NoiseFiltersR: Label Noise Filters for Data Preprocessing in Classification

An extensive implementation of state-of-the-art and classical algorithms to preprocess label noise in classification problems.

Author
Pablo Morales [aut], Julian Luengo [aut, cre], Luis P.F. Garcia [aut], Ana C. Lorena [aut], Andre C.P.L.F. de Carvalho [aut], Francisco Herrera [aut]
Date of publication
2016-06-24 12:34:50
Maintainer
Julian Luengo <julianlm@decsai.ugr.es>
License
GPL-3
Version
0.1.0

View on CRAN

Man pages

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

Files in this package

NoiseFiltersR
NoiseFiltersR/inst
NoiseFiltersR/inst/doc
NoiseFiltersR/inst/doc/NoiseFiltersR.R
NoiseFiltersR/inst/doc/NoiseFiltersR.Rnw
NoiseFiltersR/inst/doc/NoiseFiltersR.pdf
NoiseFiltersR/tests
NoiseFiltersR/tests/testthat.R
NoiseFiltersR/tests/testthat
NoiseFiltersR/tests/testthat/test-GE.r
NoiseFiltersR/tests/testthat/test-TomekLinks.r
NoiseFiltersR/tests/testthat/test-hybridRepairFilter.r
NoiseFiltersR/NAMESPACE
NoiseFiltersR/NEWS.md
NoiseFiltersR/R
NoiseFiltersR/R/C45ensembles.R
NoiseFiltersR/R/GE.R
NoiseFiltersR/R/TomekLinks.R
NoiseFiltersR/R/ORBoostFilter.R
NoiseFiltersR/R/DROP.R
NoiseFiltersR/R/BBNR.R
NoiseFiltersR/R/IPF.R
NoiseFiltersR/R/hybridRepairFilter.R
NoiseFiltersR/R/EdgeBoostFilter.R
NoiseFiltersR/R/ModeFilter.R
NoiseFiltersR/R/dynamicCF.R
NoiseFiltersR/R/saturationFilter.R
NoiseFiltersR/R/AENN.R
NoiseFiltersR/R/EWF.R
NoiseFiltersR/R/filterMethods.R
NoiseFiltersR/R/PRISM.R
NoiseFiltersR/R/CVCF.R
NoiseFiltersR/R/CNN.R
NoiseFiltersR/R/EF.R
NoiseFiltersR/R/ENN.R
NoiseFiltersR/R/HARF.R
NoiseFiltersR/R/RNN.R
NoiseFiltersR/R/PF.R
NoiseFiltersR/R/ENG.R
NoiseFiltersR/R/INFFC.R
NoiseFiltersR/vignettes
NoiseFiltersR/vignettes/filterTable.eps
NoiseFiltersR/vignettes/documentationGE.png
NoiseFiltersR/vignettes/filterTable-eps-converted-to.pdf
NoiseFiltersR/vignettes/NoiseFiltersR-concordance.tex
NoiseFiltersR/vignettes/morales.bib
NoiseFiltersR/vignettes/callingEF.png
NoiseFiltersR/vignettes/callingFilter.png
NoiseFiltersR/vignettes/NoiseFiltersR.Rnw
NoiseFiltersR/README.md
NoiseFiltersR/MD5
NoiseFiltersR/build
NoiseFiltersR/build/vignette.rds
NoiseFiltersR/DESCRIPTION
NoiseFiltersR/man
NoiseFiltersR/man/summary.filter.Rd
NoiseFiltersR/man/CNN.Rd
NoiseFiltersR/man/saturationFilter.Rd
NoiseFiltersR/man/C45ensembles.Rd
NoiseFiltersR/man/AENN.Rd
NoiseFiltersR/man/DROP.Rd
NoiseFiltersR/man/hybridRepairFilter.Rd
NoiseFiltersR/man/dynamicCF.Rd
NoiseFiltersR/man/INFFC.Rd
NoiseFiltersR/man/TomekLinks.Rd
NoiseFiltersR/man/EWF.Rd
NoiseFiltersR/man/CVCF.Rd
NoiseFiltersR/man/edgeBoostFilter.Rd
NoiseFiltersR/man/ModeFilter.Rd
NoiseFiltersR/man/ENG.Rd
NoiseFiltersR/man/HARF.Rd
NoiseFiltersR/man/PRISM.Rd
NoiseFiltersR/man/EF.Rd
NoiseFiltersR/man/PF.Rd
NoiseFiltersR/man/IPF.Rd
NoiseFiltersR/man/BBNR.Rd
NoiseFiltersR/man/RNN.Rd
NoiseFiltersR/man/ENN.Rd
NoiseFiltersR/man/GE.Rd
NoiseFiltersR/man/ORBoostFilter.Rd