Index A | B | C | D | E | F | G | H | I | K | L | M | N | P | R | S | T | V | W | Z A abroca() (in module holisticai.bias.metrics) abroca_plot() (in module holisticai.bias.plots) accuracy_bar_plot() (in module holisticai.bias.plots) accuracy_degradation_profile() (in module holisticai.robustness.metrics) accuracy_diff() (in module holisticai.bias.metrics) accuracy_matrix() (in module holisticai.bias.metrics) adversarial_accuracy() (in module holisticai.robustness.metrics) AdversarialDebiasing (class in holisticai.bias.mitigation) aggregate_diversity() (in module holisticai.bias.metrics) alpha_score() (in module holisticai.explainability.metrics) Anonymize (class in holisticai.security.mitigation) anonymize() (holisticai.security.mitigation.Anonymize method) attribute_attack_score() (in module holisticai.security.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) B bias_metrics_report() (in module holisticai.bias.plots) BlindSpotAwareMF (class in holisticai.bias.mitigation) C CalibratedEqualizedOdds (class in holisticai.bias.mitigation) 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 data_minimization_score() (in module holisticai.security.metrics) DataLoader (class in holisticai.datasets) Dataset (class in holisticai.datasets) DatasetDict (class in holisticai.datasets) DebiasingExposure (class in holisticai.bias.mitigation) DebiasingLearningMF (class in holisticai.bias.mitigation) 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) DisparateImpactRemover (class in holisticai.bias.mitigation) DisparateImpactRemoverRS (class in holisticai.bias.mitigation) E empirical_robustness() (in module holisticai.robustness.metrics) 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) 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) FairRec (class in holisticai.bias.mitigation) FairScoreClassifier (class in holisticai.bias.mitigation) FairTopK (class in holisticai.bias.mitigation) false_negative_rate_diff() (in module holisticai.bias.metrics) false_positive_rate_diff() (in module holisticai.bias.metrics) filter() (holisticai.datasets.Dataset method) fit() (holisticai.bias.mitigation.AdversarialDebiasing method) (holisticai.bias.mitigation.BlindSpotAwareMF method) (holisticai.bias.mitigation.CalibratedEqualizedOdds method) (holisticai.bias.mitigation.CorrelationRemover method) (holisticai.bias.mitigation.DebiasingExposure method) (holisticai.bias.mitigation.DebiasingLearningMF method) (holisticai.bias.mitigation.DisparateImpactRemover method) (holisticai.bias.mitigation.DisparateImpactRemoverRS 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.FairRec method) (holisticai.bias.mitigation.FairScoreClassifier method) (holisticai.bias.mitigation.GridSearchReduction method) (holisticai.bias.mitigation.LearningFairRepresentation method) (holisticai.bias.mitigation.LPDebiaserBinary method) (holisticai.bias.mitigation.LPDebiaserMulticlass method) (holisticai.bias.mitigation.MCMF method) (holisticai.bias.mitigation.MetaFairClassifier method) (holisticai.bias.mitigation.MLDebiaser method) (holisticai.bias.mitigation.PluginEstimationAndCalibration method) (holisticai.bias.mitigation.PopularityPropensityMF 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_predict() (holisticai.bias.mitigation.FairletClustering method) (holisticai.bias.mitigation.VariationalFairClustering method) fit_transform() (holisticai.bias.mitigation.CalibratedEqualizedOdds method) (holisticai.bias.mitigation.CorrelationRemover method) (holisticai.bias.mitigation.DisparateImpactRemover method) (holisticai.bias.mitigation.DisparateImpactRemoverRS method) (holisticai.bias.mitigation.FairletClusteringPreprocessing method) (holisticai.bias.mitigation.LearningFairRepresentation method) (holisticai.bias.mitigation.LPDebiaserBinary method) (holisticai.bias.mitigation.LPDebiaserMulticlass method) (holisticai.bias.mitigation.MCMF method) (holisticai.bias.mitigation.MLDebiaser method) (holisticai.bias.mitigation.PluginEstimationAndCalibration method) (holisticai.bias.mitigation.Reweighing method) (holisticai.bias.mitigation.WassersteinBarycenter method) fluctuation_ratio() (in module holisticai.explainability.metrics) 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 generate() (holisticai.robustness.attackers.HopSkipJump method) (holisticai.robustness.attackers.LinRegGDPoisoner method) (holisticai.robustness.attackers.RidgeGDPoisoner method) (holisticai.robustness.attackers.ZooAttack method) gini_index() (in module holisticai.bias.metrics) GridSearchReduction (class in holisticai.bias.mitigation) groupby() (holisticai.datasets.Dataset method) GroupByDataset (class in holisticai.datasets) H head() (holisticai.datasets.GroupByDataset method) holisticai.bias.metrics module holisticai.bias.mitigation module holisticai.bias.plots module holisticai.datasets module holisticai.explainability.metrics module holisticai.explainability.plots module holisticai.pipeline module holisticai.robustness.attackers module holisticai.robustness.metrics module holisticai.robustness.plots module holisticai.security.metrics module holisticai.security.mitigation module HopSkipJump (class in holisticai.robustness.attackers) I importance_stability() (in module holisticai.explainability.metrics) is_fair() (holisticai.bias.mitigation.FairTopK method) K k_anonymity() (in module holisticai.security.metrics) L l_diversity() (in module holisticai.security.metrics) learn_model() (holisticai.robustness.attackers.LinRegGDPoisoner method) (holisticai.robustness.attackers.RidgeGDPoisoner method) LearningFairRepresentation (class in holisticai.bias.mitigation) LinRegGDPoisoner (class in holisticai.robustness.attackers) load_dataset() (in module holisticai.datasets) load_hai_datasets() (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) map() (holisticai.datasets.Dataset method) max_statistical_parity() (in module holisticai.bias.metrics) MCMF (class in holisticai.bias.mitigation) MetaFairClassifier (class in holisticai.bias.mitigation) min_cluster_ratio() (in module holisticai.bias.metrics) MLDebiaser (class in holisticai.bias.mitigation) module holisticai.bias.metrics holisticai.bias.mitigation holisticai.bias.plots holisticai.datasets holisticai.explainability.metrics holisticai.explainability.plots holisticai.pipeline holisticai.robustness.attackers holisticai.robustness.metrics holisticai.robustness.plots holisticai.security.metrics holisticai.security.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 no_disparate_impact_level() (in module holisticai.bias.metrics) P Pipeline (class in holisticai.pipeline) plot_2d() (in module holisticai.robustness.plots) plot_adp_and_adf() (in module holisticai.robustness.plots) plot_feature_importance() (in module holisticai.explainability.plots) plot_label_and_prediction() (in module holisticai.robustness.plots) plot_neighborhood() (in module holisticai.robustness.plots) plot_partial_dependence() (in module holisticai.explainability.plots) plot_surrogate() (in module holisticai.explainability.plots) PluginEstimationAndCalibration (class in holisticai.bias.mitigation) PopularityPropensityMF (class in holisticai.bias.mitigation) precision_matrix() (in module holisticai.bias.metrics) predict() (holisticai.bias.mitigation.AdversarialDebiasing method) (holisticai.bias.mitigation.ExponentiatedGradientReduction method) (holisticai.bias.mitigation.FairKCenterClustering method) (holisticai.bias.mitigation.FairletClustering method) (holisticai.bias.mitigation.FairRec method) (holisticai.bias.mitigation.FairScoreClassifier method) (holisticai.bias.mitigation.GridSearchReduction method) (holisticai.bias.mitigation.MetaFairClassifier method) (holisticai.bias.mitigation.PrejudiceRemover method) (holisticai.bias.mitigation.VariationalFairClustering method) (holisticai.robustness.attackers.HopSkipJump method) predict_proba() (holisticai.bias.mitigation.AdversarialDebiasing method) (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.bias.mitigation.AdversarialDebiasing method) (holisticai.pipeline.Pipeline method) predictions() (holisticai.pipeline.Pipeline method) PrejudiceRemover (class in holisticai.bias.mitigation) privacy_risk_score() (in module holisticai.security.metrics) R rank_alignment() (in module holisticai.explainability.metrics) rank_consistency() (in module holisticai.explainability.metrics) recall_matrix() (in module holisticai.bias.metrics) recommender_bias_metrics() (in module holisticai.bias.metrics) 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) remove_columns() (holisticai.datasets.Dataset method) rename() (holisticai.datasets.Dataset method) repair_data() (holisticai.bias.mitigation.DisparateImpactRemover method) repr_info() (holisticai.datasets.GroupByDataset method) Reweighing (class in holisticai.bias.mitigation) RidgeGDPoisoner (class in holisticai.robustness.attackers) rmse_bar_plot() (in module holisticai.bias.plots) rmse_ratio() (in module holisticai.bias.metrics) S sample() (holisticai.datasets.Dataset method) (holisticai.datasets.GroupByDataset method) select() (holisticai.datasets.Dataset method) set_fit_request() (holisticai.bias.mitigation.ExponentiatedGradientReduction method) (holisticai.bias.mitigation.FairKCenterClustering method) (holisticai.bias.mitigation.FairKMedianClustering method) (holisticai.bias.mitigation.FairletClustering method) (holisticai.bias.mitigation.FairScoreClassifier method) (holisticai.bias.mitigation.GridSearchReduction method) (holisticai.bias.mitigation.PrejudiceRemover method) (holisticai.bias.mitigation.VariationalFairClustering method) set_predict_proba_request() (holisticai.bias.mitigation.PrejudiceRemover method) set_predict_request() (holisticai.bias.mitigation.FairScoreClassifier method) (holisticai.bias.mitigation.PrejudiceRemover method) (holisticai.bias.mitigation.VariationalFairClustering method) set_score_request() (holisticai.bias.mitigation.ExponentiatedGradientReduction method) (holisticai.bias.mitigation.PrejudiceRemover method) (holisticai.pipeline.Pipeline method) shapr_score() (in module holisticai.security.metrics) silhouette_diff() (in module holisticai.bias.metrics) social_fairness_ratio() (in module holisticai.bias.metrics) spread_divergence() (in module holisticai.explainability.metrics) spread_ratio() (in module holisticai.explainability.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) surrogate_accuracy_degradation() (in module holisticai.explainability.metrics) surrogate_features_stability() (in module holisticai.explainability.metrics) surrogate_fidelity_classification() (in module holisticai.explainability.metrics) surrogate_fidelity_regression() (in module holisticai.explainability.metrics) surrogate_mean_squared_error_degradation() (in module holisticai.explainability.metrics) T train_test_split() (holisticai.datasets.Dataset method) transform() (holisticai.bias.mitigation.CalibratedEqualizedOdds method) (holisticai.bias.mitigation.CorrelationRemover method) (holisticai.bias.mitigation.DebiasingExposure method) (holisticai.bias.mitigation.DisparateImpactRemover method) (holisticai.bias.mitigation.DisparateImpactRemoverRS method) (holisticai.bias.mitigation.EqualizedOdds method) (holisticai.bias.mitigation.FairletClusteringPreprocessing method) (holisticai.bias.mitigation.FairTopK method) (holisticai.bias.mitigation.LearningFairRepresentation method) (holisticai.bias.mitigation.LPDebiaserBinary method) (holisticai.bias.mitigation.LPDebiaserMulticlass method) (holisticai.bias.mitigation.MCMF 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) transform_estimator() (holisticai.bias.mitigation.ExponentiatedGradientReduction method) (holisticai.bias.mitigation.FairScoreClassifier method) (holisticai.bias.mitigation.PrejudiceRemover method) transform_features() (holisticai.bias.mitigation.DisparateImpactRemoverRS method) transform_ranking() (holisticai.bias.mitigation.FairTopK method) tree_depth_variance() (in module holisticai.explainability.metrics) tree_number_of_features() (in module holisticai.explainability.metrics) tree_number_of_rules() (in module holisticai.explainability.metrics) true_negative_rate_diff() (in module holisticai.bias.metrics) V VariationalFairClustering (class in holisticai.bias.mitigation) W WassersteinBarycenter (class in holisticai.bias.mitigation) weighted_average_depth() (in module holisticai.explainability.metrics) weighted_average_explainability_score() (in module holisticai.explainability.metrics) weighted_tree_gini() (in module holisticai.explainability.metrics) Z z_test_diff() (in module holisticai.bias.metrics) z_test_ratio() (in module holisticai.bias.metrics) ZooAttack (class in holisticai.robustness.attackers) zscore_diff() (in module holisticai.bias.metrics)
