Index

A

AdultDataset (class in responsibly.dataset)

B

BiasWordEmbedding (class in responsibly.we.bias)

build_FICO_dataset() (in module responsibly.dataset)

C

calc_all_weat() (in module responsibly.we.weat) calc_direct_bias() (responsibly.we.bias.BiasWordEmbedding method) (responsibly.we.bias.GenderBiasWE method) calc_indirect_bias() (responsibly.we.bias.BiasWordEmbedding method) calc_projection_data() (responsibly.we.bias.BiasWordEmbedding method) calc_single_weat() (in module responsibly.we.weat)

calc_weat_pleasant_unpleasant_attribute() (in module responsibly.we.weat) COMPASDataset (class in responsibly.dataset) compute_factual_association() (responsibly.we.bias.BiasWordEmbedding method) (responsibly.we.bias.GenderBiasWE method) cosine_similarities_by_words() (in module responsibly.we.utils) cosine_similarity() (in module responsibly.we.utils)

D

Dataset (class in responsibly.dataset)

debias() (responsibly.we.bias.BiasWordEmbedding method) (responsibly.we.bias.GenderBiasWE method)

E

evaluate_word_analogies() (in module responsibly.we.benchmark) evaluate_word_embedding() (in module responsibly.we.benchmark) (responsibly.we.bias.BiasWordEmbedding method)

evaluate_word_pairs() (in module responsibly.we.benchmark)

F

find_fnr_thresholds() (in module responsibly.fairness.interventions.threshold) find_independence_thresholds() (in module responsibly.fairness.interventions.threshold) find_min_cost_thresholds() (in module responsibly.fairness.interventions.threshold)

find_separation_thresholds() (in module responsibly.fairness.interventions.threshold) find_single_threshold() (in module responsibly.fairness.interventions.threshold) find_thresholds() (in module responsibly.fairness.interventions.threshold) find_thresholds_by_attr() (in module responsibly.fairness.interventions.threshold)

G

GenderBiasWE (class in responsibly.we.bias) generate_analogies() (responsibly.we.bias.BiasWordEmbedding method)

generate_closest_words_indirect_bias() (responsibly.we.bias.BiasWordEmbedding method) (responsibly.we.bias.GenderBiasWE method) GermanDataset (class in responsibly.dataset)

I

independence_binary() (in module responsibly.fairness.metrics)

L

learn_full_specific_words() (responsibly.we.bias.BiasWordEmbedding method) (responsibly.we.bias.GenderBiasWE method)

M

module responsibly.dataset responsibly.fairness responsibly.fairness.interventions responsibly.fairness.interventions.threshold responsibly.fairness.metrics responsibly.we responsibly.we.benchmark responsibly.we.bias responsibly.we.utils responsibly.we.weat

most_similar() (in module responsibly.we.utils)

N

normalize() (in module responsibly.we.utils)

P

plot_bias_across_word_embeddings() (responsibly.we.bias.BiasWordEmbedding class method) (responsibly.we.bias.GenderBiasWE class method) plot_costs() (in module responsibly.fairness.interventions.threshold) plot_dist_projections_on_direction() (responsibly.we.bias.BiasWordEmbedding method) (responsibly.we.bias.GenderBiasWE method) plot_factual_association() (responsibly.we.bias.BiasWordEmbedding method) (responsibly.we.bias.GenderBiasWE method) plot_fpt_tpr() (in module responsibly.fairness.interventions.threshold) plot_most_biased_clustering() (responsibly.we.bias.BiasWordEmbedding static method)

plot_projection_scores() (responsibly.we.bias.BiasWordEmbedding method) (responsibly.we.bias.GenderBiasWE method) plot_roc_by_attr() (in module responsibly.fairness.metrics) plot_roc_curves() (in module responsibly.fairness.metrics) plot_roc_curves_thresholds() (in module responsibly.fairness.interventions.threshold) plot_thresholds() (in module responsibly.fairness.interventions.threshold) project_on_direction() (responsibly.we.bias.BiasWordEmbedding method) project_params() (in module responsibly.we.utils) project_reject_vector() (in module responsibly.we.utils) project_vector() (in module responsibly.we.utils)

R

reject_vector() (in module responsibly.we.utils) report_binary() (in module responsibly.fairness.metrics) responsibly.dataset module responsibly.fairness module responsibly.fairness.interventions module responsibly.fairness.interventions.threshold module responsibly.fairness.metrics module

responsibly.we module responsibly.we.benchmark module responsibly.we.bias module responsibly.we.utils module responsibly.we.weat module roc_auc_score_by_attr() (in module responsibly.fairness.metrics) roc_curve_by_attr() (in module responsibly.fairness.metrics)

S

separation_binary() (in module responsibly.fairness.metrics), [1] separation_score() (in module responsibly.fairness.metrics)

sufficiency_binary() (in module responsibly.fairness.metrics) sufficiency_score() (in module responsibly.fairness.metrics)