Index

A

add_adversary_criterion() (privpack.core.criterion.PGANCriterion method) add_expectation() (privpack.model_selection.experiment.Expectations method)

add_privacy_criterion() (privpack.core.criterion.PGANCriterion method) adversary_loss() (privpack.core.criterion.PGANCriterion method)

B

binary_mi_loss() (privpack.core.criterion.BinaryMutualInformation method) BinaryHammingDistance (class in privpack.core.criterion)

BinaryMutualInformation (class in privpack.core.criterion) BinaryPrivacyPreservingAdversarialNetwork (class in privpack.core.architectures) BivariateBinaryMutualInformation (class in privpack.utils.metrics)

C

compute_distortion() (privpack.utils.metrics.ComputeDistortion method) compute_mutual_information() (privpack.utils.metrics.BivariateBinaryMutualInformation method) (privpack.utils.metrics.MultivariateGaussianMutualInformation method)

compute_released_data_metrics() (in module privpack.utils) ComputeDistortion (class in privpack.utils.metrics)

D

DataGenerator (class in privpack.utils.data_generator)

discrete_mi_loss() (privpack.core.criterion.DiscreteMutualInformation method) DiscreteMutualInformation (class in privpack.core.criterion)

E

elementwise_mse() (in module privpack.utils) estimate_binary_distribution() (privpack.utils.metrics.BivariateBinaryMutualInformation method) Expectations (class in privpack.model_selection.experiment)

Expectations.Expectation (class in privpack.model_selection.experiment) expected_binary_hamming_distance() (privpack.core.criterion.BinaryHammingDistance method) expected_mean_squared_error() (privpack.core.criterion.MeanSquaredError method) Experiment (class in privpack.model_selection.experiment)

G

gaussian_mutual_information_loss() (privpack.core.criterion.GaussianMutualInformation method) GaussianMutualInformation (class in privpack.core.criterion) GaussianPrivacyPreservingAdversarialNetwork (class in privpack.core.architectures) generate_binary_data() (privpack.utils.data_generator.DataGenerator method) generate_gauss_mixture_data() (privpack.utils.data_generator.DataGenerator method) GenerativeAdversarialNetwork (class in privpack.core.architectures)

get_completely_correlated_dist() (privpack.utils.data_generator.DataGenerator method) get_completely_uncorrelated_dist() (privpack.utils.data_generator.DataGenerator method) get_completely_uncorrelated_distribution_params() (privpack.utils.data_generator.DataGenerator method) get_device() (privpack.core.architectures.GenerativeAdversarialNetwork method) get_likelihood_xi_given_z() (in module privpack.utils) get_ppan_distribution_params() (privpack.utils.data_generator.DataGenerator method)

H

hamming_distance() (in module privpack.utils)

L

load() (privpack.core.architectures.BinaryPrivacyPreservingAdversarialNetwork method)

M

MeanSquaredError (class in privpack.core.criterion) Metric (class in privpack.utils.metrics) mi() (privpack.utils.metrics.BivariateBinaryMutualInformation method) (privpack.utils.metrics.MultivariateGaussianMutualInformation method) module privpack.core privpack.core.architectures privpack.core.criterion privpack.model_selection privpack.model_selection.experiment privpack.utils privpack.utils.data_generator privpack.utils.metrics

MultivariateGaussianMutualInformation (class in privpack.utils.metrics)

N

NegativeBinaryMutualInformation (class in privpack.core.criterion)

O

observation_models() (privpack.core.architectures.GaussianPrivacyPreservingAdversarialNetwork method)

P

PartialBivariateBinaryMutualInformation (class in privpack.utils.metrics) PartialMultivariateGaussianMutualInformation (class in privpack.utils.metrics) PGANCriterion (class in privpack.core.criterion) privacy_loss() (privpack.core.criterion.PGANCriterion method) PrivacyCriterion (class in privpack.core.criterion) privatize() (privpack.core.architectures.BinaryPrivacyPreservingAdversarialNetwork method) (privpack.core.architectures.GaussianPrivacyPreservingAdversarialNetwork method) (privpack.core.architectures.GenerativeAdversarialNetwork method) privpack.core module privpack.core.architectures module

privpack.core.criterion module privpack.model_selection module privpack.model_selection.experiment module privpack.utils module privpack.utils.data_generator module privpack.utils.metrics module

R

random_binary_dist() (privpack.utils.data_generator.DataGenerator method) reset() (privpack.core.architectures.BinaryPrivacyPreservingAdversarialNetwork method) (privpack.core.architectures.GaussianPrivacyPreservingAdversarialNetwork method) (privpack.core.architectures.GenerativeAdversarialNetwork class method)

run() (privpack.model_selection.experiment.Experiment method)

S

sample_from_network() (in module privpack.utils) save() (privpack.core.architectures.BinaryPrivacyPreservingAdversarialNetwork method) set_adversary_class() (privpack.core.architectures.GenerativeAdversarialNetwork method)

set_device() (privpack.core.architectures.GenerativeAdversarialNetwork method) set_distortion_function() (privpack.utils.metrics.ComputeDistortion method) set_privatizer_class() (privpack.core.architectures.GenerativeAdversarialNetwork method)

T

to_json_dict() (privpack.core.criterion.PGANCriterion method) train() (privpack.core.architectures.BinaryPrivacyPreservingAdversarialNetwork method) (privpack.core.architectures.GaussianPrivacyPreservingAdversarialNetwork method) (privpack.core.architectures.GenerativeAdversarialNetwork method)

U

UtilityCriterion (class in privpack.core.criterion)