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Measuring bias
Mitigating bias
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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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H
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I
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L
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__init__() (holisticai.bias.mitigation.CalibratedEqualizedOdds method)
(holisticai.bias.mitigation.CorrelationRemover method)
(holisticai.bias.mitigation.EqualizedOdds method)
(holisticai.bias.mitigation.ExponentiatedGradientReduction method)
(holisticai.bias.mitigation.FairKCenterClustering method)
(holisticai.bias.mitigation.FairKmedianClustering method)
(holisticai.bias.mitigation.FairletClustering method)
(holisticai.bias.mitigation.FairletClusteringPreprocessing method)
(holisticai.bias.mitigation.GridSearchReduction method)
(holisticai.bias.mitigation.LearningFairRepresentation method)
(holisticai.bias.mitigation.LPDebiaserBinary method)
(holisticai.bias.mitigation.LPDebiaserMulticlass method)
(holisticai.bias.mitigation.MetaFairClassifier method)
(holisticai.bias.mitigation.MLDebiaser method)
(holisticai.bias.mitigation.PluginEstimationAndCalibration method)
(holisticai.bias.mitigation.PrejudiceRemover method)
(holisticai.bias.mitigation.RejectOptionClassification method)
(holisticai.bias.mitigation.Reweighing method)
(holisticai.bias.mitigation.VariationalFairClustering method)
(holisticai.bias.mitigation.WassersteinBarycenter method)
(holisticai.pipeline.Pipeline method)
A
abroca() (in module holisticai.bias.metrics)
abroca_plot() (in module holisticai.bias.plots)
accuracy_bar_plot() (in module holisticai.bias.plots)
accuracy_diff() (in module holisticai.bias.metrics)
accuracy_matrix() (in module holisticai.bias.metrics)
aggregate_diversity() (in module holisticai.bias.metrics)
average_odds_diff() (in module holisticai.bias.metrics)
avg_f1_ratio() (in module holisticai.bias.metrics)
avg_precision_ratio() (in module holisticai.bias.metrics)
avg_recall_ratio() (in module holisticai.bias.metrics)
avg_recommendation_popularity() (in module holisticai.bias.metrics)
avg_score_diff() (in module holisticai.bias.metrics)
C
CalibratedEqualizedOdds (class in holisticai.bias.mitigation)
classes_ (holisticai.pipeline.Pipeline property)
classification_bias_metrics() (in module holisticai.bias.metrics)
cluster_balance() (in module holisticai.bias.metrics)
cluster_dist_entropy() (in module holisticai.bias.metrics)
cluster_dist_kl() (in module holisticai.bias.metrics)
cluster_dist_l1() (in module holisticai.bias.metrics)
clustering_bias_metrics() (in module holisticai.bias.metrics)
cohen_d() (in module holisticai.bias.metrics)
confusion_matrix() (in module holisticai.bias.metrics)
confusion_tensor() (in module holisticai.bias.metrics)
correlation_diff() (in module holisticai.bias.metrics)
CorrelationRemover (class in holisticai.bias.mitigation)
D
decision_function() (holisticai.pipeline.Pipeline method)
disparate_impact() (in module holisticai.bias.metrics)
disparate_impact_curve() (in module holisticai.bias.plots)
disparate_impact_plot() (in module holisticai.bias.plots)
disparate_impact_regression() (in module holisticai.bias.metrics)
distribution_plot() (in module holisticai.bias.plots)
E
equal_opportunity_diff() (in module holisticai.bias.metrics)
EqualizedOdds (class in holisticai.bias.mitigation)
ExponentiatedGradientReduction (class in holisticai.bias.mitigation)
exposure_diff_plot() (in module holisticai.bias.plots)
exposure_entropy() (in module holisticai.bias.metrics)
exposure_kl() (in module holisticai.bias.metrics)
exposure_l1() (in module holisticai.bias.metrics)
exposure_ratio_plot() (in module holisticai.bias.plots)
extract_columns() (in module holisticai.utils)
extract_group_vectors() (in module holisticai.utils)
F
FairKCenterClustering (class in holisticai.bias.mitigation)
FairKmedianClustering (class in holisticai.bias.mitigation)
FairletClustering (class in holisticai.bias.mitigation)
FairletClusteringPreprocessing (class in holisticai.bias.mitigation)
false_negative_rate_diff() (in module holisticai.bias.metrics)
false_positive_rate_diff() (in module holisticai.bias.metrics)
feature_names_in_ (holisticai.pipeline.Pipeline property)
fit() (holisticai.bias.mitigation.CalibratedEqualizedOdds method)
(holisticai.bias.mitigation.CorrelationRemover method)
(holisticai.bias.mitigation.EqualizedOdds method)
(holisticai.bias.mitigation.ExponentiatedGradientReduction method)
(holisticai.bias.mitigation.FairKCenterClustering method)
(holisticai.bias.mitigation.FairKmedianClustering method)
(holisticai.bias.mitigation.FairletClustering method)
(holisticai.bias.mitigation.GridSearchReduction method)
(holisticai.bias.mitigation.LearningFairRepresentation method)
(holisticai.bias.mitigation.LPDebiaserBinary method)
(holisticai.bias.mitigation.LPDebiaserMulticlass method)
(holisticai.bias.mitigation.MetaFairClassifier method)
(holisticai.bias.mitigation.MLDebiaser method)
(holisticai.bias.mitigation.PluginEstimationAndCalibration method)
(holisticai.bias.mitigation.PrejudiceRemover method)
(holisticai.bias.mitigation.RejectOptionClassification method)
(holisticai.bias.mitigation.Reweighing method)
(holisticai.bias.mitigation.VariationalFairClustering method)
(holisticai.bias.mitigation.WassersteinBarycenter method)
(holisticai.pipeline.Pipeline method)
fit_post_estimator_transformers() (holisticai.pipeline.Pipeline method)
fit_predict() (holisticai.bias.mitigation.FairletClustering method)
(holisticai.bias.mitigation.VariationalFairClustering method)
(holisticai.pipeline.Pipeline method)
fit_transform() (holisticai.bias.mitigation.CalibratedEqualizedOdds method)
(holisticai.bias.mitigation.CorrelationRemover method)
(holisticai.bias.mitigation.FairletClusteringPreprocessing method)
(holisticai.bias.mitigation.LearningFairRepresentation method)
(holisticai.bias.mitigation.LPDebiaserBinary method)
(holisticai.bias.mitigation.LPDebiaserMulticlass method)
(holisticai.bias.mitigation.MLDebiaser method)
(holisticai.bias.mitigation.PluginEstimationAndCalibration method)
(holisticai.bias.mitigation.Reweighing method)
(holisticai.bias.mitigation.WassersteinBarycenter method)
(holisticai.pipeline.Pipeline method)
four_fifths() (in module holisticai.bias.metrics)
frequency_matrix() (in module holisticai.bias.metrics)
frequency_matrix_plot() (in module holisticai.bias.plots)
frequency_plot() (in module holisticai.bias.plots)
G
get_colors() (in module holisticai.utils)
get_feature_names_out() (holisticai.pipeline.Pipeline method)
get_params() (holisticai.bias.mitigation.ExponentiatedGradientReduction method)
(holisticai.bias.mitigation.FairKCenterClustering method)
(holisticai.bias.mitigation.FairKmedianClustering method)
(holisticai.bias.mitigation.FairletClustering method)
(holisticai.bias.mitigation.FairletClusteringPreprocessing method)
(holisticai.bias.mitigation.GridSearchReduction method)
(holisticai.bias.mitigation.PrejudiceRemover method)
(holisticai.bias.mitigation.VariationalFairClustering method)
(holisticai.pipeline.Pipeline method)
gini_index() (in module holisticai.bias.metrics)
GridSearchReduction (class in holisticai.bias.mitigation)
group_pie_plot() (in module holisticai.bias.plots)
H
histogram_plot() (in module holisticai.bias.plots)
I
inverse_transform() (holisticai.pipeline.Pipeline method)
L
LearningFairRepresentation (class in holisticai.bias.mitigation)
load_adult() (in module holisticai.datasets)
load_last_fm() (in module holisticai.datasets)
load_law_school() (in module holisticai.datasets)
load_student() (in module holisticai.datasets)
load_us_crime() (in module holisticai.datasets)
long_tail_plot() (in module holisticai.bias.plots)
LPDebiaserBinary (class in holisticai.bias.mitigation)
LPDebiaserMulticlass (class in holisticai.bias.mitigation)
M
mad_score() (in module holisticai.bias.metrics)
mae_bar_plot() (in module holisticai.bias.plots)
mae_ratio() (in module holisticai.bias.metrics)
mat_to_binary() (in module holisticai.utils)
max_statistical_parity() (in module holisticai.bias.metrics)
MetaFairClassifier (class in holisticai.bias.mitigation)
min_cluster_ratio() (in module holisticai.bias.metrics)
MLDebiaser (class in holisticai.bias.mitigation)
multiclass_average_odds() (in module holisticai.bias.metrics)
multiclass_bias_metrics() (in module holisticai.bias.metrics)
multiclass_equality_of_opp() (in module holisticai.bias.metrics)
multiclass_statistical_parity() (in module holisticai.bias.metrics)
multiclass_true_rates() (in module holisticai.bias.metrics)
N
n_features_in_ (holisticai.pipeline.Pipeline property)
named_steps (holisticai.pipeline.Pipeline property)
no_disparate_impact_level() (in module holisticai.bias.metrics)
normalize_tensor() (in module holisticai.utils)
P
Pipeline (class in holisticai.pipeline)
PluginEstimationAndCalibration (class in holisticai.bias.mitigation)
post_estimator_transformers (holisticai.pipeline.Pipeline property)
precision_matrix() (in module holisticai.bias.metrics)
predict() (holisticai.bias.mitigation.ExponentiatedGradientReduction method)
(holisticai.bias.mitigation.FairletClustering method)
(holisticai.bias.mitigation.GridSearchReduction method)
(holisticai.bias.mitigation.MetaFairClassifier method)
(holisticai.bias.mitigation.PrejudiceRemover method)
(holisticai.bias.mitigation.VariationalFairClustering method)
(holisticai.pipeline.Pipeline method)
predict_log_proba() (holisticai.pipeline.Pipeline method)
predict_proba() (holisticai.bias.mitigation.ExponentiatedGradientReduction method)
(holisticai.bias.mitigation.GridSearchReduction method)
(holisticai.bias.mitigation.MetaFairClassifier method)
(holisticai.bias.mitigation.PrejudiceRemover method)
(holisticai.pipeline.Pipeline method)
predict_score() (holisticai.pipeline.Pipeline method)
predictions() (holisticai.pipeline.Pipeline method)
PrejudiceRemover (class in holisticai.bias.mitigation)
preprocessing_parameters() (holisticai.pipeline.Pipeline method)
preprocessing_steps() (holisticai.pipeline.Pipeline method)
R
recall_matrix() (in module holisticai.bias.metrics)
recommender_bias_metrics() (in module holisticai.bias.metrics)
recommender_formatter() (in module holisticai.utils)
recommender_mae_ratio() (in module holisticai.bias.metrics)
recommender_rmse_ratio() (in module holisticai.bias.metrics)
regression_bias_metrics() (in module holisticai.bias.metrics)
RejectOptionClassification (class in holisticai.bias.mitigation)
Reweighing (class in holisticai.bias.mitigation)
rmse_bar_plot() (in module holisticai.bias.plots)
rmse_ratio() (in module holisticai.bias.metrics)
S
score() (holisticai.bias.mitigation.ExponentiatedGradientReduction method)
(holisticai.bias.mitigation.PrejudiceRemover method)
(holisticai.pipeline.Pipeline method)
score_samples() (holisticai.pipeline.Pipeline method)
set_params() (holisticai.bias.mitigation.ExponentiatedGradientReduction method)
(holisticai.bias.mitigation.FairKCenterClustering method)
(holisticai.bias.mitigation.FairKmedianClustering method)
(holisticai.bias.mitigation.FairletClustering method)
(holisticai.bias.mitigation.FairletClusteringPreprocessing method)
(holisticai.bias.mitigation.GridSearchReduction method)
(holisticai.bias.mitigation.PrejudiceRemover method)
(holisticai.bias.mitigation.VariationalFairClustering method)
(holisticai.pipeline.Pipeline method)
silhouette_diff() (in module holisticai.bias.metrics)
social_fairness_ratio() (in module holisticai.bias.metrics)
statistical_parity() (in module holisticai.bias.metrics)
statistical_parity_auc() (in module holisticai.bias.metrics)
statistical_parity_curve() (in module holisticai.bias.plots)
statistical_parity_plot() (in module holisticai.bias.plots)
statistical_parity_regression() (in module holisticai.bias.metrics)
success_rate_curve() (in module holisticai.bias.plots)
success_rate_curves() (in module holisticai.bias.plots)
T
transform() (holisticai.bias.mitigation.CalibratedEqualizedOdds method)
(holisticai.bias.mitigation.CorrelationRemover method)
(holisticai.bias.mitigation.EqualizedOdds method)
(holisticai.bias.mitigation.LearningFairRepresentation method)
(holisticai.bias.mitigation.LPDebiaserBinary method)
(holisticai.bias.mitigation.LPDebiaserMulticlass method)
(holisticai.bias.mitigation.MLDebiaser method)
(holisticai.bias.mitigation.PluginEstimationAndCalibration method)
(holisticai.bias.mitigation.RejectOptionClassification method)
(holisticai.bias.mitigation.Reweighing method)
(holisticai.bias.mitigation.WassersteinBarycenter method)
(holisticai.pipeline.Pipeline method)
true_negative_rate_diff() (in module holisticai.bias.metrics)
V
VariationalFairClustering (class in holisticai.bias.mitigation)
W
WassersteinBarycenter (class in holisticai.bias.mitigation)
Z
z_test_diff() (in module holisticai.bias.metrics)
z_test_ratio() (in module holisticai.bias.metrics)
zscore_diff() (in module holisticai.bias.metrics)
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