API for RamboWANG/RegularizedCrossValidation
Provides several types of regularized cross-validation methods.

Global functions
Alpaydin_f_test.process Source code
Alpaydin_f_test.validate Source code
CheckVariableExist Source code
Dietterich_t_test.process Source code
Dietterich_t_test.validate Source code
GaussianMixtureData.DataGenerator Source code
GaussianSample_indep_onehalf.DataGenerator Source code
GetExternalDataSet Source code
Lasso.fit Source code
Lasso.predict Source code
LassoModel.TrainAndTest Source code
LassoModel.validation Source code
LinearDiscriminantAnalysis.TrainAndTest Source code
LinearDiscriminantAnalysis.validation Source code
LoadAlgorithmGenerator Source code
LoadCrossValidationGenerator Source code
LoadDataSetGenerator Source code
LoadTaskInfo Source code
OnlineNewsPopularity.DataGenerator Source code
OnlineNewsPopularity.validation Source code
PerformTask Source code
RegData.DataGenerator Source code Source code Source code
Replicability.compute Source code
ResampleObservantsFromPopulationWithAdvancement Source code
ResolveConfigurationShortcut Source code
ResolveShortCutInAlgorithmConfiguration Source code
ResolveShortCutInCrossValidationConf Source code
ResolveShortcutInDataConf Source code
SimpleNormalDataSet.DataGenerator Source code
SimpleNormalDataSet.validate.mu_and_sigma Source code
SimpleNormalDataSet.validate.n Source code
SimpleNormalDataSet.validation Source code
SimpleNormalDataSet_otherimpl.DataGenerator Source code
SimpleNormalDataSet_otherimpl.Validation Source code
StatBasicInfoOfDataSet Source code
SwapObservantsToConstructNewPartition Source code
TrainAndTestForCrossValidationEstimatorWithPartitionSet Source code
TrainAndTestForHoldoutEstimator Source code
TrainAndTestForPRF Source code
TrainAndTestForResubstitutionEstimator Source code
V_theta Source code
ValidateAlgorithmConfiguration Source code
ValidateAndResolveAlgorithmConfiguration Source code
ValidateAndResolveCrossValidationConfiguration Source code
ValidateAndResolveDataSetConfiguration Source code
ValidateConfiguration Source code
ValidateCovarianceSimulationConfiguration Source code
ValidateCrossValidationConfiguration Source code
ValidateDataSetConfiguration Source code
ValidatePerformanceMetricConfiguration Source code
WEKAClassifiers.TrainAndTest Source code
WEKAClassifiers.fit Source code
WEKAClassifiers.predict Source code
WEKAClassifiers.replaceVarNames Source code
WEKAClassifiers.validation Source code
WorkerInit Source code
abs_dev_loss.Generator Source code
abs_dev_loss.validation Source code
alpaydin_mx2cv_seq_f_test.perform_task Source code
alpaydin_mx2cv_seq_f_test.task_config_validation Source code
alpaydin_mx2cv_seq_f_test.write_output Source code
bolassoreg.DataGenerator Source code
bolassoreg.validation Source code
brhs6_t_test.perform_task Source code
brhs6_t_test.task_config_validation Source code
classificationTree.TrainAndTest Source code
classificationTree.validation Source code
combined_mx2cv_seq_t_test.perform_task Source code
combined_mx2cv_seq_t_test.task_config_validation Source code
combined_mx2cv_seq_t_test.write_output Source code
combined_t_test.process Source code
combined_t_test.validate Source code
computeVarianceEstimatorOfmx2CV Source code
computeVarianceOfEstimators Source code
computeVarianceOfRLT Source code
confInteval Source code
const_for_replic Source code
corMatrixGenerator Source code Source code
corRegDataNB_nooutliers.DataGenerator Source code
corRegDataNB_nooutliers.validation Source code
corRegDataNB_nooutliers_rowblock.DataGenerator Source code
cor_two_normals_classification.DataGenerator Source code
cor_two_normals_classification.validation Source code
cor_two_normals_classification_indexDataGenerator Source code Source code
cor_two_normals_classification_rowblock.DataGenerator Source code
cor_two_normals_classification_rowblock.validation Source code
corrected_vfcv_paired_t_test.process Source code
corrected_vfcv_paired_t_test.validate Source code
covariance_simulation.compute_covariance_parameters Source code
covariance_simulation.perform_task Source code
covariance_simulation.task_config_validation Source code
covariance_simulation.write_output Source code
crossValidationFromExternFile.Generator Source code
crossValidationFromExternFile.validate.file_path Source code
crossValidationFromExternFile.validation Source code
diet_mx2cv_seq_significant_test.perform_task Source code
diet_mx2cv_seq_significant_test.task_config_validation Source code
diet_mx2cv_seq_significant_test.write_output Source code
downloadAllNeededPackages Source code
estimateBetaTrueConfIntByCloseForm Source code
estimateBeta_Delta_Pi Source code
estimateTrueConfInteval Source code
firstNearestNeighborhood.TrainAndTest Source code
firstNearestNeighborhood.validation Source code
g_theta Source code
generRegData.DataGenerator Source code
groupsnumber Source code Source code
hdRegrDataFL.DataGenerator Source code
hdRegrDataFL.validation Source code
hold_out.Generator Source code
hold_out.validation Source code
increaseBalancedMx2cv.validation Source code
installAllNeededPackages Source code
kknn.TrainAndTest Source code
kknn.test Source code
kknn.train Source code
kknn.validation Source code
knn.TrainAndTest Source code
knn.validation Source code
knn1.TrainAndTest Source code
knn1.validation Source code
lda.fit Source code
lda.predict Source code
linearModel.TrainAndTest Source code
linearModel.validation Source code
linearRegrClassifier.TrainAndTest Source code
linearRegrClassifier.validation Source code
lm.fit Source code
lm.predict Source code
lmRidge.fit Source code
lmRidge.predict Source code
lmRidgeModel.TrainAndTest Source code
lmRidgeModel.validation Source code Source code
loadDatasetsFromExternalFile.DataGenerator Source code
loadDatasetsFromExternalFile.validate.file_path Source code
loadDatasetsFromExternalFile.validation Source code
loadFreeDegreeWrtVE Source code
loadSignTestFunction Source code
loadVarEstForOneExprInfo Source code
loadVarEstInfo Source code
logisticRegr.TrainAndTest Source code
logisticRegr.fit Source code
logisticRegr.predict Source code
logisticRegr.validation Source code
lrc.fit Source code
lrc.predict Source code
markatou05regr.DataGenerator Source code
markatou05regr.validation Source code
maxClassifier.TrainAndTest Source code
maxClassifier.fit Source code
maxClassifier.predict Source code
maxClassifier.validation Source code
maxent.TrainAndTest Source code
maxent.fit Source code
maxent.predict Source code
maxent.validation Source code
measure.F1.credible.interval Source code
measure.P.credible.interval Source code
measure.R.credible.interval Source code
mx2_t_test_power.combined.getDonominatorAndDOF Source code
mx2_t_test_power.dietterich.getDonominatorAndDOF Source code
mx2_t_test_power.getDonominatorAndDOF Source code
mx2_t_test_power.mx2bcvseqt.getDonominatorAndDOF Source code
mx2_t_test_power.perform_task Source code
mx2_t_test_power.task_config_validation Source code
mx2_t_test_power.write_output Source code
mx2bcv.Generator Source code
mx2bcv.validation Source code
mx2bcv_inc.Generator Source code
mx2bcv_inc.validation Source code
mx2bcv_t_test.perform_task Source code
mx2bcv_t_test.task_config_validation Source code
mx2cv_seq_significant_test.compute_c_m Source code
mx2cv_seq_significant_test.compute_c_m_hat Source code
mx2cv_seq_significant_test.compute_c_m_hat14 Source code
mx2cv_seq_significant_test.compute_c_m_hat_another Source code
mx2cv_seq_significant_test.compute_c_m_hat_as_one Source code
mx2cv_seq_significant_test.compute_c_m_hat_empirical Source code
mx2cv_seq_significant_test.compute_c_m_hat_empirical_improved Source code
mx2cv_seq_significant_test.compute_c_m_hat_empirical_improved_v2 Source code
mx2cv_seq_significant_test.compute_c_m_hat_empirical_improved_v3 Source code
mx2cv_seq_significant_test.compute_c_m_hat_improve2_org Source code
mx2cv_seq_significant_test.compute_c_m_hat_improve3_org Source code
mx2cv_seq_significant_test.compute_c_m_hat_improve4_org Source code
mx2cv_seq_significant_test.compute_c_m_hat_improve5_org Source code
mx2cv_seq_significant_test.compute_c_m_hat_improve6_org Source code
mx2cv_seq_significant_test.compute_c_m_hat_improve7_org Source code
mx2cv_seq_significant_test.compute_c_m_hat_improve8_org Source code
mx2cv_seq_significant_test.compute_c_m_hat_improve_org Source code
mx2cv_seq_significant_test.compute_c_m_hat_org Source code
mx2cv_seq_significant_test.compute_c_m_true Source code
mx2cv_seq_significant_test.compute_f_m Source code
mx2cv_seq_significant_test.compute_f_m_hat Source code
mx2cv_seq_significant_test.compute_f_m_hat14 Source code
mx2cv_seq_significant_test.compute_f_m_hat_conv Source code
mx2cv_seq_significant_test.compute_f_m_hat_empirical Source code
mx2cv_seq_significant_test.compute_f_m_hat_empirical_improved Source code
mx2cv_seq_significant_test.compute_f_m_hat_empirical_improved_v2 Source code
mx2cv_seq_significant_test.compute_f_m_hat_empirical_improved_v3 Source code
mx2cv_seq_significant_test.compute_f_m_hat_improve8_org Source code
mx2cv_seq_significant_test.compute_f_m_hat_v2 Source code
mx2cv_seq_significant_test.compute_f_m_hat_v3 Source code
mx2cv_seq_significant_test.compute_f_m_hat_v4 Source code
mx2cv_seq_significant_test.compute_f_m_true Source code
mx2cv_seq_significant_test.perform_task Source code
mx2cv_seq_significant_test.task_config_validation Source code
mx2cv_seq_significant_test.write_output Source code
mx2cv_vote_significant_test.compute_c_m Source code
mx2cv_vote_significant_test.compute_c_m_hat Source code
mx2cv_vote_significant_test.compute_c_m_hat14 Source code
mx2cv_vote_significant_test.compute_c_m_hat_another Source code
mx2cv_vote_significant_test.compute_c_m_hat_as_one Source code
mx2cv_vote_significant_test.compute_c_m_hat_empirical Source code
mx2cv_vote_significant_test.compute_c_m_hat_empirical_improved Source code
mx2cv_vote_significant_test.compute_c_m_hat_empirical_improved_v Source code Source code
mx2cv_vote_significant_test.compute_c_m_hat_improve2_org Source code
mx2cv_vote_significant_test.compute_c_m_hat_improve3_org Source code
mx2cv_vote_significant_test.compute_c_m_hat_improve4_org Source code
mx2cv_vote_significant_test.compute_c_m_hat_improve5_org Source code
mx2cv_vote_significant_test.compute_c_m_hat_improve6_org Source code
mx2cv_vote_significant_test.compute_c_m_hat_improve7_org Source code
mx2cv_vote_significant_test.compute_c_m_hat_improve8_org Source code
mx2cv_vote_significant_test.compute_c_m_hat_improve_org Source code
mx2cv_vote_significant_test.compute_c_m_hat_org Source code
mx2cv_vote_significant_test.compute_f_m_hat Source code
mx2cv_vote_significant_test.compute_f_m_hat14 Source code
mx2cv_vote_significant_test.compute_f_m_hat_conv Source code
mx2cv_vote_significant_test.compute_f_m_hat_empirical Source code
mx2cv_vote_significant_test.compute_f_m_hat_empirical_improved Source code
mx2cv_vote_significant_test.compute_f_m_hat_empirical_improved_v Source code Source code
mx2cv_vote_significant_test.compute_f_m_hat_improve8_org Source code
mx2cv_vote_significant_test.compute_f_m_hat_v2 Source code
mx2cv_vote_significant_test.compute_f_m_hat_v3 Source code
mx2cv_vote_significant_test.compute_f_m_hat_v4 Source code
mx2cv_vote_significant_test.perform_task Source code
mx2cv_vote_significant_test.task_config_validation Source code
mx2cv_vote_significant_test.write_output Source code
mxkcv_seq_correct_t_test.perform_task Source code
mxkcv_seq_correct_t_test.task_config_validation Source code
mxkcv_seq_correct_t_test.write_output Source code
mxkcv_seq_t_test.perform_task Source code
mxkcv_seq_t_test.task_config_validation Source code
mxkcv_seq_t_test.write_output Source code
mxkrcv.Generator Source code
mxkrcv.validation Source code
mxkrcv_inc.Generator Source code
naiveBayes.TrainAndTest Source code
naiveBayes.validation Source code
nb.fit Source code
nb.predict Source code
neuralnet.TrainAndTest Source code
neuralnet.fit Source code
neuralnet.predict Source code
neuralnet.validation Source code
normalized_distance_error Source code
numerator.compute Source code
occurrencesCountOfPartitionSet Source code
one_zero_loss.validation Source code
origin_moment.EstForOneExpr Source code
origin_moment.Estimator Source code
origin_moment.validation Source code
overlappingCountsOfPartitionSet Source code
parkinsons_tot.DataGenerator Source code
parkinsons_tot.validation Source code
perm Source code
prf.Generator Source code
prf.validation Source code
rae.Generator Source code
rae.validation Source code
randomExchangeingIndexes Source code
randomExchangeingObservants Source code
randomExchangeingObservantsStratified Source code
reOrderGroups Source code
readAdData Source code
readPopulation Source code Source code Source code
regrDataBG_nooutliers.DataGenerator Source code
regrDataBG_nooutliers.validation Source code
regrDataBG_outliers.DataGenerator Source code
regrDataBG_outliers.validation Source code
regressionTree.TrainAndTest Source code
regressionTree.fit Source code
regressionTree.predict Source code
regressionTree.validation Source code
rhsbcv.Generator Source code
rhsbcv.validation Source code
rlt.Generator Source code
rlt.validation Source code
rpart.fit Source code
rpart.predict Source code
rse.Generator Source code
rse.validation Source code
rtree.fit Source code
rtree.predict Source code
rtreeModel.TrainAndTest Source code
rtreeModel.validation Source code
sample_variance_estimator_vfcv.EstForOneExpr Source code
sample_variance_estimator_vfcv.Estimator Source code
sample_variance_estimator_vfcv.validation Source code
sc_dlda.TrainAndTest Source code
sc_dlda.validation Source code
sign_test_typeerror.perform_task Source code
sign_test_typeerror.task_config_validation Source code
simNB2003data.DataGenerator Source code
simNB2003data.validate.cov Source code
simNB2003data.validate.mu Source code
simNB2003data.validate.n Source code
simNB2003data.validation Source code
simWYneco2014Expr2.DataGenerator Source code
simWYneco2014Expr2.validation Source code
simpleGaussianYDataSet.DataGenerator Source code
simpleGaussianYDataSet.validation Source code
simpleMeanRegression.TrainAndTest Source code
simpleMeanRegression.validation Source code
slaver.function Source code Source code Source code Source code
sm.fit Source code
sm.predict Source code
squared_loss.Generator Source code
squared_loss.validation Source code
standardVFCV Source code Source code Source code Source code Source code
standardVFCV.Generator Source code
standardVFCV.validation Source code
statCommonElementCount Source code
stepforward.fit Source code
stepforward.predict Source code
stepforwardregr.TrainAndTest Source code
stepforwardregr.validation Source code
stratifiedBalancedMx2cv.Generator Source code
stratifiedBalancedMx2cv.stratifiedStandardVFCV Source code
stratifiedBalancedMx2cv.validation Source code
stratifiedRandomMxVcv.Generator Source code
stratifiedRandomMxVcv.stratifiedStandardVFCV Source code
stratifiedRandomMxVcv.validation Source code
stratifiedStandardVFCV.Generator Source code
svm.TrainAndTest Source code
svm.fit Source code
svm.predict Source code
svm.validation Source code
thyroidData.DataGenerator Source code
thyroidData.validataion Source code
trainAndTestForMultiGroupsOfCV Source code
trainAndTestForOneSampleAndOneCVSplit Source code
trainAndTestRepeatly Source code
trainAndTestRepeatlyByExchangeCount Source code
tree.TrainAndTest Source code
tree.fit Source code
tree.predict Source code
tree.validation Source code
true_performance_simulation.output_result Source code
true_performance_simulation.perform_task Source code
true_performance_simulation.validate_config Source code
twoGaussianMixture.DataGenerator Source code
two_class_with_sigmoid_prob_YU_exampleII.DataGenerator Source code
two_class_with_sigmoid_prob_YU_exampleII.validation Source code
two_normals_classificationDataGenerator Source code Source code
two_normals_classification_y_random.DataGenerator Source code
two_normals_classification_y_random.validation Source code
twobalanceClassificationSample.DataGenerator Source code
twobalanceClassificationSample.validation Source code
uci_adult.DataGenerator Source code
uci_adult.validation Source code
uci_airquality.DataGenerator Source code
uci_airquality.validation Source code
uci_artificial.DataGenerator Source code
uci_artificial.validation Source code
uci_australian.DataGenerator Source code
uci_australian.validation Source code
uci_balance.DataGenerator Source code
uci_balance.validation Source code
uci_bikesharing.DataGenerator Source code
uci_bikesharing.validation Source code
uci_bupa.DataGenerator Source code
uci_bupa.validatioin Source code
uci_car.DataGenerator Source code
uci_car.validation Source code
uci_classification.DataGenerator Source code
uci_classification.readDataAsPopulation Source code
uci_classification.replaceVarNames Source code
uci_classification.validate.mode Source code
uci_classification.validate.name Source code
uci_classification.validation Source code
uci_cmc.DataGenerator Source code
uci_cmc.validation Source code
uci_connect.DataGenerator Source code
uci_connect.validation Source code
uci_credit.DataGenerator Source code
uci_credit.validation Source code
uci_cylinder.DataGenerator Source code
uci_cylinder.validation Source code
uci_dermatology.DataGenerator Source code
uci_dermatology.validation Source code
uci_diabetes.DataGenerator Source code
uci_diabetes.validation Source code
uci_donors.DataGenerator Source code
uci_donors.validation Source code
uci_ecoli.DataGenerator Source code
uci_ecoli.validation Source code
uci_flags.DataGenerator Source code
uci_flags.validation Source code
uci_flare.DataGenerator Source code
uci_flare.validation Source code
uci_german.DataGenerator Source code
uci_german.validation Source code
uci_glass.DataGenerator Source code
uci_glass.validation Source code
uci_haberman.DataGenerator Source code
uci_haberman.validation Source code
uci_hayesroth.DataGenerator Source code
uci_hayesroth.validation Source code
uci_heart.DataGenerator Source code
uci_heart.validation Source code
uci_hepatitis.DataGenerator Source code
uci_hepatitis.validation Source code
uci_horse.DataGenerator Source code
uci_horse.validation Source code
uci_ionosphere.DataGenerator Source code
uci_ionosphere.validation Source code
uci_iris.DataGenerator Source code
uci_iris.validation Source code
uci_krvskp.DataGenerator Source code
uci_krvskp.validation Source code
uci_letter.DataGenerator Source code
uci_letter.validation Source code
uci_magic.DataGenerator Source code
uci_magic.validation Source code
uci_mammographic.DataGenerator Source code
uci_mammographic.validation Source code
uci_monk.DataGenerator Source code
uci_monk.validation Source code
uci_nursery.DataGenerator Source code
uci_nursery.validation Source code
uci_optdigits.DataGenerator Source code
uci_optdigits.validation Source code
uci_page_block.DataGenerator Source code
uci_page_block.validation Source code
uci_parkinsons.DataGenerator Source code
uci_parkinsons.validation Source code
uci_pendigits.DataGenerator Source code
uci_pendigits.validation Source code
uci_pima.DataGenerator Source code
uci_pima.validation Source code
uci_post_operative.DataGenerator Source code
uci_post_operative.validation Source code
uci_promoters.DataGenerator Source code
uci_promoters.validation Source code
uci_satellite47.DataGenerator Source code
uci_satellite47.validation Source code
uci_seed.DataGenerator Source code
uci_seed.validation Source code
uci_spambase.DataGenerator Source code
uci_spambase.validation Source code
uci_spect.DataGenerator Source code
uci_spect.validation Source code
uci_tae.DataGenerator Source code
uci_tae.validation Source code
uci_tic_tac_toe.DataGenerator Source code
uci_tic_tac_toe.validation Source code
uci_titanic.DataGenerator Source code
uci_titanic.validation Source code
uci_transfusion.DataGenerator Source code
uci_transfusion.validation Source code
uci_vehicle.DataGenerator Source code
uci_vehicle.validation Source code
uci_vote.DataGenerator Source code
uci_vote.validation Source code
uci_vowel.DataGenerator Source code
uci_vowel.validation Source code
uci_wave.DataGenerator Source code
uci_wave.validation Source code
uci_wdbc.DataGenerator Source code
uci_wdbc.validation Source code
uci_wine.DataGenerator Source code
uci_wine.validation Source code
uci_wine_quality.DataGenerator Source code
uci_wine_quality.validation Source code
uci_yeast.DataGenerator Source code
uci_yeast.validation Source code
uci_zoo.DataGenerator Source code
uci_zoo.validation Source code
validateSignTestInfo Source code
validateVarEstConf Source code
validationVarianceSimulationConfiguration Source code
var_est1_mx2cv.EstForOneExpr Source code
var_est1_mx2cv.Estimator Source code
var_est1_mx2cv.getfreedegree Source code
var_est1_mx2cv.validation Source code
var_est2_mx2cv.EstForOneExpr Source code
var_est2_mx2cv.Estimator Source code
var_est2_mx2cv.getfreedegree Source code
var_est2_mx2cv.validation Source code
var_est3_mx2cv.EstForOneExpr Source code
var_est3_mx2cv.Estimator Source code
var_est3_mx2cv.getfreedegree Source code
var_est3_mx2cv.validation Source code
var_est_brhs6.EstForOneExpr Source code
var_est_brhs6.validation Source code
var_est_corrected_mxkcv.EstForOneExpr Source code
var_est_corrected_mxkcv.Estimator Source code
var_est_corrected_mxkcv.validation Source code
var_est_dietterich_mx2cv.EstForOneExpr Source code
var_est_dietterich_mx2cv.Estimator Source code
var_est_dietterich_mx2cv.validation Source code
var_est_general_mx2cv.EstForOneExpr Source code
var_est_general_mx2cv.Estimator Source code
var_est_general_mx2cv.validation Source code
var_est_sample_mxkcv.EstForOneExpr Source code
var_est_sample_mxkcv.Estimator Source code
var_est_sample_mxkcv.validation Source code
variance_simulation_cv.compute_regularized_variance_estimator Source code
variance_simulation_cv.compute_variance Source code
variance_simulation_cv.perform_task Source code
variance_simulation_cv.reg_est_with_ci_r_bound Source code
variance_simulation_cv.reg_est_with_cust_fun Source code
variance_simulation_cv.reg_est_with_no_reg Source code
variance_simulation_cv.reg_est_with_std_est Source code
variance_simulation_cv.reg_est_with_var_est Source code
variance_simulation_cv.summary_reg_result Source code
variance_simulation_cv.task_config_validation Source code
variance_simulation_cv.write_output Source code
vfcv_paired_t_test.process Source code
vfcv_paired_t_test.validate Source code
weka_dataset_loader.DataGenerator Source code
weka_dataset_loader.replaceVarNames Source code
weka_dataset_loader.validation Source code
wine_quality_white.DataGenerator Source code
wine_quality_white.validation Source code
yieldToySamples Source code
RamboWANG/RegularizedCrossValidation documentation built on Oct. 10, 2019, 5:55 a.m.