Index

B

BinaryClassifier (class in error_parity.classifiers)

BinaryClassifierAtROCDiagonal (class in error_parity.classifiers)

C

calc_cost_of_point() (in module error_parity.roc_utils) Classifier (class in error_parity.classifiers) compute_binary_predictions() (in module error_parity.binarize) compute_fair_optimum() (in module error_parity.cvxpy_utils) compute_global_roc_from_groupwise() (in module error_parity.roc_utils) compute_halfspace_inequality() (in module error_parity.cvxpy_utils)

compute_inner_and_outer_adjustment_ci() (in module error_parity.pareto_curve) compute_line() (in module error_parity.cvxpy_utils) compute_postprocessing_curve() (in module error_parity.pareto_curve) compute_roc_point_from_predictions() (in module error_parity.roc_utils) constraint_violation() (error_parity.threshold_optimizer.RelaxedThresholdOptimizer method) construct_at_target_ROC() (error_parity.classifiers.RandomizedClassifier static method) cost() (error_parity.threshold_optimizer.RelaxedThresholdOptimizer method)

D

demographic_parity_violation() (error_parity.threshold_optimizer.RelaxedThresholdOptimizer method)

E

EnsembleGroupwiseClassifiers (class in error_parity.classifiers) equalized_odds_violation() (error_parity.threshold_optimizer.RelaxedThresholdOptimizer method) error_parity.binarize module error_parity.classifiers module error_parity.cvxpy_utils module error_parity.evaluation module error_parity.pareto_curve module

error_parity.plotting module error_parity.roc_utils module error_parity.threshold_optimizer module error_rate_parity_constraint_violation() (error_parity.threshold_optimizer.RelaxedThresholdOptimizer method) eval_accuracy_and_equalized_odds() (in module error_parity.evaluation) evaluate_fairness() (in module error_parity.evaluation) evaluate_performance() (in module error_parity.evaluation) evaluate_predictions() (in module error_parity.evaluation) evaluate_predictions_bootstrap() (in module error_parity.evaluation)

F

find_points_for_target_ROC() (error_parity.classifiers.RandomizedClassifier static method) find_weights_given_two_points() (error_parity.classifiers.RandomizedClassifier static method)

fit() (error_parity.threshold_optimizer.RelaxedThresholdOptimizer method) fit_and_evaluate_postprocessing() (in module error_parity.pareto_curve)

G

get_envelope_of_postprocessing_frontier() (in module error_parity.pareto_curve) global_prevalence (error_parity.threshold_optimizer.RelaxedThresholdOptimizer property) global_roc_point (error_parity.threshold_optimizer.RelaxedThresholdOptimizer property)

groupwise_prevalence (error_parity.threshold_optimizer.RelaxedThresholdOptimizer property) groupwise_roc_data (error_parity.threshold_optimizer.RelaxedThresholdOptimizer property) groupwise_roc_hulls (error_parity.threshold_optimizer.RelaxedThresholdOptimizer property) groupwise_roc_points (error_parity.threshold_optimizer.RelaxedThresholdOptimizer property)

M

make_cvxpy_halfspace_inequality() (in module error_parity.cvxpy_utils) make_cvxpy_point_in_polygon_constraints() (in module error_parity.cvxpy_utils) module error_parity.binarize error_parity.classifiers error_parity.cvxpy_utils error_parity.evaluation error_parity.pareto_curve error_parity.plotting error_parity.roc_utils error_parity.threshold_optimizer

P

plot_polygon_edges() (in module error_parity.plotting) plot_postprocessing_frontier() (in module error_parity.plotting)

plot_postprocessing_solution() (in module error_parity.plotting) predict() (error_parity.threshold_optimizer.RelaxedThresholdOptimizer method)

R

RandomizedClassifier (class in error_parity.classifiers)

RelaxedThresholdOptimizer (class in error_parity.threshold_optimizer) roc_convex_hull() (in module error_parity.roc_utils)