fairdo package

Subpackages

• fairdo.metrics package
  • Submodules
  • fairdo.metrics.dependence module
    • dependency_multi()
    • dual_total_correlation()
    • mi()
    • nmi()
    • nmi_multi()
    • o_information()
    • pearsonr()
    • pearsonr_abs()
    • rdc()
    • total_correlation()
  • fairdo.metrics.group module
    • average_odds_difference()
    • average_odds_error()
    • disparate_impact_ratio()
    • disparate_impact_ratio_deviation()
    • disparate_impact_ratio_objective()
    • equal_opportunity_abs_diff()
    • equal_opportunity_difference()
    • mean_difference()
    • predictive_equality_abs_diff()
    • predictive_equality_difference()
    • statistical_parity_abs_diff()
    • statistical_parity_abs_diff_intersectionality()
    • statistical_parity_abs_diff_max()
    • statistical_parity_abs_diff_mean()
    • statistical_parity_abs_diff_multi()
    • statistical_parity_abs_diff_sum()
    • statistical_parity_difference()
  • fairdo.metrics.individual module
    • consistency_score()
    • consistency_score_objective()
  • fairdo.metrics.penalty module
    • Penalty Functions for Constrained Optimization
    • data_loss()
    • group_missing_penalty()
• fairdo.optimize package
  • Subpackages
    • fairdo.optimize.multi package
      • Submodules
      • fairdo.optimize.multi.nsga module
    • fairdo.optimize.operators package
      • Submodules
      • fairdo.optimize.operators.crossover module
      • fairdo.optimize.operators.initialization module
      • fairdo.optimize.operators.mutation module
      • fairdo.optimize.operators.selection module
    • fairdo.optimize.single package
      • Submodules
      • fairdo.optimize.single.baseline module
      • fairdo.optimize.single.ga module
• fairdo.preprocessing package
  • Submodules
  • fairdo.preprocessing.base module
    • OriginalData
      • OriginalData.transform()
    • Preprocessing
      • Preprocessing.fit()
      • Preprocessing.fit_transform()
      • Preprocessing.transform()
    • Random
      • Random.transform()
    • Unawareness
      • Unawareness.transform()
  • fairdo.preprocessing.metricoptimizer module
    • MetricOptGenerator
      • MetricOptGenerator.fit()
      • MetricOptGenerator.transform()
    • MetricOptRemover
      • MetricOptRemover.transform()
    • MetricOptimizer
      • MetricOptimizer.fit()
      • MetricOptimizer.init_preproc()
      • MetricOptimizer.transform()
  • fairdo.preprocessing.wrapper module
    • DefaultPreprocessing
      • DefaultPreprocessing.func
      • DefaultPreprocessing.dims
      • DefaultPreprocessing.disc_measure
      • DefaultPreprocessing.dataset
    • MultiWrapper
      • MultiWrapper.heuristic
      • MultiWrapper.funcs
      • MultiWrapper.dims
      • MultiWrapper.fitness_functions
      • MultiWrapper.dataset
      • MultiWrapper.apply_heuristic()
      • MultiWrapper.fit()
      • MultiWrapper.get_best_fitness()
      • MultiWrapper.get_pareto_front()
      • MultiWrapper.plot_results()
      • MultiWrapper.transform()
    • SingleWrapper
      • SingleWrapper.heuristic
      • SingleWrapper.func
      • SingleWrapper.dims
      • SingleWrapper.disc_measure
      • SingleWrapper.dataset
      • SingleWrapper.fit()
      • SingleWrapper.get_best_fitness()
      • SingleWrapper.transform()
    • f()
• fairdo.utils package
  • Submodules
  • fairdo.utils.dataset module
    • data_generator()
    • dataset_intersectional_column()
    • downcast()
    • generate_data()
    • load_data()
  • fairdo.utils.helper module
    • generate_pairs()
    • nunique()
  • fairdo.utils.math module
    • conditional_entropy_cat()
    • entropy_estimate_cat()
    • joint_entropy_cat()