Index

A

apply() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.RandomForestClassifier method)

B

bias() (diffprivlib.mechanisms.DPMechanism method) (diffprivlib.mechanisms.Gaussian method) (diffprivlib.mechanisms.GaussianAnalytic method) (diffprivlib.mechanisms.GaussianDiscrete method) (diffprivlib.mechanisms.Geometric method) (diffprivlib.mechanisms.Laplace method) (diffprivlib.mechanisms.LaplaceBoundedDomain method) (diffprivlib.mechanisms.LaplaceBoundedNoise method) (diffprivlib.mechanisms.LaplaceFolded method) (diffprivlib.mechanisms.LaplaceTruncated method) (diffprivlib.mechanisms.Staircase method) (diffprivlib.mechanisms.Uniform method)

Binary (class in diffprivlib.mechanisms) Bingham (class in diffprivlib.mechanisms) Budget (class in diffprivlib.utils) BudgetAccountant (class in diffprivlib.accountant) BudgetError

C

check() (diffprivlib.accountant.BudgetAccountant method) check_bounds() (in module diffprivlib.validation) check_epsilon_delta() (in module diffprivlib.validation) check_random_state() (in module diffprivlib.utils) class_count_ (diffprivlib.models.GaussianNB attribute) class_prior_ (diffprivlib.models.GaussianNB attribute) classes_ (diffprivlib.models.DecisionTreeClassifier attribute) (diffprivlib.models.LogisticRegression attribute) (diffprivlib.models.RandomForestClassifier attribute) clip_to_bounds() (in module diffprivlib.validation)

clip_to_norm() (in module diffprivlib.validation) cluster_centers_ (diffprivlib.models.KMeans attribute) coef_ (diffprivlib.models.LinearRegression attribute) (diffprivlib.models.LogisticRegression attribute) components_ (diffprivlib.models.PCA attribute) copy() (diffprivlib.mechanisms.DPMachine method) (diffprivlib.mechanisms.DPMechanism method) (diffprivlib.mechanisms.transforms.DPTransformer method) copy_docstring() (in module diffprivlib.utils) count_nonzero() (in module diffprivlib.tools)

D

decision_function() (diffprivlib.models.LogisticRegression method) decision_path() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.RandomForestClassifier method) DecisionTreeClassifier (class in diffprivlib.models) delta (diffprivlib.accountant.BudgetAccountant attribute) densify() (diffprivlib.models.LogisticRegression method) diffprivlib.accountant module diffprivlib.mechanisms module diffprivlib.mechanisms.transforms module

diffprivlib.models module diffprivlib.tools module diffprivlib.utils module diffprivlib.validation module DiffprivlibCompatibilityWarning DPMachine (class in diffprivlib.mechanisms) DPMechanism (class in diffprivlib.mechanisms) DPTransformer (class in diffprivlib.mechanisms.transforms)

E

effective_epsilon() (diffprivlib.mechanisms.LaplaceBoundedDomain method) (diffprivlib.mechanisms.Snapping method) epsilon (diffprivlib.accountant.BudgetAccountant attribute) epsilon_ (diffprivlib.models.GaussianNB attribute) estimator_ (diffprivlib.models.RandomForestClassifier attribute) estimators_ (diffprivlib.models.RandomForestClassifier attribute)

estimators_samples_ (diffprivlib.models.RandomForestClassifier property) explained_variance_ (diffprivlib.models.PCA attribute) explained_variance_ratio_ (diffprivlib.models.PCA attribute) Exponential (class in diffprivlib.mechanisms) ExponentialCategorical (class in diffprivlib.mechanisms) ExponentialHierarchical (class in diffprivlib.mechanisms)

F

feature_names_in_ (diffprivlib.models.RandomForestClassifier attribute) fit() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.GaussianNB method) (diffprivlib.models.KMeans method) (diffprivlib.models.LinearRegression method) (diffprivlib.models.LogisticRegression method) (diffprivlib.models.PCA method) (diffprivlib.models.RandomForestClassifier method) (diffprivlib.models.StandardScaler method)

fit_predict() (diffprivlib.models.KMeans method) fit_transform() (diffprivlib.models.KMeans method) (diffprivlib.models.PCA method) (diffprivlib.models.StandardScaler method)

G

Gaussian (class in diffprivlib.mechanisms) GaussianAnalytic (class in diffprivlib.mechanisms) GaussianDiscrete (class in diffprivlib.mechanisms) GaussianNB (class in diffprivlib.models) Geometric (class in diffprivlib.mechanisms) GeometricFolded (class in diffprivlib.mechanisms) GeometricTruncated (class in diffprivlib.mechanisms) get_covariance() (diffprivlib.models.PCA method) get_depth() (diffprivlib.models.DecisionTreeClassifier method) get_feature_names_out() (diffprivlib.models.KMeans method) (diffprivlib.models.PCA method) (diffprivlib.models.StandardScaler method) get_metadata_routing() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.GaussianNB method) (diffprivlib.models.KMeans method) (diffprivlib.models.LinearRegression method) (diffprivlib.models.LogisticRegression method) (diffprivlib.models.PCA method) (diffprivlib.models.RandomForestClassifier method) (diffprivlib.models.StandardScaler method)

get_n_leaves() (diffprivlib.models.DecisionTreeClassifier method) get_params() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.GaussianNB method) (diffprivlib.models.KMeans method) (diffprivlib.models.LinearRegression method) (diffprivlib.models.LogisticRegression method) (diffprivlib.models.PCA method) (diffprivlib.models.RandomForestClassifier method) (diffprivlib.models.StandardScaler method) get_precision() (diffprivlib.models.PCA method)

H

histogram() (in module diffprivlib.tools)

histogram2d() (in module diffprivlib.tools) histogramdd() (in module diffprivlib.tools)

I

inertia_ (diffprivlib.models.KMeans attribute) intercept_ (diffprivlib.models.LinearRegression attribute) (diffprivlib.models.LogisticRegression attribute)

IntToString (class in diffprivlib.mechanisms.transforms) inverse_transform() (diffprivlib.models.PCA method) (diffprivlib.models.StandardScaler method)

K

KMeans (class in diffprivlib.models)

L

labels_ (diffprivlib.models.KMeans attribute) Laplace (class in diffprivlib.mechanisms) LaplaceBoundedDomain (class in diffprivlib.mechanisms) LaplaceBoundedNoise (class in diffprivlib.mechanisms)

LaplaceFolded (class in diffprivlib.mechanisms) LaplaceTruncated (class in diffprivlib.mechanisms) LinearRegression (class in diffprivlib.models) load_default() (diffprivlib.accountant.BudgetAccountant static method) LogisticRegression (class in diffprivlib.models)

M

mean() (in module diffprivlib.tools) mean_ (diffprivlib.models.PCA attribute) (diffprivlib.models.StandardScaler attribute) median() (in module diffprivlib.tools) module diffprivlib.accountant diffprivlib.mechanisms diffprivlib.mechanisms.transforms diffprivlib.models diffprivlib.tools diffprivlib.utils diffprivlib.validation

mse() (diffprivlib.mechanisms.DPMechanism method) (diffprivlib.mechanisms.Gaussian method) (diffprivlib.mechanisms.GaussianAnalytic method) (diffprivlib.mechanisms.Geometric method) (diffprivlib.mechanisms.Laplace method) (diffprivlib.mechanisms.LaplaceBoundedDomain method) (diffprivlib.mechanisms.LaplaceTruncated method)

N

n_classes_ (diffprivlib.models.DecisionTreeClassifier attribute) (diffprivlib.models.RandomForestClassifier attribute) n_components_ (diffprivlib.models.PCA attribute) n_features_in_ (diffprivlib.models.DecisionTreeClassifier attribute) (diffprivlib.models.PCA attribute) (diffprivlib.models.RandomForestClassifier attribute) n_iter_ (diffprivlib.models.KMeans attribute) (diffprivlib.models.LogisticRegression attribute)

n_outputs_ (diffprivlib.models.RandomForestClassifier attribute) n_samples_ (diffprivlib.models.PCA attribute) n_samples_seen_ (diffprivlib.models.StandardScaler attribute) nanmean() (in module diffprivlib.tools) nanstd() (in module diffprivlib.tools) nansum() (in module diffprivlib.tools) nanvar() (in module diffprivlib.tools) noise_variance_ (diffprivlib.models.PCA attribute)

P

partial_fit() (diffprivlib.models.GaussianNB method) (diffprivlib.models.StandardScaler method) PCA (class in diffprivlib.models) percentile() (in module diffprivlib.tools) PermuteAndFlip (class in diffprivlib.mechanisms) pop_default() (diffprivlib.accountant.BudgetAccountant static method) post_transform() (diffprivlib.mechanisms.transforms.DPTransformer method) (diffprivlib.mechanisms.transforms.IntToString method) (diffprivlib.mechanisms.transforms.RoundedInteger method) (diffprivlib.mechanisms.transforms.StringToInt method) pre_transform() (diffprivlib.mechanisms.transforms.DPTransformer method) (diffprivlib.mechanisms.transforms.IntToString method) (diffprivlib.mechanisms.transforms.RoundedInteger method) (diffprivlib.mechanisms.transforms.StringToInt method) predict() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.GaussianNB method) (diffprivlib.models.KMeans method) (diffprivlib.models.LinearRegression method) (diffprivlib.models.LogisticRegression method) (diffprivlib.models.RandomForestClassifier method)

predict_joint_log_proba() (diffprivlib.models.GaussianNB method) predict_log_proba() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.GaussianNB method) (diffprivlib.models.LogisticRegression method) (diffprivlib.models.RandomForestClassifier method) predict_proba() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.GaussianNB method) (diffprivlib.models.LogisticRegression method) (diffprivlib.models.RandomForestClassifier method) PrivacyLeakWarning

Q

quantile() (in module diffprivlib.tools)

R

RandomForestClassifier (class in diffprivlib.models) randomise() (diffprivlib.mechanisms.Binary method) (diffprivlib.mechanisms.Bingham method) (diffprivlib.mechanisms.DPMachine method) (diffprivlib.mechanisms.DPMechanism method) (diffprivlib.mechanisms.Exponential method) (diffprivlib.mechanisms.ExponentialCategorical method) (diffprivlib.mechanisms.ExponentialHierarchical method) (diffprivlib.mechanisms.Gaussian method) (diffprivlib.mechanisms.GaussianAnalytic method) (diffprivlib.mechanisms.GaussianDiscrete method) (diffprivlib.mechanisms.Geometric method) (diffprivlib.mechanisms.GeometricFolded method) (diffprivlib.mechanisms.GeometricTruncated method) (diffprivlib.mechanisms.Laplace method) (diffprivlib.mechanisms.LaplaceBoundedDomain method) (diffprivlib.mechanisms.LaplaceBoundedNoise method) (diffprivlib.mechanisms.LaplaceFolded method) (diffprivlib.mechanisms.LaplaceTruncated method) (diffprivlib.mechanisms.PermuteAndFlip method) (diffprivlib.mechanisms.Snapping method) (diffprivlib.mechanisms.Staircase method) (diffprivlib.mechanisms.transforms.DPTransformer method) (diffprivlib.mechanisms.transforms.IntToString method) (diffprivlib.mechanisms.transforms.RoundedInteger method) (diffprivlib.mechanisms.transforms.StringToInt method) (diffprivlib.mechanisms.Uniform method) (diffprivlib.mechanisms.Vector method)

remaining() (diffprivlib.accountant.BudgetAccountant method) RoundedInteger (class in diffprivlib.mechanisms.transforms)

S

scale_ (diffprivlib.models.StandardScaler attribute) score() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.GaussianNB method) (diffprivlib.models.KMeans method) (diffprivlib.models.LinearRegression method) (diffprivlib.models.LogisticRegression method) (diffprivlib.models.PCA method) (diffprivlib.models.RandomForestClassifier method) score_samples() (diffprivlib.models.PCA method) set_default() (diffprivlib.accountant.BudgetAccountant method) set_fit_request() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.GaussianNB method) (diffprivlib.models.KMeans method) (diffprivlib.models.LinearRegression method) (diffprivlib.models.LogisticRegression method) (diffprivlib.models.RandomForestClassifier method) (diffprivlib.models.StandardScaler method) set_inverse_transform_request() (diffprivlib.models.StandardScaler method) set_output() (diffprivlib.models.KMeans method) (diffprivlib.models.PCA method) (diffprivlib.models.StandardScaler method) set_params() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.GaussianNB method) (diffprivlib.models.KMeans method) (diffprivlib.models.LinearRegression method) (diffprivlib.models.LogisticRegression method) (diffprivlib.models.PCA method) (diffprivlib.models.RandomForestClassifier method) (diffprivlib.models.StandardScaler method)

set_partial_fit_request() (diffprivlib.models.GaussianNB method) (diffprivlib.models.StandardScaler method) set_predict_proba_request() (diffprivlib.models.DecisionTreeClassifier method) set_predict_request() (diffprivlib.models.DecisionTreeClassifier method) set_score_request() (diffprivlib.models.DecisionTreeClassifier method) (diffprivlib.models.GaussianNB method) (diffprivlib.models.KMeans method) (diffprivlib.models.LinearRegression method) (diffprivlib.models.LogisticRegression method) (diffprivlib.models.RandomForestClassifier method) set_transform_request() (diffprivlib.models.StandardScaler method) sigma_ (diffprivlib.models.GaussianNB property) singular_values_ (diffprivlib.models.PCA attribute) slack (diffprivlib.accountant.BudgetAccountant attribute) Snapping (class in diffprivlib.mechanisms) sparsify() (diffprivlib.models.LogisticRegression method) spend() (diffprivlib.accountant.BudgetAccountant method) spent_budget (diffprivlib.accountant.BudgetAccountant attribute) Staircase (class in diffprivlib.mechanisms) StandardScaler (class in diffprivlib.models) std() (in module diffprivlib.tools) StringToInt (class in diffprivlib.mechanisms.transforms) sum() (in module diffprivlib.tools)

T

theta_ (diffprivlib.models.GaussianNB attribute) total() (diffprivlib.accountant.BudgetAccountant method) transform() (diffprivlib.models.KMeans method) (diffprivlib.models.PCA method) (diffprivlib.models.StandardScaler method)

TruncationAndFoldingMixin (class in diffprivlib.mechanisms)

U

Uniform (class in diffprivlib.mechanisms)

V

var() (in module diffprivlib.tools) var_ (diffprivlib.models.GaussianNB attribute) (diffprivlib.models.StandardScaler attribute) variance() (diffprivlib.mechanisms.DPMechanism method) (diffprivlib.mechanisms.Gaussian method) (diffprivlib.mechanisms.GaussianAnalytic method) (diffprivlib.mechanisms.Geometric method) (diffprivlib.mechanisms.Laplace method) (diffprivlib.mechanisms.LaplaceBoundedDomain method) (diffprivlib.mechanisms.LaplaceTruncated method)

Vector (class in diffprivlib.mechanisms)

W

warn_unused_args() (in module diffprivlib.utils)