sgpp::datadriven::RegularizationConfiguration Struct Reference

#include <RegularizationConfiguration.hpp>

Public Attributes
double	convergenceThreshold_ = 1e-5
double	exponentBase_ = 1.0
double	intervalA_ = 1e-15
double	intervalB_ = 1.0
double	l1Ratio_ = 0.0
double	lambda_ = 0.01
double	lambda_end_ = 0.01
bool	lambda_log_scale_ = false
double	lambda_steps_ = 0
double	lamda_start_ = 0.01
bool	optimizeLambda_ = false
double	optimizerTolerance_ = 1e-15
RegularizationMetricType	regularizationMetric_ = RegularizationMetricType::residual
RegularizationType	type_ = RegularizationType::Identity

Member Data Documentation

convergenceThreshold_

double sgpp::datadriven::RegularizationConfiguration::convergenceThreshold_ = 1e-5

Referenced by sgpp::datadriven::DMConfigTools::dumpToStream(), sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

exponentBase_

double sgpp::datadriven::RegularizationConfiguration::exponentBase_ = 1.0

Referenced by sgpp::datadriven::DBMatObjectStore::ObjectContainer::configMatches(), sgpp::datadriven::DMConfigTools::dumpToStream(), sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

intervalA_

double sgpp::datadriven::RegularizationConfiguration::intervalA_ = 1e-15

Referenced by sgpp::datadriven::DMConfigTools::dumpToStream(), sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

intervalB_

double sgpp::datadriven::RegularizationConfiguration::intervalB_ = 1.0

Referenced by sgpp::datadriven::DMConfigTools::dumpToStream(), sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

l1Ratio_

double sgpp::datadriven::RegularizationConfiguration::l1Ratio_ = 0.0

Referenced by sgpp::datadriven::DBMatObjectStore::ObjectContainer::configMatches(), sgpp::datadriven::DMConfigTools::dumpToStream(), sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

lambda_

double sgpp::datadriven::RegularizationConfiguration::lambda_ = 0.01

Referenced by sgpp::datadriven::DBMatOfflineGE::buildMatrix(), sgpp::datadriven::LearnerSGDEOnOffParallel::computeNewSystemMatrixDecomposition(), sgpp::datadriven::DBMatOfflineOrthoAdapt::decomposeMatrix(), sgpp::datadriven::DBMatOfflineOrthoAdapt::decomposeMatrixParallel(), sgpp::datadriven::DMConfigTools::dumpToStream(), sgpp::datadriven::ModelFittingDensityEstimationCombi::fit(), sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig(), sgpp::datadriven::LearnerSGDEOnOffParallel::LearnerSGDEOnOffParallel(), sgpp::datadriven::DBMatDatabase::putDataMatrix(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

lambda_end_

double sgpp::datadriven::RegularizationConfiguration::lambda_end_ = 0.01

Referenced by sgpp::datadriven::DMConfigTools::dumpToStream(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

lambda_log_scale_

bool sgpp::datadriven::RegularizationConfiguration::lambda_log_scale_ = false

Referenced by sgpp::datadriven::DMConfigTools::dumpToStream(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

lambda_steps_

double sgpp::datadriven::RegularizationConfiguration::lambda_steps_ = 0

Referenced by sgpp::datadriven::DMConfigTools::dumpToStream(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

lamda_start_

double sgpp::datadriven::RegularizationConfiguration::lamda_start_ = 0.01

Referenced by sgpp::datadriven::DMConfigTools::dumpToStream(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

optimizeLambda_

bool sgpp::datadriven::RegularizationConfiguration::optimizeLambda_ = false

Referenced by sgpp::datadriven::DMConfigTools::dumpToStream(), sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

optimizerTolerance_

double sgpp::datadriven::RegularizationConfiguration::optimizerTolerance_ = 1e-15

Referenced by sgpp::datadriven::DMConfigTools::dumpToStream(), sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig(), and sgpp::datadriven::FitterConfiguration::setupDefaults().

regularizationMetric_

RegularizationMetricType sgpp::datadriven::RegularizationConfiguration::regularizationMetric_ = RegularizationMetricType::residual

Referenced by sgpp::datadriven::ScorerFactory::buildRegularizationScorer(), and sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig().

type_

RegularizationType sgpp::datadriven::RegularizationConfiguration::type_ = RegularizationType::Identity

Referenced by sgpp::datadriven::DBMatOfflineGE::buildMatrix(), sgpp::datadriven::LearnerSGDE::computeRegularizationMatrix(), sgpp::datadriven::SparseGridDensityEstimator::computeRegularizationMatrix(), sgpp::datadriven::DBMatObjectStore::ObjectContainer::configMatches(), sgpp::datadriven::RosenblattTransformation::createSGDELearner(), sgpp::datadriven::DMConfigTools::dumpToStream(), sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig(), sgpp::datadriven::LearnerSGDEConfiguration::initConfig(), sgpp::datadriven::SparseGridDensityEstimatorConfiguration::initConfig(), sgpp::datadriven::LearnerSGDEConfiguration::LearnerSGDEConfiguration(), sgpp::datadriven::FitterConfiguration::setupDefaults(), and sgpp::datadriven::SparseGridDensityEstimatorConfiguration::SparseGridDensityEstimatorConfiguration().

---

The documentation for this struct was generated from the following file:

• datadriven/src/sgpp/datadriven/configuration/RegularizationConfiguration.hpp