Label Noise Filters for Data Preprocessing in Classification


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Documentation for package ‘NoiseFiltersR’ version 0.1.0

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AENN All-k Edited Nearest Neighbors
AENN.default All-k Edited Nearest Neighbors
AENN.formula All-k Edited Nearest Neighbors
BBNR Blame Based Noise Reduction
BBNR.default Blame Based Noise Reduction
BBNR.formula Blame Based Noise Reduction
C45ensembles Classical Filters based on C4.5
C45iteratedVotingFilter Classical Filters based on C4.5
C45iteratedVotingFilter.default Classical Filters based on C4.5
C45iteratedVotingFilter.formula Classical Filters based on C4.5
C45robustFilter Classical Filters based on C4.5
C45robustFilter.default Classical Filters based on C4.5
C45robustFilter.formula Classical Filters based on C4.5
C45votingFilter Classical Filters based on C4.5
C45votingFilter.default Classical Filters based on C4.5
C45votingFilter.formula Classical Filters based on C4.5
classifSF Saturation Filters
classifSF.default Saturation Filters
classifSF.formula Saturation Filters
CNN Condensed Nearest Neighbors
CNN.default Condensed Nearest Neighbors
CNN.formula Condensed Nearest Neighbors
consensusSF Saturation Filters
consensusSF.default Saturation Filters
consensusSF.formula Saturation Filters
CVCF Cross-Validated Committees Filter
CVCF.default Cross-Validated Committees Filter
CVCF.formula Cross-Validated Committees Filter
DROP Decremental Reduction Optimization Procedures
DROP1 Decremental Reduction Optimization Procedures
DROP1.default Decremental Reduction Optimization Procedures
DROP1.formula Decremental Reduction Optimization Procedures
DROP2 Decremental Reduction Optimization Procedures
DROP2.default Decremental Reduction Optimization Procedures
DROP2.formula Decremental Reduction Optimization Procedures
DROP3 Decremental Reduction Optimization Procedures
DROP3.default Decremental Reduction Optimization Procedures
DROP3.formula Decremental Reduction Optimization Procedures
dynamicCF Dynamic Classification Filter
dynamicCF.default Dynamic Classification Filter
dynamicCF.formula Dynamic Classification Filter
edgeBoostFilter Edge Boosting Filter
edgeBoostFilter.default Edge Boosting Filter
edgeBoostFilter.formula Edge Boosting Filter
EF Ensemble Filter
EF.default Ensemble Filter
EF.formula Ensemble Filter
ENG Editing with Neighbor Graphs
ENG.default Editing with Neighbor Graphs
ENG.formula Editing with Neighbor Graphs
ENN Edited Nearest Neighbors
ENN.default Edited Nearest Neighbors
ENN.formula Edited Nearest Neighbors
EWF Edge Weight Filter
EWF.default Edge Weight Filter
EWF.formula Edge Weight Filter
GE Generalized Edition
GE.default Generalized Edition
GE.formula Generalized Edition
HARF High Agreement Random Forest
HARF.default High Agreement Random Forest
HARF.formula High Agreement Random Forest
hybridRepairFilter Hybrid Repair-Remove Filter
hybridRepairFilter.default Hybrid Repair-Remove Filter
hybridRepairFilter.formula Hybrid Repair-Remove Filter
INFFC Iterative Noise Filter based on the Fusion of Classifiers
INFFC.default Iterative Noise Filter based on the Fusion of Classifiers
INFFC.formula Iterative Noise Filter based on the Fusion of Classifiers
IPF Iterative Partitioning Filter
IPF.default Iterative Partitioning Filter
IPF.formula Iterative Partitioning Filter
ModeFilter Mode Filter
ModeFilter.default Mode Filter
ModeFilter.formula Mode Filter
ORBoostFilter Outlier Removal Boosting Filter
ORBoostFilter.default Outlier Removal Boosting Filter
ORBoostFilter.formula Outlier Removal Boosting Filter
PF Partitioning Filter
PF.default Partitioning Filter
PF.formula Partitioning Filter
PRISM PReprocessing Instances that Should be Misclassified
PRISM.default PReprocessing Instances that Should be Misclassified
PRISM.formula PReprocessing Instances that Should be Misclassified
RNN Reduced Nearest Neighbors
RNN.default Reduced Nearest Neighbors
RNN.formula Reduced Nearest Neighbors
saturationFilter Saturation Filters
saturationFilter.default Saturation Filters
saturationFilter.formula Saturation Filters
summary.filter Summary method for class filter
TomekLinks TomekLinks
TomekLinks.default TomekLinks
TomekLinks.formula TomekLinks