TunePareto: Multi-objective parameter tuning for classifiers

Generic methods for parameter tuning of classification algorithms using multiple scoring functions

Install the latest version of this package by entering the following in R:
install.packages("TunePareto")
AuthorChristoph Müssel, Ludwig Lausser, Hans Kestler
Date of publication2014-03-30 21:50:28
MaintainerHans Kestler <hans.kestler@uni-ulm.de>
LicenseGPL-2
Version2.4

View on CRAN

Functions

allCombinations Man page
as.interval Man page
createObjective Man page
crossValidation Man page
cvAccuracy Man page
cvConfusion Man page
cvError Man page
cvErrorVariance Man page
cvFallout Man page
cvFalseNegative Man page
cvFalsePositive Man page
cvMiss Man page
cvNPV Man page
cvPPV Man page
cvPrecision Man page
cvRecall Man page
cvSensitivity Man page
cvSpecificity Man page
cvTrueNegative Man page
cvTruePositive Man page
cvWeightedError Man page
generateCVRuns Man page
mergeTuneParetoResults Man page
plotDominationGraph Man page
plotObjectivePairs Man page
plotParetoFronts2D Man page
precalculation Man page
predefinedClassifiers Man page
predefinedObjectiveFunctions Man page
predict.TuneParetoModel Man page
print.TuneParetoClassifier Man page
print.TuneParetoModel Man page
print.TuneParetoResult Man page
rankByDesirability Man page
recalculateParetoSet Man page
reclassAccuracy Man page
reclassConfusion Man page
reclassError Man page
reclassFallout Man page
reclassFalseNegative Man page
reclassFalsePositive Man page
reclassification Man page
reclassMiss Man page
reclassNPV Man page
reclassPPV Man page
reclassPrecision Man page
reclassRecall Man page
reclassSensitivity Man page
reclassSpecificity Man page
reclassTrueNegative Man page
reclassTruePositive Man page
reclassWeightedError Man page
trainTuneParetoClassifier Man page
tunePareto Man page
TunePareto Man page
tuneParetoClassifier Man page
tunePareto.knn Man page
tunePareto.NaiveBayes Man page
TunePareto-package Man page
tunePareto.randomForest Man page
tunePareto.svm Man page
tunePareto.tree Man page

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

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