aif360
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Contributing to AIF360
Modules
Algorithms
Datasets
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Fairness Metrics
scikit-learn
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aif360
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A
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B
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C
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D
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E
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F
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G
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I
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K
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L
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M
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N
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O
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P
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R
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S
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T
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V
_
__init__() (aif360.algorithms.inprocessing.AdversarialDebiasing method)
(aif360.algorithms.inprocessing.ARTClassifier method)
(aif360.algorithms.inprocessing.ExponentiatedGradientReduction method)
(aif360.algorithms.inprocessing.GerryFairClassifier method)
(aif360.algorithms.inprocessing.GridSearchReduction method)
(aif360.algorithms.inprocessing.MetaFairClassifier method)
(aif360.algorithms.inprocessing.PrejudiceRemover method)
(aif360.algorithms.postprocessing.CalibratedEqOddsPostprocessing method)
(aif360.algorithms.postprocessing.DeterministicReranking method)
(aif360.algorithms.postprocessing.EqOddsPostprocessing method)
(aif360.algorithms.postprocessing.RejectOptionClassification method)
(aif360.algorithms.preprocessing.DisparateImpactRemover method)
(aif360.algorithms.preprocessing.LFR method)
(aif360.algorithms.preprocessing.OptimPreproc method)
(aif360.algorithms.preprocessing.Reweighing method)
(aif360.algorithms.Transformer method)
(aif360.datasets.AdultDataset method)
(aif360.datasets.BankDataset method)
(aif360.datasets.BinaryLabelDataset method)
(aif360.datasets.CompasDataset method)
(aif360.datasets.GermanDataset method)
(aif360.datasets.LawSchoolGPADataset method)
(aif360.datasets.RegressionDataset method)
(aif360.datasets.StandardDataset method)
(aif360.datasets.StructuredDataset method)
(aif360.explainers.MetricTextExplainer method)
(aif360.metrics.BinaryLabelDatasetMetric method)
(aif360.metrics.ClassificationMetric method)
(aif360.metrics.DatasetMetric method)
(aif360.metrics.MDSSClassificationMetric method)
(aif360.metrics.SampleDistortionMetric method)
(aif360.sklearn.detectors.FACTS method)
(aif360.sklearn.inprocessing.AdversarialDebiasing method)
(aif360.sklearn.inprocessing.ExponentiatedGradientReduction method)
(aif360.sklearn.inprocessing.GridSearchReduction method)
(aif360.sklearn.inprocessing.SenSeI method)
(aif360.sklearn.inprocessing.SenSR method)
(aif360.sklearn.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta method)
(aif360.sklearn.postprocessing.RejectOptionClassifier method)
(aif360.sklearn.preprocessing.FairAdapt method)
(aif360.sklearn.preprocessing.LearnedFairRepresentations method)
(aif360.sklearn.preprocessing.Reweighing method)
(aif360.sklearn.preprocessing.ReweighingMeta method)
A
accuracy() (aif360.metrics.ClassificationMetric method)
AdultDataset (class in aif360.datasets)
AdversarialDebiasing (class in aif360.algorithms.inprocessing)
(class in aif360.sklearn.inprocessing)
aif360.algorithms
module
aif360.algorithms.inprocessing
module
aif360.algorithms.postprocessing
module
aif360.algorithms.preprocessing
module
aif360.datasets
module
aif360.explainers
module
aif360.metrics
module
aif360.metrics.utils
module
aif360.sklearn.datasets
module
aif360.sklearn.detectors
module
aif360.sklearn.inprocessing
module
aif360.sklearn.metrics
module
aif360.sklearn.postprocessing
module
aif360.sklearn.preprocessing
module
aif360.sklearn.utils
module
align_datasets() (aif360.datasets.StructuredDataset method)
ARTClassifier (class in aif360.algorithms.inprocessing)
average_abs_odds_difference() (aif360.metrics.ClassificationMetric method)
average_odds_difference() (aif360.metrics.ClassificationMetric method)
(in module aif360.sklearn.metrics)
average_odds_error() (in module aif360.sklearn.metrics)
average_predictive_value_difference() (aif360.metrics.ClassificationMetric method)
B
BankDataset (class in aif360.datasets)
base_rate() (aif360.metrics.BinaryLabelDatasetMetric method)
(in module aif360.sklearn.metrics)
between_all_groups_coefficient_of_variation() (aif360.metrics.ClassificationMetric method)
between_all_groups_generalized_entropy_index() (aif360.metrics.ClassificationMetric method)
between_all_groups_theil_index() (aif360.metrics.ClassificationMetric method)
between_group_coefficient_of_variation() (aif360.metrics.ClassificationMetric method)
between_group_generalized_entropy_error() (in module aif360.sklearn.metrics)
between_group_generalized_entropy_index() (aif360.metrics.ClassificationMetric method)
between_group_theil_index() (aif360.metrics.ClassificationMetric method)
bias_scan() (aif360.sklearn.detectors.FACTS method)
binary_confusion_matrix() (aif360.metrics.ClassificationMetric method)
BinaryLabelDataset (class in aif360.datasets)
BinaryLabelDatasetMetric (class in aif360.metrics)
C
CalibratedEqOddsPostprocessing (class in aif360.algorithms.postprocessing)
CalibratedEqualizedOdds (class in aif360.sklearn.postprocessing)
check_groups() (in module aif360.sklearn.utils)
check_inputs() (in module aif360.sklearn.utils)
class_imbalance() (in module aif360.sklearn.metrics)
classes_ (aif360.sklearn.postprocessing.PostProcessingMeta property)
(aif360.sklearn.preprocessing.ReweighingMeta property)
ClassificationMetric (class in aif360.metrics)
coefficient_of_variation() (aif360.metrics.ClassificationMetric method)
(in module aif360.sklearn.metrics)
CompasDataset (class in aif360.datasets)
compute_boolean_conditioning_vector() (in module aif360.metrics.utils)
compute_distance() (in module aif360.metrics.utils)
compute_num_gen_TF_PN() (in module aif360.metrics.utils)
compute_num_instances() (in module aif360.metrics.utils)
compute_num_pos_neg() (in module aif360.metrics.utils)
compute_num_TF_PN() (in module aif360.metrics.utils)
conditional_demographic_disparity() (in module aif360.sklearn.metrics)
consistency() (aif360.metrics.BinaryLabelDatasetMetric method)
consistency_score() (in module aif360.sklearn.metrics)
convert_to_dataframe() (aif360.datasets.StructuredDataset method)
copy() (aif360.datasets.Dataset method)
D
Dataset (class in aif360.datasets)
DatasetMetric (class in aif360.metrics)
decision_function() (aif360.sklearn.inprocessing.AdversarialDebiasing method)
DeterministicReranking (class in aif360.algorithms.postprocessing)
df_bias_amplification() (in module aif360.sklearn.metrics)
difference() (aif360.metrics.DatasetMetric method)
(in module aif360.sklearn.metrics)
differential_fairness_bias_amplification() (aif360.metrics.ClassificationMetric method)
disparate_impact() (aif360.metrics.BinaryLabelDatasetMetric method)
(aif360.metrics.ClassificationMetric method)
disparate_impact_ratio() (in module aif360.sklearn.metrics)
DisparateImpactRemover (class in aif360.algorithms.preprocessing)
E
EqOddsPostprocessing (class in aif360.algorithms.postprocessing)
equal_opportunity_difference() (aif360.metrics.ClassificationMetric method)
(in module aif360.sklearn.metrics)
equalized_odds_difference() (aif360.metrics.ClassificationMetric method)
error_rate() (aif360.metrics.ClassificationMetric method)
error_rate_difference() (aif360.metrics.ClassificationMetric method)
error_rate_ratio() (aif360.metrics.ClassificationMetric method)
euclidean_distance() (aif360.metrics.SampleDistortionMetric method)
ExponentiatedGradientReduction (class in aif360.algorithms.inprocessing)
(class in aif360.sklearn.inprocessing)
export_dataset() (aif360.datasets.Dataset method)
(aif360.datasets.StructuredDataset method)
F
FACTS (class in aif360.sklearn.detectors)
FACTS_bias_scan() (in module aif360.sklearn.detectors)
FairAdapt (class in aif360.sklearn.preprocessing)
false_discovery_rate() (aif360.metrics.ClassificationMetric method)
false_discovery_rate_difference() (aif360.metrics.ClassificationMetric method)
false_discovery_rate_ratio() (aif360.metrics.ClassificationMetric method)
false_negative_rate() (aif360.metrics.ClassificationMetric method)
false_negative_rate_difference() (aif360.metrics.ClassificationMetric method)
false_negative_rate_ratio() (aif360.metrics.ClassificationMetric method)
false_omission_rate() (aif360.metrics.ClassificationMetric method)
false_omission_rate_difference() (aif360.metrics.ClassificationMetric method)
false_omission_rate_ratio() (aif360.metrics.ClassificationMetric method)
false_positive_rate() (aif360.metrics.ClassificationMetric method)
false_positive_rate_difference() (aif360.metrics.ClassificationMetric method)
false_positive_rate_ratio() (aif360.metrics.ClassificationMetric method)
fetch_adult() (in module aif360.sklearn.datasets)
fetch_bank() (in module aif360.sklearn.datasets)
fetch_compas() (in module aif360.sklearn.datasets)
fetch_german() (in module aif360.sklearn.datasets)
fetch_lawschool_gpa() (in module aif360.sklearn.datasets)
fetch_meps() (in module aif360.sklearn.datasets)
fit() (aif360.algorithms.inprocessing.AdversarialDebiasing method)
(aif360.algorithms.inprocessing.ARTClassifier method)
(aif360.algorithms.inprocessing.ExponentiatedGradientReduction method)
(aif360.algorithms.inprocessing.GerryFairClassifier method)
(aif360.algorithms.inprocessing.GridSearchReduction method)
(aif360.algorithms.inprocessing.MetaFairClassifier method)
(aif360.algorithms.inprocessing.PrejudiceRemover method)
(aif360.algorithms.postprocessing.CalibratedEqOddsPostprocessing method)
(aif360.algorithms.postprocessing.DeterministicReranking method)
(aif360.algorithms.postprocessing.EqOddsPostprocessing method)
(aif360.algorithms.postprocessing.RejectOptionClassification method)
(aif360.algorithms.preprocessing.LFR method)
(aif360.algorithms.preprocessing.OptimPreproc method)
(aif360.algorithms.preprocessing.Reweighing method)
(aif360.algorithms.Transformer method)
(aif360.sklearn.detectors.FACTS method)
(aif360.sklearn.inprocessing.AdversarialDebiasing method)
(aif360.sklearn.inprocessing.ExponentiatedGradientReduction method)
(aif360.sklearn.inprocessing.GridSearchReduction method)
(aif360.sklearn.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta method)
(aif360.sklearn.postprocessing.RejectOptionClassifier method)
(aif360.sklearn.preprocessing.LearnedFairRepresentations method)
(aif360.sklearn.preprocessing.Reweighing method)
(aif360.sklearn.preprocessing.ReweighingMeta method)
fit_predict() (aif360.algorithms.postprocessing.CalibratedEqOddsPostprocessing method)
(aif360.algorithms.postprocessing.DeterministicReranking method)
(aif360.algorithms.postprocessing.EqOddsPostprocessing method)
(aif360.algorithms.postprocessing.RejectOptionClassification method)
(aif360.algorithms.Transformer method)
(aif360.sklearn.postprocessing.RejectOptionClassifier method)
fit_transform() (aif360.algorithms.preprocessing.DisparateImpactRemover method)
(aif360.algorithms.preprocessing.LFR method)
(aif360.algorithms.preprocessing.OptimPreproc method)
(aif360.algorithms.Transformer method)
(aif360.sklearn.preprocessing.FairAdapt method)
(aif360.sklearn.preprocessing.Reweighing method)
G
generalized_binary_confusion_matrix() (aif360.metrics.ClassificationMetric method)
generalized_entropy_error() (in module aif360.sklearn.metrics)
generalized_entropy_index() (aif360.metrics.ClassificationMetric method)
(in module aif360.sklearn.metrics)
generalized_equalized_odds_difference() (aif360.metrics.ClassificationMetric method)
generalized_false_negative_rate() (aif360.metrics.ClassificationMetric method)
generalized_false_positive_rate() (aif360.metrics.ClassificationMetric method)
generalized_fnr() (in module aif360.sklearn.metrics)
generalized_fpr() (in module aif360.sklearn.metrics)
generalized_true_negative_rate() (aif360.metrics.ClassificationMetric method)
generalized_true_positive_rate() (aif360.metrics.ClassificationMetric method)
generate_heatmap() (aif360.algorithms.inprocessing.GerryFairClassifier method)
GermanDataset (class in aif360.datasets)
GerryFairClassifier (class in aif360.algorithms.inprocessing)
GridSearchReduction (class in aif360.algorithms.inprocessing)
(class in aif360.sklearn.inprocessing)
I
import_dataset() (aif360.datasets.StructuredDataset method)
initialize_module() (aif360.sklearn.inprocessing.SenSeI method)
(aif360.sklearn.inprocessing.SenSR method)
intersection() (in module aif360.sklearn.metrics)
K
kl_divergence() (in module aif360.sklearn.metrics)
L
LawSchoolGPADataset (class in aif360.datasets)
LearnedFairRepresentations (class in aif360.sklearn.preprocessing)
LFR (class in aif360.algorithms.preprocessing)
M
mahalanobis_distance() (aif360.metrics.SampleDistortionMetric method)
make_scorer() (in module aif360.sklearn.metrics)
manhattan_distance() (aif360.metrics.SampleDistortionMetric method)
MDSS_bias_scan() (in module aif360.sklearn.detectors)
mdss_bias_score() (in module aif360.sklearn.metrics)
MDSSClassificationMetric (class in aif360.metrics)
mean_difference() (aif360.metrics.BinaryLabelDatasetMetric method)
(in module aif360.sklearn.metrics)
mean_euclidean_distance_difference() (aif360.metrics.SampleDistortionMetric method)
mean_euclidean_distance_ratio() (aif360.metrics.SampleDistortionMetric method)
mean_mahalanobis_distance_difference() (aif360.metrics.SampleDistortionMetric method)
mean_mahalanobis_distance_ratio() (aif360.metrics.SampleDistortionMetric method)
mean_manhattan_distance_difference() (aif360.metrics.SampleDistortionMetric method)
mean_manhattan_distance_ratio() (aif360.metrics.SampleDistortionMetric method)
MEPSDataset19 (class in aif360.datasets)
MEPSDataset20 (class in aif360.datasets)
MEPSDataset21 (class in aif360.datasets)
MetaFairClassifier (class in aif360.algorithms.inprocessing)
MetricJSONExplainer (class in aif360.explainers)
MetricTextExplainer (class in aif360.explainers)
module
aif360.algorithms
aif360.algorithms.inprocessing
aif360.algorithms.postprocessing
aif360.algorithms.preprocessing
aif360.datasets
aif360.explainers
aif360.metrics
aif360.metrics.utils
aif360.sklearn.datasets
aif360.sklearn.detectors
aif360.sklearn.inprocessing
aif360.sklearn.metrics
aif360.sklearn.postprocessing
aif360.sklearn.preprocessing
aif360.sklearn.utils
N
negative_predictive_value() (aif360.metrics.ClassificationMetric method)
num_false_negatives() (aif360.metrics.ClassificationMetric method)
num_false_positives() (aif360.metrics.ClassificationMetric method)
num_generalized_false_negatives() (aif360.metrics.ClassificationMetric method)
num_generalized_false_positives() (aif360.metrics.ClassificationMetric method)
num_generalized_true_negatives() (aif360.metrics.ClassificationMetric method)
num_generalized_true_positives() (aif360.metrics.ClassificationMetric method)
num_instances() (aif360.metrics.DatasetMetric method)
num_negatives() (aif360.metrics.BinaryLabelDatasetMetric method)
num_pos_neg() (in module aif360.sklearn.metrics)
num_positives() (aif360.metrics.BinaryLabelDatasetMetric method)
num_pred_negatives() (aif360.metrics.ClassificationMetric method)
num_pred_positives() (aif360.metrics.ClassificationMetric method)
num_samples() (in module aif360.sklearn.metrics)
num_true_negatives() (aif360.metrics.ClassificationMetric method)
num_true_positives() (aif360.metrics.ClassificationMetric method)
NumericConversionWarning (class in aif360.sklearn.datasets)
O
one_vs_rest() (in module aif360.sklearn.metrics)
OptimPreproc (class in aif360.algorithms.preprocessing)
P
pareto() (aif360.algorithms.inprocessing.GerryFairClassifier method)
performance_measures() (aif360.metrics.ClassificationMetric method)
positive_predictive_value() (aif360.metrics.ClassificationMetric method)
PostProcessingMeta (class in aif360.sklearn.postprocessing)
power() (aif360.metrics.ClassificationMetric method)
precision() (aif360.metrics.ClassificationMetric method)
predict() (aif360.algorithms.inprocessing.AdversarialDebiasing method)
(aif360.algorithms.inprocessing.ARTClassifier method)
(aif360.algorithms.inprocessing.ExponentiatedGradientReduction method)
(aif360.algorithms.inprocessing.GerryFairClassifier method)
(aif360.algorithms.inprocessing.GridSearchReduction method)
(aif360.algorithms.inprocessing.MetaFairClassifier method)
(aif360.algorithms.inprocessing.PrejudiceRemover method)
(aif360.algorithms.postprocessing.CalibratedEqOddsPostprocessing method)
(aif360.algorithms.postprocessing.DeterministicReranking method)
(aif360.algorithms.postprocessing.EqOddsPostprocessing method)
(aif360.algorithms.postprocessing.RejectOptionClassification method)
(aif360.algorithms.Transformer method)
(aif360.sklearn.inprocessing.AdversarialDebiasing method)
(aif360.sklearn.inprocessing.ExponentiatedGradientReduction method)
(aif360.sklearn.inprocessing.GridSearchReduction method)
(aif360.sklearn.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta method)
(aif360.sklearn.postprocessing.RejectOptionClassifier method)
(aif360.sklearn.preprocessing.LearnedFairRepresentations method)
(aif360.sklearn.preprocessing.ReweighingMeta method)
predict_log_proba() (aif360.sklearn.postprocessing.PostProcessingMeta method)
(aif360.sklearn.preprocessing.ReweighingMeta method)
predict_proba() (aif360.sklearn.inprocessing.AdversarialDebiasing method)
(aif360.sklearn.inprocessing.ExponentiatedGradientReduction method)
(aif360.sklearn.inprocessing.GridSearchReduction method)
(aif360.sklearn.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta method)
(aif360.sklearn.postprocessing.RejectOptionClassifier method)
(aif360.sklearn.preprocessing.LearnedFairRepresentations method)
(aif360.sklearn.preprocessing.ReweighingMeta method)
PrejudiceRemover (class in aif360.algorithms.inprocessing)
print_outputs() (aif360.algorithms.inprocessing.GerryFairClassifier method)
print_recourse_report() (aif360.sklearn.detectors.FACTS method)
R
ratio() (aif360.metrics.DatasetMetric method)
(in module aif360.sklearn.metrics)
recall() (aif360.metrics.ClassificationMetric method)
RegressionDataset (class in aif360.datasets)
RejectOptionClassification (class in aif360.algorithms.postprocessing)
RejectOptionClassifier (class in aif360.sklearn.postprocessing)
Reweighing (class in aif360.algorithms.preprocessing)
(class in aif360.sklearn.preprocessing)
ReweighingMeta (class in aif360.sklearn.preprocessing)
rich_subgroup() (aif360.metrics.BinaryLabelDatasetMetric method)
S
SampleDistortionMetric (class in aif360.metrics)
save_heatmap() (aif360.algorithms.inprocessing.GerryFairClassifier method)
score() (aif360.sklearn.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta method)
(aif360.sklearn.preprocessing.ReweighingMeta method)
score_groups() (aif360.metrics.MDSSClassificationMetric method)
selection_rate() (aif360.metrics.ClassificationMetric method)
(in module aif360.sklearn.metrics)
SenSeI (class in aif360.sklearn.inprocessing)
sensitivity() (aif360.metrics.ClassificationMetric method)
sensitivity_score() (in module aif360.sklearn.metrics)
SenSR (class in aif360.sklearn.inprocessing)
set_fit_request() (aif360.sklearn.detectors.FACTS method)
(aif360.sklearn.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta method)
(aif360.sklearn.postprocessing.RejectOptionClassifier method)
(aif360.sklearn.preprocessing.LearnedFairRepresentations method)
(aif360.sklearn.preprocessing.Reweighing method)
(aif360.sklearn.preprocessing.ReweighingMeta method)
set_score_request() (aif360.sklearn.inprocessing.AdversarialDebiasing method)
(aif360.sklearn.inprocessing.ExponentiatedGradientReduction method)
(aif360.sklearn.inprocessing.GridSearchReduction method)
(aif360.sklearn.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta method)
(aif360.sklearn.postprocessing.RejectOptionClassifier method)
(aif360.sklearn.preprocessing.LearnedFairRepresentations method)
(aif360.sklearn.preprocessing.ReweighingMeta method)
smoothed_base_rate() (in module aif360.sklearn.metrics)
smoothed_edf() (in module aif360.sklearn.metrics)
smoothed_empirical_differential_fairness() (aif360.metrics.BinaryLabelDatasetMetric method)
smoothed_selection_rate() (in module aif360.sklearn.metrics)
specificity() (aif360.metrics.ClassificationMetric method)
specificity_score() (in module aif360.sklearn.metrics)
split() (aif360.datasets.Dataset method)
(aif360.datasets.StructuredDataset method)
StandardDataset (class in aif360.datasets)
standardize_dataset() (in module aif360.sklearn.datasets)
statistical_parity_difference() (aif360.metrics.BinaryLabelDatasetMetric method)
(aif360.metrics.ClassificationMetric method)
(in module aif360.sklearn.metrics)
StructuredDataset (class in aif360.datasets)
subset() (aif360.datasets.StructuredDataset method)
T
temporarily_ignore() (aif360.datasets.StructuredDataset method)
theil_index() (aif360.metrics.ClassificationMetric method)
(in module aif360.sklearn.metrics)
transform() (aif360.algorithms.preprocessing.LFR method)
(aif360.algorithms.preprocessing.OptimPreproc method)
(aif360.algorithms.preprocessing.Reweighing method)
(aif360.algorithms.Transformer method)
(aif360.sklearn.preprocessing.LearnedFairRepresentations method)
Transformer (class in aif360.algorithms)
true_negative_rate() (aif360.metrics.ClassificationMetric method)
true_positive_rate() (aif360.metrics.ClassificationMetric method)
true_positive_rate_difference() (aif360.metrics.ClassificationMetric method)
V
validate_dataset() (aif360.datasets.BinaryLabelDataset method)
(aif360.datasets.Dataset method)
(aif360.datasets.StructuredDataset method)
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