Noise Models for Classification Datasets

Documentation for package ‘noisemodel’ version 1.0.2

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-- 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