Index

A

add_datapoints() (inFairness.postprocessing.base_postprocessing.BasePostProcessing method) (inFairness.postprocessing.BasePostProcessing method), [1] (inFairness.postprocessing.data_ds.PostProcessingDataStore method) add_datapoints_X() (inFairness.postprocessing.data_ds.PostProcessingDataStore method) add_datapoints_Y() (inFairness.postprocessing.data_ds.PostProcessingDataStore method) arg_constraints (inFairness.utils.plackett_luce.PlackettLuce attribute) audit() (inFairness.auditor.Auditor method), [1] (inFairness.auditor.auditor.Auditor method) (inFairness.auditor.sensei_auditor.SenSeIAuditor method) (inFairness.auditor.SenSeIAuditor method), [1] (inFairness.auditor.sensr_auditor.SenSRAuditor method) (inFairness.auditor.SenSRAuditor method), [1]

Auditor (class in inFairness.auditor), [1] (class in inFairness.auditor.auditor) AuditorResponse (class in inFairness.auditor.datainterface)

B

BasePostProcessing (class in inFairness.postprocessing), [1] (class in inFairness.postprocessing.base_postprocessing)

build_distance_matrix() (inFairness.postprocessing.distance_ds.DistanceStructure method) build_graph_from_dists() (in module inFairness.utils.postprocessing), [1]

C

compute_audit_result() (inFairness.auditor.Auditor method), [1] (inFairness.auditor.auditor.Auditor method) compute_basis_vectors() (inFairness.distances.sensitive_subspace_dist.SVDSensitiveSubspaceDistance method) (inFairness.distances.SVDSensitiveSubspaceDistance method), [1] compute_basis_vectors_data() (inFairness.distances.logistic_sensitive_subspace.LogisticRegSensitiveSubspace method) (inFairness.distances.LogisticRegSensitiveSubspace method) compute_basis_vectors_protected_idxs() (inFairness.distances.logistic_sensitive_subspace.LogisticRegSensitiveSubspace method) (inFairness.distances.LogisticRegSensitiveSubspace method)

compute_loss_ratio() (inFairness.auditor.Auditor method), [1] (inFairness.auditor.auditor.Auditor method) compute_projection_complement() (inFairness.distances.sensitive_subspace_dist.SensitiveSubspaceDistance method) (inFairness.distances.SensitiveSubspaceDistance method), [1], [2] compute_sigma() (inFairness.distances.explore_distance.EXPLOREDistance method) (inFairness.distances.EXPLOREDistance method) confidence (inFairness.auditor.datainterface.AuditorResponse attribute) convert_tensor_to_numpy() (in module inFairness.utils.datautils), [1]

D

data (inFairness.postprocessing.base_postprocessing.BasePostProcessing property) (inFairness.postprocessing.BasePostProcessing property), [1] discounted_cumulative_gain() (in module inFairness.utils.ndcg) Distance (class in inFairness.distances) (class in inFairness.distances.distance), [1]

distance_matrix (inFairness.postprocessing.base_postprocessing.BasePostProcessing property) (inFairness.postprocessing.BasePostProcessing property), [1] (inFairness.postprocessing.data_ds.PostProcessingDataStore property) DistanceStructure (class in inFairness.postprocessing.distance_ds)

E

EuclideanDistance (class in inFairness.distances), [1] (class in inFairness.distances.euclidean_dists)

expand() (inFairness.utils.plackett_luce.PlackettLuce method) EXPLOREDistance (class in inFairness.distances), [1] (class in inFairness.distances.explore_distance)

F

FairModelResponse (class in inFairness.fairalgo) (class in inFairness.fairalgo.datainterfaces) fit() (inFairness.distances.Distance method) (inFairness.distances.distance.Distance method), [1] (inFairness.distances.euclidean_dists.ProtectedEuclideanDistance method) (inFairness.distances.explore_distance.EXPLOREDistance method) (inFairness.distances.EXPLOREDistance method), [1] (inFairness.distances.logistic_sensitive_subspace.LogisticRegSensitiveSubspace method) (inFairness.distances.LogisticRegSensitiveSubspace method), [1] (inFairness.distances.mahalanobis_distance.MahalanobisDistances method) (inFairness.distances.mahalanobis_distance.SquaredEuclideanDistance method) (inFairness.distances.MahalanobisDistances method), [1], [2] (inFairness.distances.ProtectedEuclideanDistance method), [1] (inFairness.distances.sensitive_subspace_dist.SensitiveSubspaceDistance method) (inFairness.distances.sensitive_subspace_dist.SVDSensitiveSubspaceDistance method) (inFairness.distances.SensitiveSubspaceDistance method), [1], [2] (inFairness.distances.SquaredEuclideanDistance method) (inFairness.distances.SVDSensitiveSubspaceDistance method), [1] forward() (inFairness.distances.Distance method) (inFairness.distances.distance.Distance method), [1] (inFairness.distances.euclidean_dists.EuclideanDistance method) (inFairness.distances.euclidean_dists.ProtectedEuclideanDistance method) (inFairness.distances.EuclideanDistance method), [1] (inFairness.distances.mahalanobis_distance.MahalanobisDistances method) (inFairness.distances.MahalanobisDistances method), [1], [2] (inFairness.distances.ProtectedEuclideanDistance method), [1] (inFairness.distances.wasserstein_distance.WassersteinDistance method) (inFairness.distances.WassersteinDistance method), [1] (inFairness.fairalgo.SenSeI method), [1] (inFairness.fairalgo.sensei.SenSeI method) (inFairness.fairalgo.SenSR method), [1] (inFairness.fairalgo.sensr.SenSR method) (inFairness.fairalgo.SenSTIR method), [1] (inFairness.fairalgo.senstir.SenSTIR method)

forward_test() (inFairness.fairalgo.SenSeI method), [1] (inFairness.fairalgo.sensei.SenSeI method) (inFairness.fairalgo.SenSR method), [1] (inFairness.fairalgo.sensr.SenSR method) (inFairness.fairalgo.SenSTIR method), [1] (inFairness.fairalgo.senstir.SenSTIR method) forward_train() (inFairness.fairalgo.SenSeI method), [1] (inFairness.fairalgo.sensei.SenSeI method) (inFairness.fairalgo.SenSR method), [1] (inFairness.fairalgo.sensr.SenSR method) (inFairness.fairalgo.SenSTIR method) (inFairness.fairalgo.senstir.SenSTIR method) freeze_network() (in module inFairness.utils.params)

G

generate_data_pairs() (in module inFairness.utils.datautils), [1] generate_worst_case_examples() (inFairness.auditor.Auditor method), [1] (inFairness.auditor.auditor.Auditor method) (inFairness.auditor.sensei_auditor.SenSeIAuditor method) (inFairness.auditor.SenSeIAuditor method), [1] (inFairness.auditor.sensr_auditor.SenSRAuditor method) (inFairness.auditor.SenSRAuditor method), [1] (inFairness.auditor.senstir_auditor.SenSTIRAuditor method) (inFairness.auditor.SenSTIRAuditor method), [1]

get_device() (in module inFairness.utils.datautils), [1] get_laplacian() (in module inFairness.utils.postprocessing), [1] get_objective() (inFairness.postprocessing.glif.GraphLaplacianIF method) (inFairness.postprocessing.GraphLaplacianIF method), [1] GraphLaplacianIF (class in inFairness.postprocessing), [1] (class in inFairness.postprocessing.glif)

I

include_exclude_terms() (in module inFairness.utils.datautils), [1] inFairness module inFairness.auditor module inFairness.auditor.auditor module inFairness.auditor.datainterface module inFairness.auditor.sensei_auditor module inFairness.auditor.sensr_auditor module inFairness.auditor.senstir_auditor module inFairness.distances module inFairness.distances.distance module inFairness.distances.euclidean_dists module inFairness.distances.explore_distance module inFairness.distances.logistic_sensitive_subspace module inFairness.distances.mahalanobis_distance module inFairness.distances.sensitive_subspace_dist module inFairness.distances.wasserstein_distance module inFairness.fairalgo module inFairness.fairalgo.datainterfaces module inFairness.fairalgo.sensei module

inFairness.fairalgo.sensr module inFairness.fairalgo.senstir module inFairness.postprocessing module inFairness.postprocessing.base_postprocessing module inFairness.postprocessing.data_ds module inFairness.postprocessing.datainterfaces module inFairness.postprocessing.distance_ds module inFairness.postprocessing.glif module inFairness.utils module inFairness.utils.datautils module, [1] inFairness.utils.misc module inFairness.utils.ndcg module inFairness.utils.params module inFairness.utils.plackett_luce module inFairness.utils.postprocessing module, [1] inFairness.utils.validationutils module initializer() (in module inFairness.utils.misc) is_model_fair (inFairness.auditor.datainterface.AuditorResponse attribute) is_tensor_binary() (in module inFairness.utils.validationutils)

L

laplacian_solve() (in module inFairness.utils.postprocessing), [1] load_state_dict() (inFairness.distances.Distance method) (inFairness.distances.distance.Distance method), [1] log_prob() (inFairness.utils.plackett_luce.PlackettLuce method) logistic_regression_models (inFairness.distances.logistic_sensitive_subspace.LogisticRegSensitiveSubspace property) (inFairness.distances.LogisticRegSensitiveSubspace property), [1]

LogisticRegSensitiveSubspace (class in inFairness.distances), [1] (class in inFairness.distances.logistic_sensitive_subspace) loss (inFairness.fairalgo.datainterfaces.FairModelResponse attribute) (inFairness.fairalgo.FairModelResponse attribute) lossratio_mean (inFairness.auditor.datainterface.AuditorResponse attribute) lossratio_std (inFairness.auditor.datainterface.AuditorResponse attribute) lower_bound (inFairness.auditor.datainterface.AuditorResponse attribute)

M

MahalanobisDistances (class in inFairness.distances), [1], [2] (class in inFairness.distances.mahalanobis_distance) module inFairness inFairness.auditor inFairness.auditor.auditor inFairness.auditor.datainterface inFairness.auditor.sensei_auditor inFairness.auditor.sensr_auditor inFairness.auditor.senstir_auditor inFairness.distances inFairness.distances.distance inFairness.distances.euclidean_dists inFairness.distances.explore_distance inFairness.distances.logistic_sensitive_subspace inFairness.distances.mahalanobis_distance inFairness.distances.sensitive_subspace_dist inFairness.distances.wasserstein_distance inFairness.fairalgo inFairness.fairalgo.datainterfaces inFairness.fairalgo.sensei inFairness.fairalgo.sensr inFairness.fairalgo.senstir inFairness.postprocessing inFairness.postprocessing.base_postprocessing inFairness.postprocessing.data_ds inFairness.postprocessing.datainterfaces inFairness.postprocessing.distance_ds inFairness.postprocessing.glif inFairness.utils inFairness.utils.datautils, [1] inFairness.utils.misc inFairness.utils.ndcg inFairness.utils.params inFairness.utils.plackett_luce inFairness.utils.postprocessing, [1] inFairness.utils.validationutils

monte_carlo_vect_ndcg() (in module inFairness.utils.ndcg)

N

normalized_discounted_cumulative_gain() (in module inFairness.utils.ndcg)

O

objective (inFairness.postprocessing.datainterfaces.PostProcessingObjectiveResponse attribute)

P

PlackettLuce (class in inFairness.utils.plackett_luce) postprocess() (inFairness.postprocessing.base_postprocessing.BasePostProcessing method) (inFairness.postprocessing.BasePostProcessing method) (inFairness.postprocessing.glif.GraphLaplacianIF method) (inFairness.postprocessing.GraphLaplacianIF method), [1]

PostProcessingDataStore (class in inFairness.postprocessing.data_ds) PostProcessingObjectiveResponse (class in inFairness.postprocessing.datainterfaces) ProtectedEuclideanDistance (class in inFairness.distances), [1] (class in inFairness.distances.euclidean_dists) pval (inFairness.auditor.datainterface.AuditorResponse attribute)

R

reset() (inFairness.postprocessing.data_ds.PostProcessingDataStore method) (inFairness.postprocessing.distance_ds.DistanceStructure method)

reset_datapoints() (inFairness.postprocessing.base_postprocessing.BasePostProcessing method) (inFairness.postprocessing.BasePostProcessing method), [1]

S

sample() (inFairness.utils.plackett_luce.PlackettLuce method) SenSeI (class in inFairness.fairalgo), [1] (class in inFairness.fairalgo.sensei) SenSeIAuditor (class in inFairness.auditor), [1] (class in inFairness.auditor.sensei_auditor) SensitiveSubspaceDistance (class in inFairness.distances), [1], [2] (class in inFairness.distances.sensitive_subspace_dist) SenSR (class in inFairness.fairalgo), [1] (class in inFairness.fairalgo.sensr) SenSRAuditor (class in inFairness.auditor), [1] (class in inFairness.auditor.sensr_auditor)

SenSTIR (class in inFairness.fairalgo), [1] (class in inFairness.fairalgo.senstir) SenSTIRAuditor (class in inFairness.auditor), [1] (class in inFairness.auditor.senstir_auditor) SquaredEuclideanDistance (class in inFairness.distances) (class in inFairness.distances.mahalanobis_distance) support (inFairness.utils.plackett_luce.PlackettLuce attribute) SVDSensitiveSubspaceDistance (class in inFairness.distances), [1] (class in inFairness.distances.sensitive_subspace_dist)

T

threshold (inFairness.auditor.datainterface.AuditorResponse attribute) to() (inFairness.distances.euclidean_dists.ProtectedEuclideanDistance method) (inFairness.distances.mahalanobis_distance.MahalanobisDistances method) (inFairness.distances.MahalanobisDistances method), [1], [2] (inFairness.distances.ProtectedEuclideanDistance method), [1] training (inFairness.distances.Distance attribute) (inFairness.distances.distance.Distance attribute) (inFairness.distances.euclidean_dists.EuclideanDistance attribute) (inFairness.distances.euclidean_dists.ProtectedEuclideanDistance attribute) (inFairness.distances.EuclideanDistance attribute) (inFairness.distances.explore_distance.EXPLOREDistance attribute) (inFairness.distances.EXPLOREDistance attribute) (inFairness.distances.logistic_sensitive_subspace.LogisticRegSensitiveSubspace attribute) (inFairness.distances.LogisticRegSensitiveSubspace attribute) (inFairness.distances.mahalanobis_distance.MahalanobisDistances attribute) (inFairness.distances.mahalanobis_distance.SquaredEuclideanDistance attribute) (inFairness.distances.MahalanobisDistances attribute) (inFairness.distances.ProtectedEuclideanDistance attribute) (inFairness.distances.sensitive_subspace_dist.SensitiveSubspaceDistance attribute) (inFairness.distances.sensitive_subspace_dist.SVDSensitiveSubspaceDistance attribute) (inFairness.distances.SensitiveSubspaceDistance attribute) (inFairness.distances.SquaredEuclideanDistance attribute) (inFairness.distances.SVDSensitiveSubspaceDistance attribute) (inFairness.distances.wasserstein_distance.WassersteinDistance attribute) (inFairness.distances.WassersteinDistance attribute) (inFairness.fairalgo.SenSeI attribute) (inFairness.fairalgo.sensei.SenSeI attribute) (inFairness.fairalgo.SenSR attribute) (inFairness.fairalgo.sensr.SenSR attribute) (inFairness.fairalgo.SenSTIR attribute) (inFairness.fairalgo.senstir.SenSTIR attribute)

U

unfreeze_network() (in module inFairness.utils.params)

V

vect_normalized_discounted_cumulative_gain() (in module inFairness.utils.ndcg)

W

WassersteinDistance (class in inFairness.distances), [1] (class in inFairness.distances.wasserstein_distance)

Y

y_pred (inFairness.fairalgo.datainterfaces.FairModelResponse attribute) (inFairness.fairalgo.FairModelResponse attribute)

y_solution (inFairness.postprocessing.datainterfaces.PostProcessingObjectiveResponse attribute)