R: Noise Models for Classification Datasets

# Noise Models for Classification Datasets

## Documentation for package ‘noisemodel’ version 1.0.2

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Package NEWS

## Help Pages

A B C D E F G H I L M N O P Q S U

## -- A --

asy_def_ln | Asymmetric default label noise
asy_def_ln.default | Asymmetric default label noise
asy_def_ln.formula | Asymmetric default label noise
asy_int_an | Asymmetric interval-based attribute noise
asy_int_an.default | Asymmetric interval-based attribute noise
asy_int_an.formula | Asymmetric interval-based attribute noise
asy_spa_ln | Asymmetric sparse label noise
asy_spa_ln.default | Asymmetric sparse label noise
asy_spa_ln.formula | Asymmetric sparse label noise
asy_uni_an | Asymmetric uniform attribute noise
asy_uni_an.default | Asymmetric uniform attribute noise
asy_uni_an.formula | Asymmetric uniform attribute noise
asy_uni_ln | Asymmetric uniform label noise
asy_uni_ln.default | Asymmetric uniform label noise
asy_uni_ln.formula | Asymmetric uniform label noise
attm_uni_ln | Attribute-mean uniform label noise
attm_uni_ln.default | Attribute-mean uniform label noise
attm_uni_ln.formula | Attribute-mean uniform label noise

## -- B --

boud_gau_an | Boundary/dependent Gaussian attribute noise
boud_gau_an.default | Boundary/dependent Gaussian attribute noise
boud_gau_an.formula | Boundary/dependent Gaussian attribute noise

## -- C --

clu_vot_ln | Clustering-based voting label noise
clu_vot_ln.default | Clustering-based voting label noise
clu_vot_ln.formula | Clustering-based voting label noise

## -- D --

diris2D | diris2D dataset

## -- E --

exps_cuni_ln | Exponential/smudge completely-uniform label noise
exps_cuni_ln.default | Exponential/smudge completely-uniform label noise
exps_cuni_ln.formula | Exponential/smudge completely-uniform label noise
exp_bor_ln | Exponential borderline label noise
exp_bor_ln.default | Exponential borderline label noise
exp_bor_ln.formula | Exponential borderline label noise

## -- F --

fra_bdir_ln | Fraud bidirectional label noise
fra_bdir_ln.default | Fraud bidirectional label noise
fra_bdir_ln.formula | Fraud bidirectional label noise

## -- G --

gam_bor_ln | Gamma borderline label noise
gam_bor_ln.default | Gamma borderline label noise
gam_bor_ln.formula | Gamma borderline label noise
gaum_bor_ln | Gaussian-mixture borderline label noise
gaum_bor_ln.default | Gaussian-mixture borderline label noise
gaum_bor_ln.formula | Gaussian-mixture borderline label noise
gau_bor_ln | Gaussian borderline label noise
gau_bor_ln.default | Gaussian borderline label noise
gau_bor_ln.formula | Gaussian borderline label noise
glev_uni_ln | Gaussian-level uniform label noise
glev_uni_ln.default | Gaussian-level uniform label noise
glev_uni_ln.formula | Gaussian-level uniform label noise

## -- H --

hubp_uni_ln | Hubness-proportional uniform label noise
hubp_uni_ln.default | Hubness-proportional uniform label noise
hubp_uni_ln.formula | Hubness-proportional uniform label noise

## -- I --

imp_int_an | Importance interval-based attribute noise
imp_int_an.default | Importance interval-based attribute noise
imp_int_an.formula | Importance interval-based attribute noise
iris2D | iris2D dataset
irs_bdir_ln | IR-stable bidirectional label noise
irs_bdir_ln.default | IR-stable bidirectional label noise
irs_bdir_ln.formula | IR-stable bidirectional label noise

## -- L --

lap_bor_ln | Laplace borderline label noise
lap_bor_ln.default | Laplace borderline label noise
lap_bor_ln.formula | Laplace borderline label noise
larm_uni_ln | Large-margin uniform label noise
larm_uni_ln.default | Large-margin uniform label noise
larm_uni_ln.formula | Large-margin uniform label noise

## -- M --

maj_udir_ln | Majority-class unidirectional label noise
maj_udir_ln.default | Majority-class unidirectional label noise
maj_udir_ln.formula | Majority-class unidirectional label noise
mind_bdir_ln | Minority-driven bidirectional label noise
mind_bdir_ln.default | Minority-driven bidirectional label noise
mind_bdir_ln.formula | Minority-driven bidirectional label noise
minp_uni_ln | Minority-proportional uniform label noise
minp_uni_ln.default | Minority-proportional uniform label noise
minp_uni_ln.formula | Minority-proportional uniform label noise
mis_pre_ln | Misclassification prediction label noise
mis_pre_ln.default | Misclassification prediction label noise
mis_pre_ln.formula | Misclassification prediction label noise
mulc_udir_ln | Multiple-class unidirectional label noise
mulc_udir_ln.default | Multiple-class unidirectional label noise
mulc_udir_ln.formula | Multiple-class unidirectional label noise

## -- N --

nei_bor_ln | Neighborwise borderline label noise
nei_bor_ln.default | Neighborwise borderline label noise
nei_bor_ln.formula | Neighborwise borderline label noise
nlin_bor_ln | Non-linearwise borderline label noise
nlin_bor_ln.default | Non-linearwise borderline label noise
nlin_bor_ln.formula | Non-linearwise borderline label noise

## -- O --

oned_uni_ln | One-dimensional uniform label noise
oned_uni_ln.default | One-dimensional uniform label noise
oned_uni_ln.formula | One-dimensional uniform label noise
opes_idnn_ln | Open-set ID/nearest-neighbor label noise
opes_idnn_ln.default | Open-set ID/nearest-neighbor label noise
opes_idnn_ln.formula | Open-set ID/nearest-neighbor label noise
opes_idu_ln | Open-set ID/uniform label noise
opes_idu_ln.default | Open-set ID/uniform label noise
opes_idu_ln.formula | Open-set ID/uniform label noise

## -- P --

pai_bdir_ln | Pairwise bidirectional label noise
pai_bdir_ln.default | Pairwise bidirectional label noise
pai_bdir_ln.formula | Pairwise bidirectional label noise
plot.ndmodel | Plot function for class ndmodel
pmd_con_ln | PMD-based confidence label noise
pmd_con_ln.default | PMD-based confidence label noise
pmd_con_ln.formula | PMD-based confidence label noise
print.ndmodel | Print function for class ndmodel

## -- Q --

qua_uni_ln | Quadrant-based uniform label noise
qua_uni_ln.default | Quadrant-based uniform label noise
qua_uni_ln.formula | Quadrant-based uniform label noise

## -- S --

sco_con_ln | Score-based confidence label noise
sco_con_ln.default | Score-based confidence label noise
sco_con_ln.formula | Score-based confidence label noise
sigb_uni_ln | Sigmoid-bounded uniform label noise
sigb_uni_ln.default | Sigmoid-bounded uniform label noise
sigb_uni_ln.formula | Sigmoid-bounded uniform label noise
smam_bor_ln | Small-margin borderline label noise
smam_bor_ln.default | Small-margin borderline label noise
smam_bor_ln.formula | Small-margin borderline label noise
smu_cuni_ln | Smudge-based completely-uniform label noise
smu_cuni_ln.default | Smudge-based completely-uniform label noise
smu_cuni_ln.formula | Smudge-based completely-uniform label noise
summary.ndmodel | Summary function for class ndmodel
symd_gau_an | Symmetric/dependent Gaussian attribute noise
symd_gau_an.default | Symmetric/dependent Gaussian attribute noise
symd_gau_an.formula | Symmetric/dependent Gaussian attribute noise
symd_gimg_an | Symmetric/dependent Gaussian-image attribute noise
symd_gimg_an.default | Symmetric/dependent Gaussian-image attribute noise
symd_gimg_an.formula | Symmetric/dependent Gaussian-image attribute noise
symd_rpix_an | Symmetric/dependent random-pixel attribute noise
symd_rpix_an.default | Symmetric/dependent random-pixel attribute noise
symd_rpix_an.formula | Symmetric/dependent random-pixel attribute noise
symd_uni_an | Symmetric/dependent uniform attribute noise
symd_uni_an.default | Symmetric/dependent uniform attribute noise
symd_uni_an.formula | Symmetric/dependent uniform attribute noise
sym_adj_ln | Symmetric adjacent label noise
sym_adj_ln.default | Symmetric adjacent label noise
sym_adj_ln.formula | Symmetric adjacent label noise
sym_cen_ln | Symmetric center-based label noise
sym_cen_ln.default | Symmetric center-based label noise
sym_cen_ln.formula | Symmetric center-based label noise
sym_con_ln | Symmetric confusion label noise
sym_con_ln.default | Symmetric confusion label noise
sym_con_ln.formula | Symmetric confusion label noise
sym_cuni_an | Symmetric completely-uniform attribute noise
sym_cuni_an.default | Symmetric completely-uniform attribute noise
sym_cuni_an.formula | Symmetric completely-uniform attribute noise
sym_cuni_cn | Symmetric completely-uniform combined noise
sym_cuni_cn.default | Symmetric completely-uniform combined noise
sym_cuni_cn.formula | Symmetric completely-uniform combined noise
sym_cuni_ln | Symmetric completely-uniform label noise
sym_cuni_ln.default | Symmetric completely-uniform label noise
sym_cuni_ln.formula | Symmetric completely-uniform label noise
sym_ddef_ln | Symmetric double-default label noise
sym_ddef_ln.default | Symmetric double-default label noise
sym_ddef_ln.formula | Symmetric double-default label noise
sym_def_ln | Symmetric default label noise
sym_def_ln.default | Symmetric default label noise
sym_def_ln.formula | Symmetric default label noise
sym_dia_ln | Symmetric diametrical label noise
sym_dia_ln.default | Symmetric diametrical label noise
sym_dia_ln.formula | Symmetric diametrical label noise
sym_dran_ln | Symmetric double-random label noise
sym_dran_ln.default | Symmetric double-random label noise
sym_dran_ln.formula | Symmetric double-random label noise
sym_end_an | Symmetric end-directed attribute noise
sym_end_an.default | Symmetric end-directed attribute noise
sym_end_an.formula | Symmetric end-directed attribute noise
sym_exc_ln | Symmetric exchange label noise
sym_exc_ln.default | Symmetric exchange label noise
sym_exc_ln.formula | Symmetric exchange label noise
sym_gau_an | Symmetric Gaussian attribute noise
sym_gau_an.default | Symmetric Gaussian attribute noise
sym_gau_an.formula | Symmetric Gaussian attribute noise
sym_hienc_ln | Symmetric hierarchical/next-class label noise
sym_hienc_ln.default | Symmetric hierarchical/next-class label noise
sym_hienc_ln.formula | Symmetric hierarchical/next-class label noise
sym_hie_ln | Symmetric hierarchical label noise
sym_hie_ln.default | Symmetric hierarchical label noise
sym_hie_ln.formula | Symmetric hierarchical label noise
sym_int_an | Symmetric interval-based attribute noise
sym_int_an.default | Symmetric interval-based attribute noise
sym_int_an.formula | Symmetric interval-based attribute noise
sym_natd_ln | Symmetric natural-distribution label noise
sym_natd_ln.default | Symmetric natural-distribution label noise
sym_natd_ln.formula | Symmetric natural-distribution label noise
sym_nean_ln | Symmetric nearest-neighbor label noise
sym_nean_ln.default | Symmetric nearest-neighbor label noise
sym_nean_ln.formula | Symmetric nearest-neighbor label noise
sym_nexc_ln | Symmetric next-class label noise
sym_nexc_ln.default | Symmetric next-class label noise
sym_nexc_ln.formula | Symmetric next-class label noise
sym_nuni_ln | Symmetric non-uniform label noise
sym_nuni_ln.default | Symmetric non-uniform label noise
sym_nuni_ln.formula | Symmetric non-uniform label noise
sym_opt_ln | Symmetric optimistic label noise
sym_opt_ln.default | Symmetric optimistic label noise
sym_opt_ln.formula | Symmetric optimistic label noise
sym_pes_ln | Symmetric pessimistic label noise
sym_pes_ln.default | Symmetric pessimistic label noise
sym_pes_ln.formula | Symmetric pessimistic label noise
sym_sgau_an | Symmetric scaled-Gaussian attribute noise
sym_sgau_an.default | Symmetric scaled-Gaussian attribute noise
sym_sgau_an.formula | Symmetric scaled-Gaussian attribute noise
sym_uni_an | Symmetric uniform attribute noise
sym_uni_an.default | Symmetric uniform attribute noise
sym_uni_an.formula | Symmetric uniform attribute noise
sym_uni_ln | Symmetric uniform label noise
sym_uni_ln.default | Symmetric uniform label noise
sym_uni_ln.formula | Symmetric uniform label noise
sym_usim_ln | Symmetric unit-simplex label noise
sym_usim_ln.default | Symmetric unit-simplex label noise
sym_usim_ln.formula | Symmetric unit-simplex label noise

## -- U --

ugau_bor_ln | Uneven-Gaussian borderline label noise
ugau_bor_ln.default | Uneven-Gaussian borderline label noise
ugau_bor_ln.formula | Uneven-Gaussian borderline label noise
ulap_bor_ln | Uneven-Laplace borderline noise
ulap_bor_ln.default | Uneven-Laplace borderline noise
ulap_bor_ln.formula | Uneven-Laplace borderline noise
uncs_guni_cn | Unconditional/symmetric Gaussian/uniform combined noise
uncs_guni_cn.default | Unconditional/symmetric Gaussian/uniform combined noise
uncs_guni_cn.formula | Unconditional/symmetric Gaussian/uniform combined noise
unc_fixw_an | Unconditional fixed-width attribute noise
unc_fixw_an.default | Unconditional fixed-width attribute noise
unc_fixw_an.formula | Unconditional fixed-width attribute noise
unc_vgau_an | Unconditional vp-Gaussian attribute noise
unc_vgau_an.default | Unconditional vp-Gaussian attribute noise
unc_vgau_an.formula | Unconditional vp-Gaussian attribute noise