apt.risk package

Subpackages

• apt.risk.data_assessment package
  • Submodules
  • apt.risk.data_assessment.attack_strategy_utils module
    • AttackStrategyUtils
    • DistributionValidationResult
      • DistributionValidationResult.distributions_valid
      • DistributionValidationResult.distributions_validated
      • DistributionValidationResult.member_column_distribution_diff
      • DistributionValidationResult.non_member_column_distribution_diff
    • KNNAttackStrategyUtils
      • KNNAttackStrategyUtils.find_knn()
      • KNNAttackStrategyUtils.fit()
      • KNNAttackStrategyUtils.validate_distributions()
  • apt.risk.data_assessment.dataset_assessment_manager module
    • DatasetAssessmentManager
      • DatasetAssessmentManager.assess()
      • DatasetAssessmentManager.attack_scores
      • DatasetAssessmentManager.dump_all_scores_to_files()
    • DatasetAssessmentManagerConfig
      • DatasetAssessmentManagerConfig.generate_plots
      • DatasetAssessmentManagerConfig.persist_reports
      • DatasetAssessmentManagerConfig.timestamp_reports
  • apt.risk.data_assessment.dataset_attack module
    • Config
    • DatasetAttack
      • DatasetAttack.assess_privacy()
      • DatasetAttack.short_name
    • DatasetAttackMembership
      • DatasetAttackMembership.calculate_metrics()
      • DatasetAttackMembership.calculate_privacy_score()
      • DatasetAttackMembership.plot_roc_curve()
  • apt.risk.data_assessment.dataset_attack_membership_knn_probabilities module
    • DatasetAttackConfigMembershipKnnProbabilities
      • DatasetAttackConfigMembershipKnnProbabilities.batch_size
      • DatasetAttackConfigMembershipKnnProbabilities.compute_distance
      • DatasetAttackConfigMembershipKnnProbabilities.distance_params
      • DatasetAttackConfigMembershipKnnProbabilities.distribution_comparison_alpha
      • DatasetAttackConfigMembershipKnnProbabilities.generate_plot
      • DatasetAttackConfigMembershipKnnProbabilities.k
      • DatasetAttackConfigMembershipKnnProbabilities.use_batches
    • DatasetAttackMembershipKnnProbabilities
      • DatasetAttackMembershipKnnProbabilities.SHORT_NAME
      • DatasetAttackMembershipKnnProbabilities.assess_privacy()
      • DatasetAttackMembershipKnnProbabilities.calculate_privacy_score()
      • DatasetAttackMembershipKnnProbabilities.probability_per_sample()
      • DatasetAttackMembershipKnnProbabilities.short_name()
    • DatasetAttackScoreMembershipKnnProbabilities
      • DatasetAttackScoreMembershipKnnProbabilities.assessment_type
      • DatasetAttackScoreMembershipKnnProbabilities.average_precision_score
      • DatasetAttackScoreMembershipKnnProbabilities.distributions_validation_result
      • DatasetAttackScoreMembershipKnnProbabilities.roc_auc_score
  • apt.risk.data_assessment.dataset_attack_result module
    • DatasetAttackResult
    • DatasetAttackResultMembership
      • DatasetAttackResultMembership.member_probabilities
      • DatasetAttackResultMembership.non_member_probabilities
    • DatasetAttackScore
      • DatasetAttackScore.dataset_name
      • DatasetAttackScore.result
      • DatasetAttackScore.risk_score
  • apt.risk.data_assessment.dataset_attack_whole_dataset_knn_distance module
    • DatasetAttackConfigWholeDatasetKnnDistance
      • DatasetAttackConfigWholeDatasetKnnDistance.batch_size
      • DatasetAttackConfigWholeDatasetKnnDistance.compute_distance
      • DatasetAttackConfigWholeDatasetKnnDistance.distance_params
      • DatasetAttackConfigWholeDatasetKnnDistance.distribution_comparison_alpha
      • DatasetAttackConfigWholeDatasetKnnDistance.distribution_comparison_categorical_test
      • DatasetAttackConfigWholeDatasetKnnDistance.distribution_comparison_numeric_test
      • DatasetAttackConfigWholeDatasetKnnDistance.use_batches
    • DatasetAttackScoreWholeDatasetKnnDistance
      • DatasetAttackScoreWholeDatasetKnnDistance.assessment_type
      • DatasetAttackScoreWholeDatasetKnnDistance.distributions_validation_result
      • DatasetAttackScoreWholeDatasetKnnDistance.share
    • DatasetAttackWholeDatasetKnnDistance
      • DatasetAttackWholeDatasetKnnDistance.SHORT_NAME
      • DatasetAttackWholeDatasetKnnDistance.assess_privacy()
      • DatasetAttackWholeDatasetKnnDistance.calculate_distances()
      • DatasetAttackWholeDatasetKnnDistance.short_name()
  • Module contents

Module contents