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

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

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

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