Module: FSelector
- Defined in:
- lib/fselector.rb,
lib/fselector/ensemble.rb,
lib/fselector/algo_base/base.rb,
lib/fselector/algo_both/Random.rb,
lib/fselector/algo_base/base_CFS.rb,
lib/fselector/algo_discrete/CFS_d.rb,
lib/fselector/algo_discrete/Power.rb,
lib/fselector/algo_discrete/G-Mean.rb,
lib/fselector/algo_base/base_Relief.rb,
lib/fselector/algo_continuous/CFS_c.rb,
lib/fselector/algo_base/base_ReliefF.rb,
lib/fselector/algo_both/RandomSubset.rb,
lib/fselector/algo_continuous/F-Test.rb,
lib/fselector/algo_discrete/Accuracy.rb,
lib/fselector/algo_discrete/INTERACT.rb,
lib/fselector/algo_discrete/Relief_d.rb,
lib/fselector/algo_base/base_discrete.rb,
lib/fselector/algo_continuous/BSS_WSS.rb,
lib/fselector/algo_continuous/KS-CCBF.rb,
lib/fselector/algo_continuous/KS-Test.rb,
lib/fselector/algo_continuous/T-Score.rb,
lib/fselector/algo_discrete/F1Measure.rb,
lib/fselector/algo_discrete/GiniIndex.rb,
lib/fselector/algo_discrete/J-Measure.rb,
lib/fselector/algo_discrete/OddsRatio.rb,
lib/fselector/algo_discrete/Precision.rb,
lib/fselector/algo_discrete/ReliefF_d.rb,
lib/fselector/algo_both/LasVegasFilter.rb,
lib/fselector/algo_continuous/P-Metric.rb,
lib/fselector/algo_continuous/Relief_c.rb,
lib/fselector/algo_base/base_continuous.rb,
lib/fselector/algo_continuous/ReliefF_c.rb,
lib/fselector/algo_discrete/Sensitivity.rb,
lib/fselector/algo_discrete/Specificity.rb,
lib/fselector/algo_discrete/McNemarsTest.rb,
lib/fselector/algo_discrete/KL-Divergence.rb,
lib/fselector/algo_discrete/ChiSquaredTest.rb,
lib/fselector/algo_discrete/GSSCoefficient.rb,
lib/fselector/algo_both/LasVegasIncremental.rb,
lib/fselector/algo_discrete/InformationGain.rb,
lib/fselector/algo_discrete/AccuracyBalanced.rb,
lib/fselector/algo_discrete/FishersExactTest.rb,
lib/fselector/algo_discrete/ProbabilityRatio.rb,
lib/fselector/algo_continuous/WilcoxonRankSum.rb,
lib/fselector/algo_discrete/DocumentFrequency.rb,
lib/fselector/algo_discrete/MutualInformation.rb,
lib/fselector/algo_discrete/BiNormalSeparation.rb,
lib/fselector/algo_discrete/OddsRatioNumerator.rb,
lib/fselector/algo_discrete/CorrelationCoefficient.rb,
lib/fselector/algo_discrete/SymmetricalUncertainty.rb,
lib/fselector/algo_discrete/FastCorrelationBasedFilter.rb,
lib/fselector/algo_discrete/MatthewsCorrelationCoefficient.rb
Overview
FSelector: a Ruby gem for feature selection and ranking
Defined Under Namespace
Classes: Accuracy, AccuracyBalanced, Base, BaseCFS, BaseContinuous, BaseDiscrete, BaseEnsemble, BaseRelief, BaseReliefF, BetweenWithinClassesSumOfSquare, BiNormalSeparation, CFS_c, CFS_d, ChiSquaredTest, CorrelationCoefficient, DocumentFrequency, EnsembleMultiple, EnsembleSingle, F1Measure, FTest, FastCorrelationBasedFilter, FishersExactTest, GMean, GSSCoefficient, GiniIndex, INTERACT, InformationGain, JMeasure, KLDivergence, KSTest, KS_CCBF, LasVegasFilter, LasVegasIncremental, MatthewsCorrelationCoefficient, McNemarsTest, MutualInformation, OddsRatio, OddsRatioNumerator, PMetric, Power, Precision, ProbabilityRatio, Random, RandomSubset, ReliefF_c, ReliefF_d, Relief_c, Relief_d, Sensitivity, Specificity, SymmetricalUncertainty, TScore, WilcoxonRankSum
Constant Summary collapse
- VERSION =
module version
'1.4.0'- Rand =
shortcut so that you can use FSelector::Rand instead of FSelector::Random
Random- GM =
shortcut so that you can use FSelector::GM instead of FSelector::GMean
GMean- RandS =
shortcut so that you can use FSelector::RandS instead of FSelector::RandomSubset
RandomSubset- FT =
shortcut so that you can use FSelector::FT instead of FSelector::FTest
FTest- Acc =
shortcut so that you can use FSelector::Acc instead of FSelector::Accuracy
Accuracy- BSS_WSS =
shortcut so that you can use FSelector::BSS_WSS instead of FSelector::BetweenWithinClassesSumOfSquare
BetweenWithinClassesSumOfSquare- KST =
shortcut so that you can use FSelector::KST instead of FSelector::KSTest
KSTest- TS =
shortcut so that you can use FSelector::TS instead of FSelector::TScore
TScore- F1 =
shortcut so that you can use FSelector::F1 instead of FSelector::F1Measure
F1Measure- GI =
shortcut so that you can use FSelector::GI instead of FSelector::GiniIndex
GiniIndex- JM =
shortcut so that you can use FSelector::JM instead of FSelector::JMeasure
JMeasure- Odd =
shortcut so that you can use FSelector::Odd instead of FSelector::OddsRatio
OddsRatio- LVF =
shortcut so that you can use FSelector::LVF instead of FSelector::LasVegasFilter
LasVegasFilter- PM =
shortcut so that you can use FSelector::PM instead of FSelector::PMetric
PMetric- SN =
shortcut so that you can use FSelector::SN instead of FSelector::Sensitivity
Sensitivity- Recall =
Sensitivity, also known as Recall
Sensitivity- SP =
shortcut so that you can use FSelector::SP instead of FSelector::Specificity
Specificity- MNT =
shortcut so that you can use FSelector::MNT instead of FSelector::McNemarsTest
McNemarsTest- KLD =
shortcut so that you can use FSelector::KLD instead of FSelector::KLDivergence
KLDivergence- CHI =
shortcut so that you can use FSelector::CHI instead of FSelector::ChiSquaredTest
ChiSquaredTest- GSS =
shortcut so that you can use FSelector::GSS instead of FSelector::GSSCoefficient
GSSCoefficient- LVI =
shortcut so that you can use FSelector::LVI instead of FSelector::LasVegasIncremental
LasVegasIncremental- IG =
shortcut so that you can use FSelector::IG instead of FSelector::InformationGain
InformationGain- Acc2 =
shortcut so that you can use FSelector::Acc2 instead of FSelector::AccuracyBalanced
AccuracyBalanced- FET =
shortcut so that you can use FSelector::FET instead of FSelector::FishersExactTest
FishersExactTest- PR =
shortcut so that you can use FSelector::PR instead of FSelector::ProbabilityRatio
ProbabilityRatio- WRS =
shortcut so that you can use FSelector::WRS instead of FSelector::WilcoxonRankSum
WilcoxonRankSum- DF =
shortcut so that you can use FSelector::DF instead of FSelector::DocumentFrequency
DocumentFrequency- MI =
shortcut so that you can use FSelector::MI instead of FSelector::MutualInformation
MutualInformation- BNS =
shortcut so that you can use FSelector::BNS instead of FSelector::BiNormalSeparation
BiNormalSeparation- OddN =
shortcut so that you can use FSelector::OddN instead of FSelector::OddsRatioNumerator
OddsRatioNumerator- CC =
shortcut so that you can use FSelector::CC instead of FSelector::CorrelationCoefficient
CorrelationCoefficient- SU =
shortcut so that you can use FSelector::SU instead of FSelector::SymmetricalUncertainty
SymmetricalUncertainty- FCBF =
shortcut so that you can use FSelector::FCBF instead of FSelector::FastCorrelationBasedFilter
FastCorrelationBasedFilter- MCC =
shortcut so that you can use FSelector::MCC instead of FSelector::MatthewsCorrelationCoefficient
MatthewsCorrelationCoefficient- PHI =
Matthews Correlation Coefficient (MCC), also known as Phi coefficient
MatthewsCorrelationCoefficient