| mlrFamilies {mlr} | R Documentation |
mlr documentation families
Description
List of all mlr documentation families with members.
Arguments
benchmark |
batchmark, reduceBatchmarkResults, benchmark, benchmarkParallel, getBMRTaskIds, getBMRLearners, getBMRLearnerIds, getBMRLearnerShortNames, getBMRMeasures, getBMRMeasureIds, getBMRPredictions, getBMRPerformances, getBMRAggrPerformances, getBMRTuneResults, getBMRFeatSelResults, getBMRFilteredFeatures, getBMRModels, getBMRTaskDescs, convertBMRToRankMatrix, friedmanPostHocTestBMR, friedmanTestBMR, plotBMRBoxplots, plotBMRRanksAsBarChart, generateCritDifferencesData, plotCritDifferences |
calibration |
generateCalibrationData, plotCalibration |
configure |
configureMlr, getMlrOptions |
costsens |
makeCostSensTask, makeCostSensWeightedPairsWrapper |
debug |
predictFailureModel, getPredictionDump, getRRDump, print.ResampleResult |
downsample |
downsample |
eda_and_preprocess |
capLargeValues, createDummyFeatures, dropFeatures, mergeSmallFactorLevels, normalizeFeatures, removeConstantFeatures, summarizeColumns, summarizeLevels |
extractFDAFeatures |
reextractFDAFeatures |
fda_featextractor |
extractFDAFourier, extractFDAWavelets, extractFDAFPCA, extractFDAMultiResFeatures |
fda |
makeExtractFDAFeatMethod, extractFDAFeatures |
featsel |
analyzeFeatSelResult, makeFeatSelControl, getFeatSelResult, selectFeatures |
filter |
filterFeatures, makeFilter, listFilterMethods, getFilteredFeatures, generateFilterValuesData, getFilterValues |
generate_plot_data |
generateFeatureImportanceData, plotFilterValues, generatePartialDependenceData |
help |
helpLearner, helpLearnerParam |
imbalancy |
oversample, smote |
impute |
makeImputeMethod, imputeConstant, impute, reimpute |
learner |
getClassWeightParam, getHyperPars, getParamSet.Learner, getLearnerType, getLearnerId, getLearnerPredictType, getLearnerPackages, getLearnerParamSet, getLearnerParVals, setLearnerId, getLearnerShortName, getLearnerProperties, makeLearner, makeLearners, removeHyperPars, setHyperPars, setId, setPredictThreshold, setPredictType |
learning_curve |
generateLearningCurveData |
multilabel |
getMultilabelBinaryPerformances, makeMultilabelBinaryRelevanceWrapper, makeMultilabelClassifierChainsWrapper, makeMultilabelDBRWrapper, makeMultilabelNestedStackingWrapper, makeMultilabelStackingWrapper |
performance |
calculateConfusionMatrix, calculateROCMeasures, makeCustomResampledMeasure, makeCostMeasure, setMeasurePars, setAggregation, makeMeasure, featperc, performance, estimateRelativeOverfitting |
plot |
createSpatialResamplingPlots, plotLearningCurve, plotPartialDependence, plotBMRSummary, plotResiduals |
predict |
asROCRPrediction, getPredictionProbabilities, getPredictionTaskDesc, getPredictionResponse, predict.WrappedModel |
resample |
makeResampleDesc, makeResampleInstance, makeResamplePrediction, resample, getRRPredictions, getRRTaskDescription, getRRTaskDesc, getRRPredictionList, addRRMeasure |
task |
getTaskDesc, getTaskType, getTaskId, getTaskTargetNames, getTaskClassLevels, getTaskFeatureNames, getTaskNFeats, getTaskSize, getTaskFormula, getTaskTargets, getTaskData, getTaskCosts, subsetTask |
thresh_vs_perf |
generateThreshVsPerfData, plotThreshVsPerf, plotROCCurves |
tune |
getNestedTuneResultsX, getNestedTuneResultsOptPathDf, getResamplingIndices, getTuneResult, makeModelMultiplexerParamSet, makeModelMultiplexer, makeTuneControlCMAES, makeTuneControlDesign, makeTuneControlGenSA, makeTuneControlGrid, makeTuneControlIrace, makeTuneControlMBO, makeTuneControl, makeTuneControlRandom, tuneParams, tuneThreshold |
tune_multicrit |
plotTuneMultiCritResult, makeTuneMultiCritControl, tuneParamsMultiCrit |
wrapper |
makeBaggingWrapper, makeClassificationViaRegressionWrapper, makeConstantClassWrapper, makeCostSensClassifWrapper, makeCostSensRegrWrapper, makeDownsampleWrapper, makeDummyFeaturesWrapper, makeExtractFDAFeatsWrapper, makeFeatSelWrapper, makeFilterWrapper, makeImputeWrapper, makeMulticlassWrapper, makeOverBaggingWrapper, makeUndersampleWrapper, makePreprocWrapperCaret, makePreprocWrapper, makeRemoveConstantFeaturesWrapper, makeSMOTEWrapper, makeTuneWrapper, makeWeightedClassesWrapper |