Index

A

adaptive_mutation() (in module fairdo.optimize.operators.mutation) apply_heuristic() (fairdo.preprocessing.wrapper.MultiWrapper method)

average_odds_difference() (in module fairdo.metrics.group) average_odds_error() (in module fairdo.metrics.group)

B

biased_random_initialization() (in module fairdo.optimize.operators.initialization)

bit_flip_mutation() (in module fairdo.optimize.operators.mutation)

C

conditional_entropy_cat() (in module fairdo.utils.math) consistency_score() (in module fairdo.metrics.individual)

consistency_score_objective() (in module fairdo.metrics.individual) crowding_distance() (in module fairdo.optimize.multi.nsga) (in module fairdo.optimize.operators.selection)

D

data_generator() (in module fairdo.utils.dataset) data_loss() (in module fairdo.metrics.penalty) dataset (fairdo.preprocessing.wrapper.DefaultPreprocessing attribute) (fairdo.preprocessing.wrapper.MultiWrapper attribute) (fairdo.preprocessing.wrapper.SingleWrapper attribute) dataset_intersectional_column() (in module fairdo.utils.dataset) DefaultPreprocessing (class in fairdo.preprocessing.wrapper) dependency_multi() (in module fairdo.metrics.dependence) dims (fairdo.preprocessing.wrapper.DefaultPreprocessing attribute) (fairdo.preprocessing.wrapper.MultiWrapper attribute) (fairdo.preprocessing.wrapper.SingleWrapper attribute)

disc_measure (fairdo.preprocessing.wrapper.DefaultPreprocessing attribute) (fairdo.preprocessing.wrapper.SingleWrapper attribute) disparate_impact_ratio() (in module fairdo.metrics.group) disparate_impact_ratio_deviation() (in module fairdo.metrics.group) disparate_impact_ratio_objective() (in module fairdo.metrics.group) diverse_mutation() (in module fairdo.optimize.operators.mutation) dom_counts_indices() (in module fairdo.optimize.multi.nsga) dom_counts_indices_fast() (in module fairdo.optimize.multi.nsga) downcast() (in module fairdo.utils.dataset) dual_total_correlation() (in module fairdo.metrics.dependence)

E

elitist_selection() (in module fairdo.optimize.operators.selection) elitist_selection_multi() (in module fairdo.optimize.operators.selection) entropy_estimate_cat() (in module fairdo.utils.math) equal_opportunity_abs_diff() (in module fairdo.metrics.group) equal_opportunity_difference() (in module fairdo.metrics.group)

evaluate_individual() (in module fairdo.optimize.single.ga) evaluate_population() (in module fairdo.optimize.multi.nsga) (in module fairdo.optimize.single.ga) evaluate_population_parallel() (in module fairdo.optimize.multi.nsga) evaluate_population_single_cpu() (in module fairdo.optimize.single.ga)

F

f() (in module fairdo.preprocessing.wrapper) fairdo module fairdo.metrics module fairdo.metrics.dependence module fairdo.metrics.group module fairdo.metrics.individual module fairdo.metrics.penalty module fairdo.optimize module fairdo.optimize.multi module fairdo.optimize.multi.nsga module fairdo.optimize.operators module fairdo.optimize.operators.crossover module fairdo.optimize.operators.initialization module fairdo.optimize.operators.mutation module fairdo.optimize.operators.selection module fairdo.optimize.single module

fairdo.optimize.single.baseline module fairdo.optimize.single.ga module fairdo.preprocessing module fairdo.preprocessing.base module fairdo.preprocessing.metricoptimizer module fairdo.preprocessing.wrapper module fairdo.utils module fairdo.utils.dataset module fairdo.utils.helper module fairdo.utils.math module fit() (fairdo.preprocessing.base.Preprocessing method) (fairdo.preprocessing.metricoptimizer.MetricOptGenerator method) (fairdo.preprocessing.metricoptimizer.MetricOptimizer method) (fairdo.preprocessing.wrapper.MultiWrapper method) (fairdo.preprocessing.wrapper.SingleWrapper method) fit_transform() (fairdo.preprocessing.base.Preprocessing method) fitness_functions (fairdo.preprocessing.wrapper.MultiWrapper attribute) fractional_flip_mutation() (in module fairdo.optimize.operators.mutation) func (fairdo.preprocessing.wrapper.DefaultPreprocessing attribute) (fairdo.preprocessing.wrapper.SingleWrapper attribute) funcs (fairdo.preprocessing.wrapper.MultiWrapper attribute)

G

generate_data() (in module fairdo.utils.dataset) generate_pairs() (in module fairdo.utils.helper) genetic_algorithm() (in module fairdo.optimize.single.ga)

get_best_fitness() (fairdo.preprocessing.wrapper.MultiWrapper method) (fairdo.preprocessing.wrapper.SingleWrapper method) get_pareto_front() (fairdo.preprocessing.wrapper.MultiWrapper method) group_missing_penalty() (in module fairdo.metrics.penalty)

H

heuristic (fairdo.preprocessing.wrapper.MultiWrapper attribute) (fairdo.preprocessing.wrapper.SingleWrapper attribute)

I

init_preproc() (fairdo.preprocessing.metricoptimizer.MetricOptimizer method)

J

joint_entropy_cat() (in module fairdo.utils.math)

K

kpoint_crossover() (in module fairdo.optimize.operators.crossover)

L

load_data() (in module fairdo.utils.dataset)

M

mean_difference() (in module fairdo.metrics.group) MetricOptGenerator (class in fairdo.preprocessing.metricoptimizer) MetricOptimizer (class in fairdo.preprocessing.metricoptimizer) MetricOptRemover (class in fairdo.preprocessing.metricoptimizer) mi() (in module fairdo.metrics.dependence) module fairdo fairdo.metrics fairdo.metrics.dependence fairdo.metrics.group fairdo.metrics.individual fairdo.metrics.penalty fairdo.optimize fairdo.optimize.multi fairdo.optimize.multi.nsga fairdo.optimize.operators fairdo.optimize.operators.crossover fairdo.optimize.operators.initialization fairdo.optimize.operators.mutation fairdo.optimize.operators.selection fairdo.optimize.single fairdo.optimize.single.baseline fairdo.optimize.single.ga fairdo.preprocessing fairdo.preprocessing.base fairdo.preprocessing.metricoptimizer fairdo.preprocessing.wrapper fairdo.utils fairdo.utils.dataset fairdo.utils.helper fairdo.utils.math

MultiWrapper (class in fairdo.preprocessing.wrapper)

N

nmi() (in module fairdo.metrics.dependence) nmi_multi() (in module fairdo.metrics.dependence) no_crossover() (in module fairdo.optimize.operators.crossover)

non_dominated_sort() (in module fairdo.optimize.multi.nsga) non_dominated_sort_fast() (in module fairdo.optimize.multi.nsga) nsga2() (in module fairdo.optimize.multi.nsga) nunique() (in module fairdo.utils.helper)

O

o_information() (in module fairdo.metrics.dependence) onepoint_crossover() (in module fairdo.optimize.operators.crossover)

ones_array_method() (in module fairdo.optimize.single.baseline) OriginalData (class in fairdo.preprocessing.base)

P

pearsonr() (in module fairdo.metrics.dependence) pearsonr_abs() (in module fairdo.metrics.dependence) plot_results() (fairdo.preprocessing.wrapper.MultiWrapper method)

predictive_equality_abs_diff() (in module fairdo.metrics.group) predictive_equality_difference() (in module fairdo.metrics.group) Preprocessing (class in fairdo.preprocessing.base)

R

Random (class in fairdo.preprocessing.base) random_initialization() (in module fairdo.optimize.operators.initialization) random_method() (in module fairdo.optimize.single.baseline)

random_method_vectorized() (in module fairdo.optimize.single.baseline) rank_selection() (in module fairdo.optimize.operators.selection) rdc() (in module fairdo.metrics.dependence) roulette_wheel_selection() (in module fairdo.optimize.operators.selection)

S

selection_indices() (in module fairdo.optimize.multi.nsga) shuffle_mutation() (in module fairdo.optimize.operators.mutation) simulated_binary_crossover() (in module fairdo.optimize.operators.crossover) SingleWrapper (class in fairdo.preprocessing.wrapper) statistical_parity_abs_diff() (in module fairdo.metrics.group) statistical_parity_abs_diff_intersectionality() (in module fairdo.metrics.group)

statistical_parity_abs_diff_max() (in module fairdo.metrics.group) statistical_parity_abs_diff_mean() (in module fairdo.metrics.group) statistical_parity_abs_diff_multi() (in module fairdo.metrics.group) statistical_parity_abs_diff_sum() (in module fairdo.metrics.group) statistical_parity_difference() (in module fairdo.metrics.group) stochastic_universal_sampling() (in module fairdo.optimize.operators.selection) swap_mutation() (in module fairdo.optimize.operators.mutation)

T

total_correlation() (in module fairdo.metrics.dependence) tournament_selection() (in module fairdo.optimize.operators.selection) tournament_selection_multi() (in module fairdo.optimize.operators.selection) transform() (fairdo.preprocessing.base.OriginalData method) (fairdo.preprocessing.base.Preprocessing method) (fairdo.preprocessing.base.Random method) (fairdo.preprocessing.base.Unawareness method) (fairdo.preprocessing.metricoptimizer.MetricOptGenerator method) (fairdo.preprocessing.metricoptimizer.MetricOptimizer method) (fairdo.preprocessing.metricoptimizer.MetricOptRemover method) (fairdo.preprocessing.wrapper.MultiWrapper method) (fairdo.preprocessing.wrapper.SingleWrapper method)

U

Unawareness (class in fairdo.preprocessing.base)

uniform_crossover() (in module fairdo.optimize.operators.crossover)

V

variable_initialization() (in module fairdo.optimize.operators.initialization)