TunePareto: Multi-objective parameter tuning for classifiers

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

Author
Christoph Müssel, Ludwig Lausser, Hans Kestler
Date of publication
2014-03-30 21:50:28
Maintainer
Hans Kestler <hans.kestler@uni-ulm.de>
License
GPL-2
Version
2.4

View on CRAN

Man pages

allCombinations
Build a list of all possible combinations of parameter values
as.interval
Specify a continous interval
createObjective
Create a new objective function
generateCVRuns
Generate cross-validation partitions
mergeTuneParetoResults
Calculate optimal solutions from several calls of tunePareto
plotDominationGraph
Visualize the Pareto fronts of parameter configuration scores
plotObjectivePairs
Plot a matrix of Pareto front panels
plotParetoFronts2D
A classical 2-dimensional plot of Pareto fronts
precalculation
Predefined precalculation functions for objectives
predefinedClassifiers
TunePareto wrappers for certain classifiers
predefinedObjectiveFunctions
Predefined objective functions for parameter tuning
predict.TuneParetoModel
Prediction method for TuneParetoClassifier objects
print.TuneParetoResult
Print method for objects used in TunePareto
rankByDesirability
Rank results according to their desirabilities
recalculateParetoSet
Recalculate Pareto-optimal solutions
trainTuneParetoClassifier
Train a TunePareto classifier
tunePareto
Generic function for multi-objective parameter tuning of...
tuneParetoClassifier
Create a classifier object
TunePareto-package
Multi-objective parameter tuning for classifiers

Files in this package

TunePareto
TunePareto/inst
TunePareto/inst/CITATION
TunePareto/inst/NEWS.Rd
TunePareto/src
TunePareto/src/TunePareto.c
TunePareto/NAMESPACE
TunePareto/R
TunePareto/R/objectiveFunctions.R
TunePareto/R/desirability.R
TunePareto/R/helpers.R
TunePareto/R/random.R
TunePareto/R/visualizations.R
TunePareto/R/classifiers.R
TunePareto/R/tunePareto.R
TunePareto/MD5
TunePareto/DESCRIPTION
TunePareto/man
TunePareto/man/predict.TuneParetoModel.Rd
TunePareto/man/predefinedClassifiers.Rd
TunePareto/man/plotParetoFronts2D.Rd
TunePareto/man/rankByDesirability.Rd
TunePareto/man/mergeTuneParetoResults.Rd
TunePareto/man/tunePareto.Rd
TunePareto/man/recalculateParetoSet.Rd
TunePareto/man/allCombinations.Rd
TunePareto/man/plotDominationGraph.Rd
TunePareto/man/plotObjectivePairs.Rd
TunePareto/man/tuneParetoClassifier.Rd
TunePareto/man/precalculation.Rd
TunePareto/man/generateCVRuns.Rd
TunePareto/man/predefinedObjectiveFunctions.Rd
TunePareto/man/as.interval.Rd
TunePareto/man/trainTuneParetoClassifier.Rd
TunePareto/man/print.TuneParetoResult.Rd
TunePareto/man/TunePareto-package.Rd
TunePareto/man/createObjective.Rd