# A Fast and Versatile SVM Package

## Documentation for package ‘liquidSVM’ version 1.0.1

- DESCRIPTION file.
- User guides, package vignettes and other documentation.

## Help Pages

liquidSVM-package | liquidSVM for R
banana | 'banana-bc.train', 'banana-bc.test' 'banana-mc.train', and 'banana-mc.test'
banana-bc.test | 'banana-bc.train', 'banana-bc.test' 'banana-mc.train', and 'banana-mc.test'
banana-bc.train | 'banana-bc.train', 'banana-bc.test' 'banana-mc.train', and 'banana-mc.test'
banana-mc.test | 'banana-bc.train', 'banana-bc.test' 'banana-mc.train', and 'banana-mc.test'
banana-mc.train | 'banana-bc.train', 'banana-bc.test' 'banana-mc.train', and 'banana-mc.test'
bsSVM | Bootstrap
clean | Force to release the internal memory of the C++ objects associated to this model.
clean.liquidSVM | Force to release the internal memory of the C++ objects associated to this model.
command-args | liquidSVM command line options
compilationInfo | Compilation information: whether the library was compiled using SSE2 or even AVX.
Configuration | liquidSVM model configuration parameters.
errors | Obtain the test errors result.
exSVM | Expectile Regression
getConfig | liquidSVM model configuration parameters.
getCover | Get Cover of partitioned SVM
getSolution | Retrieve the solution of an SVM
init.liquidSVM | Initialize an SVM object.
init.liquidSVM.default | Initialize an SVM object.
init.liquidSVM.default, | Initialize an SVM object.
init.liquidSVM.formula | Initialize an SVM object.
kern | Calculates the kernel matrix.
liquidData | Loads or downloads training and testing data
liquidSVM | liquidSVM for R
liquidSVM-class | A Reference Class to represent a liquidSVM model.
liquidSVMclass | A Reference Class to represent a liquidSVM model.
lsSVM | Least Squares Regression
makeRLearner.classif.liquidSVM | liquidSVM functions for mlr
makeRLearner.regr.liquidSVM | liquidSVM functions for mlr
mcSVM | Multiclass Classification
mlr-liquidSVM | liquidSVM functions for mlr
nplSVM | Neyman-Pearson-Learning
plotROC | Plots the ROC curve for a result or model
predict | Predicts labels of new data using the selected SVM.
predict.liquidSVM | Predicts labels of new data using the selected SVM.
predictLearner.classif.liquidSVM | liquidSVM functions for mlr
predictLearner.regr.liquidSVM | liquidSVM functions for mlr
print.liquidData | Loads or downloads training and testing data
print.liquidSVM | Printing an SVM model.
qtSVM | Quantile Regression
read.liquidSVM | Read and Write Solution from and to File
reg-1d | 'reg-1d.train' and 'reg-1d.test'
reg-1d.test | 'reg-1d.train' and 'reg-1d.test'
reg-1d.train | 'reg-1d.train' and 'reg-1d.test'
rocSVM | Receiver Operating Characteristic curve (ROC curve)
sample.liquidData | Loads or downloads training and testing data
select | Selects the best hyper-parameters of all the trained SVMs.
selectSVMs | Selects the best hyper-parameters of all the trained SVMs.
serialize.liquidSVM | Read and Write Solution from and to File
setConfig | liquidSVM model configuration parameters.
setDisplay | Set display info mode that controls how much information is displayed by liquidSVM C++ routines. Usually you will use 'display=d' in 'svm(...)' etc.
svm | Convenience function to initialize, train, select, and optionally test an SVM.
svmExpectileRegression | Expectile Regression
svmMulticlass | Multiclass Classification
svmQuantileRegression | Quantile Regression
svmRegression | Least Squares Regression
test | Tests new data using the selected SVM.
test.liquidSVM | Tests new data using the selected SVM.
train | Trains an SVM object.
trainLearner.classif.liquidSVM | liquidSVM functions for mlr
trainLearner.regr.liquidSVM | liquidSVM functions for mlr
trainSVMs | Trains an SVM object.
ttsplit | Loads or downloads training and testing data
unserialize.liquidSVM | Read and Write Solution from and to File
write.liquidData | Write Smldata
write.liquidSVM | Read and Write Solution from and to File