Function reference • resampling

Main Resampling Function

This function provides easy access and uniform syntax to the resampling methodologies

resample(): Resample

Resampling Class

Methods to handle objects of class resampling

resampling(): Constructor of the resampling class

is.resampling(): Check a resampling object

as.data.frame(<resampling>): Coerce to a data frame

print(<resampling>): Print a resampling object

plot(<resampling>): Plot a resampling object

getHoldOutSampleSize(): Get the hold-out sample size

getHoldOutSamples(): Get the left-out data

getNumberOfSamples(): Get the number of taken samples

getPopulationSize(): Get the population size

getRemovedElements(): Get the removed elements

getSampleSize(): Get the sample size

getSamples(): Get the sampled data

getSamplingMethodId(): Get the sampling method id

Repeated Sampling Functions

These functions are used to take repeated samples of the data

repeatedSampleWithoutReplacement(): Repeated Random Samples

repeatedSimpleRandomSampleWithoutReplacement(): Repeated Random Samples

repeatedPermutationSample(): Repeated Permutation Samples

repeatedStratifiedSampleWithoutReplacement(): Repeated Stratified Random Samples

repeatedBalancedSampleWithoutReplacement(): Repeated Balanced Random Samples

repeatedRandomKm1Folds(): Repeated k-1 Random Folds

repeatedStratifiedKm1Folds(): Repeated k-1 Stratified Folds

repeatedBalancedKm1Folds(): Repeated k-1 Balanced Folds

repeatedLeavePOut(): Repeated Leave-P-Out

repeatedLeaveOneOut(): Repeated Leave-One-Out

repeatedSampleWithReplacement(): Repeated Random Samples With Replacement

repeatedSimpleRandomSampleWithReplacement(): Repeated Simple Random Samples With Replacement

repeatedStratifiedSampleWithReplacement(): Repeated Stratified Random Samples With Replacement

repeatedBalancedSampleWithReplacement(): Repeated Balanced Random Samples With Replacement

repeatedBootstrapSample(): Repeated Bootstrap Samples

Sampling Functions

These functions are used to take random samples of the data

sampleWithoutReplacement(): Random Samples

simpleRandomSampleWithoutReplacement(): Random Samples

permutationSample(): Permutation Samples

stratifiedSampleWithoutReplacement(): Stratified Random Samples

balancedSampleWithoutReplacement(): Balanced Random Sample Without Replacement

randomKm1Folds(): K-1 Random Folds

stratifiedKm1Folds(): K-1 Stratified Folds

balancedKm1Folds(): K-1 Balanced Folds

randomKFolds(): Random K Folds

stratifiedKFolds(): Stratified K Folds

balancedKFolds(): Balanced K Folds

leavePOutSample(): Leave-P-Out Sampling

leaveOneOutSample(): Leave-One-Out Sampling

sampleWithReplacement(): Sample With Replacement

simpleRandomSampleWithReplacement(): Simple Random Sample With Replacement

stratifiedSampleWithReplacement(): Stratified Random Sample With Replacement

balancedSampleWithReplacement(): Balanced Random Sample With Replacement

bootstrapSample(): Ordinary Bootstrap Sample

Utility Functions

listAvailableSamplingMethods(): Available Random Sampling Methods

listSamplingFunctionNames(): Available Random Sampling Functions

listResamplingFunctionNames(): Available Random Resampling Functions

getSamplingFunction(): Get Sampling Function

getResamplingFunction(): Get Resampling Function