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.

AuthorPablo 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 publication2016-06-24 12:34:50
MaintainerJulian Luengo <julianlm@decsai.ugr.es>
LicenseGPL-3
Version0.1.0

View on CRAN

Functions

AENN Man page
AENN.default Man page
AENN.formula Man page
BBNR Man page
BBNR.default Man page
BBNR.formula Man page
C45ensembles Man page
C45iteratedVotingFilter Man page
C45iteratedVotingFilter.default Man page
C45iteratedVotingFilter.formula Man page
C45robustFilter Man page
C45robustFilter.default Man page
C45robustFilter.formula Man page
C45votingFilter Man page
C45votingFilter.default Man page
C45votingFilter.formula Man page
classifSF Man page
classifSF.default Man page
classifSF.formula Man page
CNN Man page
CNN.default Man page
CNN.formula Man page
consensusSF Man page
consensusSF.default Man page
consensusSF.formula Man page
CVCF Man page
CVCF.default Man page
CVCF.formula Man page
DROP Man page
DROP1 Man page
DROP1.default Man page
DROP1.formula Man page
DROP2 Man page
DROP2.default Man page
DROP2.formula Man page
DROP3 Man page
DROP3.default Man page
DROP3.formula Man page
dynamicCF Man page
dynamicCF.default Man page
dynamicCF.formula Man page
edgeBoostFilter Man page
edgeBoostFilter.default Man page
edgeBoostFilter.formula Man page
EF Man page
EF.default Man page
EF.formula Man page
ENG Man page
ENG.default Man page
ENG.formula Man page
ENN Man page
ENN.default Man page
ENN.formula Man page
EWF Man page
EWF.default Man page
EWF.formula Man page
GE Man page
GE.default Man page
GE.formula Man page
HARF Man page
HARF.default Man page
HARF.formula Man page
hybridRepairFilter Man page
hybridRepairFilter.default Man page
hybridRepairFilter.formula Man page
INFFC Man page
INFFC.default Man page
INFFC.formula Man page
IPF Man page
IPF.default Man page
IPF.formula Man page
ModeFilter Man page
ModeFilter.default Man page
ModeFilter.formula Man page
ORBoostFilter Man page
ORBoostFilter.default Man page
ORBoostFilter.formula Man page
PF Man page
PF.default Man page
PF.formula Man page
PRISM Man page
PRISM.default Man page
PRISM.formula Man page
RNN Man page
RNN.default Man page
RNN.formula Man page
saturationFilter Man page
saturationFilter.default Man page
saturationFilter.formula Man page
summary.filter Man page
TomekLinks Man page
TomekLinks.default Man page
TomekLinks.formula Man page

Files

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

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

Please suggest features or report bugs with the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.