aif360
v0.3.0
Modules
Algorithms
Datasets
Explainers
Fairness Metrics
scikit-learn
-Compatible API Reference
aif360
Docs
»
Index
Edit on GitHub
Index
_
|
A
|
B
|
C
|
D
|
E
|
F
|
G
|
I
|
L
|
M
|
N
|
O
|
P
|
R
|
S
|
T
|
V
_
__init__() (aif360.algorithms.inprocessing.AdversarialDebiasing method)
(aif360.algorithms.Transformer method)
(aif360.algorithms.inprocessing.ARTClassifier method)
(aif360.algorithms.inprocessing.GerryFairClassifier method)
(aif360.algorithms.inprocessing.MetaFairClassifier method)
(aif360.algorithms.inprocessing.PrejudiceRemover method)
(aif360.algorithms.postprocessing.CalibratedEqOddsPostprocessing 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.datasets.AdultDataset method)
(aif360.datasets.BankDataset method)
(aif360.datasets.BinaryLabelDataset method)
(aif360.datasets.CompasDataset method)
(aif360.datasets.GermanDataset 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.SampleDistortionMetric method)
(aif360.sklearn.inprocessing.AdversarialDebiasing method)
(aif360.sklearn.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta 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.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)
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)
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_already_dropped() (in module aif360.sklearn.datasets)
check_groups() (in module aif360.sklearn.utils)
check_inputs() (in module aif360.sklearn.utils)
ClassificationMetric (class in aif360.metrics)
coefficient_of_variation() (aif360.metrics.ClassificationMetric method)
(in module aif360.sklearn.metrics)
ColumnAlreadyDroppedWarning (class in aif360.sklearn.datasets)
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)
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)
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)
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)
export_dataset() (aif360.datasets.Dataset method)
(aif360.datasets.StructuredDataset method)
F
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)
fit() (aif360.algorithms.inprocessing.AdversarialDebiasing method)
(aif360.algorithms.Transformer method)
(aif360.algorithms.inprocessing.ARTClassifier method)
(aif360.algorithms.inprocessing.GerryFairClassifier method)
(aif360.algorithms.inprocessing.MetaFairClassifier method)
(aif360.algorithms.inprocessing.PrejudiceRemover method)
(aif360.algorithms.postprocessing.CalibratedEqOddsPostprocessing 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.sklearn.inprocessing.AdversarialDebiasing method)
(aif360.sklearn.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta method)
(aif360.sklearn.preprocessing.Reweighing method)
(aif360.sklearn.preprocessing.ReweighingMeta method)
fit_predict() (aif360.algorithms.postprocessing.CalibratedEqOddsPostprocessing method)
(aif360.algorithms.Transformer method)
(aif360.algorithms.postprocessing.EqOddsPostprocessing method)
(aif360.algorithms.postprocessing.RejectOptionClassification method)
fit_transform() (aif360.algorithms.preprocessing.DisparateImpactRemover method)
(aif360.algorithms.Transformer method)
(aif360.algorithms.preprocessing.LFR method)
(aif360.algorithms.preprocessing.OptimPreproc 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_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)
I
import_dataset() (aif360.datasets.StructuredDataset method)
L
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)
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)
MetaFairClassifier (class in aif360.algorithms.inprocessing)
MetricJSONExplainer (class in aif360.explainers)
MetricTextExplainer (class in aif360.explainers)
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_positives() (aif360.metrics.BinaryLabelDatasetMetric method)
num_pred_negatives() (aif360.metrics.ClassificationMetric method)
num_pred_positives() (aif360.metrics.ClassificationMetric method)
num_true_negatives() (aif360.metrics.ClassificationMetric method)
num_true_positives() (aif360.metrics.ClassificationMetric method)
O
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.Transformer method)
(aif360.algorithms.inprocessing.ARTClassifier method)
(aif360.algorithms.inprocessing.GerryFairClassifier method)
(aif360.algorithms.inprocessing.MetaFairClassifier method)
(aif360.algorithms.inprocessing.PrejudiceRemover method)
(aif360.algorithms.postprocessing.CalibratedEqOddsPostprocessing method)
(aif360.algorithms.postprocessing.EqOddsPostprocessing method)
(aif360.algorithms.postprocessing.RejectOptionClassification method)
(aif360.sklearn.inprocessing.AdversarialDebiasing method)
(aif360.sklearn.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta 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.postprocessing.CalibratedEqualizedOdds method)
(aif360.sklearn.postprocessing.PostProcessingMeta method)
(aif360.sklearn.preprocessing.ReweighingMeta method)
PrejudiceRemover (class in aif360.algorithms.inprocessing)
print_outputs() (aif360.algorithms.inprocessing.GerryFairClassifier method)
R
ratio() (aif360.metrics.DatasetMetric method)
(in module aif360.sklearn.metrics)
recall() (aif360.metrics.ClassificationMetric method)
RejectOptionClassification (class in aif360.algorithms.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)
selection_rate() (aif360.metrics.ClassificationMetric method)
(in module aif360.sklearn.metrics)
sensitivity() (aif360.metrics.ClassificationMetric method)
sensitivity_score() (in module aif360.sklearn.metrics)
smoothed_empirical_differential_fairness() (aif360.metrics.BinaryLabelDatasetMetric method)
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)
to_dataframe() (in module aif360.sklearn.datasets)
transform() (aif360.algorithms.preprocessing.LFR method)
(aif360.algorithms.Transformer method)
(aif360.algorithms.preprocessing.OptimPreproc method)
(aif360.algorithms.preprocessing.Reweighing 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)
Read the Docs
v: v0.3.0
Versions
latest
stable
v0.3.0
v0.2.3
Downloads
On Read the Docs
Project Home
Builds
Free document hosting provided by
Read the Docs
.