Task
removeconstants robustify , data transform Task → Task Task→Task
ovrsplit target transform, multiplicity TaskClassif → [TaskClassif] TaskClassif→[TaskClassif]
targetmutate target transform Task → NULL, Task Task→function, Task
targettrafoscalerange target transform TaskRegr → NULL, TaskRegr TaskRegr→function, TaskRegr
threshold target transform NULL → NULL PredictionClassif→PredictionClassif
tunethreshold bbotk target transform Task → NULL Task→Prediction
branch meta * → *
chunk meta Task → Task Task→Task
copy meta * → *
nop meta * → *
proxy meta * → *
unbranch meta * → *
compose_crank distr6 abstract NULL → NULL PredictionSurv→PredictionSurv
compose_distr distr6 abstract NULL, NULL → NULL PredictionSurv, PredictionSurv→PredictionSurv
compose_probregr distr6 abstract NULL, NULL → NULL PredictionRegr, PredictionRegr→PredictionRegr
crankcompose distr6 abstract NULL → NULL PredictionSurv→PredictionSurv
distrcompose distr6 abstract NULL, NULL → NULL PredictionSurv, PredictionSurv→PredictionSurv
randomresponse abstract NULL → NULL Prediction→Prediction
targetinvert abstract NULL, NULL → NULL function, Prediction→Prediction
trafopred_regrsurv abstract NULL, NULL → NULL PredictionRegr, *→PredictionSurv
trafopred_survregr abstract NULL → NULL PredictionSurv→PredictionRegr
trafotask_regrsurv abstract TaskRegr, * → TaskSurv TaskRegr, *→TaskSurv
trafotask_survregr abstract TaskSurv, * → TaskRegr TaskSurv, *→TaskRegr