pub struct PrivacyUtilityAnalyzer<T: Float + Debug + Send + Sync + 'static> { /* private fields */ }Expand description
Comprehensive privacy-utility tradeoff analyzer
Implementations§
Source§impl<T: Float + Debug + Send + Sync + 'static> PrivacyUtilityAnalyzer<T>
impl<T: Float + Debug + Send + Sync + 'static> PrivacyUtilityAnalyzer<T>
Sourcepub fn new(config: AnalysisConfig) -> Self
pub fn new(config: AnalysisConfig) -> Self
Create a new privacy-utility analyzer
Sourcepub fn analyze<D: Data<Elem = T> + Sync, Dim: Dimension>(
&mut self,
data: &ArrayBase<D, Dim>,
model_fn: impl Fn(&ArrayBase<D, Dim>, &PrivacyConfiguration<T>) -> Result<T> + Sync,
) -> Result<PrivacyUtilityResults<T>>
pub fn analyze<D: Data<Elem = T> + Sync, Dim: Dimension>( &mut self, data: &ArrayBase<D, Dim>, model_fn: impl Fn(&ArrayBase<D, Dim>, &PrivacyConfiguration<T>) -> Result<T> + Sync, ) -> Result<PrivacyUtilityResults<T>>
Perform comprehensive privacy-utility analysis
Sourcepub fn generate_pareto_frontier<D: Data<Elem = T> + Sync, Dim: Dimension>(
&self,
data: &ArrayBase<D, Dim>,
model_fn: impl Fn(&ArrayBase<D, Dim>, &PrivacyConfiguration<T>) -> Result<T> + Sync,
) -> Result<Vec<ParetoPoint<T>>>
pub fn generate_pareto_frontier<D: Data<Elem = T> + Sync, Dim: Dimension>( &self, data: &ArrayBase<D, Dim>, model_fn: impl Fn(&ArrayBase<D, Dim>, &PrivacyConfiguration<T>) -> Result<T> + Sync, ) -> Result<Vec<ParetoPoint<T>>>
Generate Pareto frontier for privacy-utility tradeoffs
Sourcepub fn optimize_budget_allocation(
&self,
_total_budget: &PrivacyBudget,
_iterations: usize,
_utility_threshold: T,
) -> Result<BudgetAllocation<T>>
pub fn optimize_budget_allocation( &self, _total_budget: &PrivacyBudget, _iterations: usize, _utility_threshold: T, ) -> Result<BudgetAllocation<T>>
Optimize privacy budget allocation
Sourcepub fn perform_sensitivity_analysis<D: Data<Elem = T> + Sync, Dim: Dimension>(
&self,
data: &ArrayBase<D, Dim>,
model_fn: impl Fn(&ArrayBase<D, Dim>, &PrivacyConfiguration<T>) -> Result<T> + Sync,
base_config: &PrivacyConfiguration<T>,
) -> Result<SensitivityResults<T>>
pub fn perform_sensitivity_analysis<D: Data<Elem = T> + Sync, Dim: Dimension>( &self, data: &ArrayBase<D, Dim>, model_fn: impl Fn(&ArrayBase<D, Dim>, &PrivacyConfiguration<T>) -> Result<T> + Sync, base_config: &PrivacyConfiguration<T>, ) -> Result<SensitivityResults<T>>
Perform sensitivity analysis
Sourcepub fn evaluate_robustness<D: Data<Elem = T> + Sync, Dim: Dimension>(
&self,
data: &ArrayBase<D, Dim>,
model_fn: impl Fn(&ArrayBase<D, Dim>, &PrivacyConfiguration<T>) -> Result<T> + Sync,
config: &PrivacyConfiguration<T>,
) -> Result<RobustnessResults<T>>
pub fn evaluate_robustness<D: Data<Elem = T> + Sync, Dim: Dimension>( &self, data: &ArrayBase<D, Dim>, model_fn: impl Fn(&ArrayBase<D, Dim>, &PrivacyConfiguration<T>) -> Result<T> + Sync, config: &PrivacyConfiguration<T>, ) -> Result<RobustnessResults<T>>
Evaluate robustness
Sourcepub fn predict_utility_degradation(
&self,
_privacy_parameters: &[T],
_historical_data: &[(T, T)],
) -> Result<Vec<DegradationPrediction<T>>>
pub fn predict_utility_degradation( &self, _privacy_parameters: &[T], _historical_data: &[(T, T)], ) -> Result<Vec<DegradationPrediction<T>>>
Predict utility degradation
Sourcepub fn assess_privacy_risk<D: Data<Elem = T> + Sync, Dim: Dimension>(
&self,
data: &ArrayBase<D, Dim>,
_config: &PrivacyConfiguration<T>,
) -> Result<PrivacyRiskAssessment<T>>
pub fn assess_privacy_risk<D: Data<Elem = T> + Sync, Dim: Dimension>( &self, data: &ArrayBase<D, Dim>, _config: &PrivacyConfiguration<T>, ) -> Result<PrivacyRiskAssessment<T>>
Assess privacy risk
Sourcepub fn perform_statistical_tests(
&self,
results: &[(T, T)],
_baseline: &[(T, T)],
) -> Result<StatisticalTestResults<T>>
pub fn perform_statistical_tests( &self, results: &[(T, T)], _baseline: &[(T, T)], ) -> Result<StatisticalTestResults<T>>
Perform statistical significance testing
Auto Trait Implementations§
impl<T> Freeze for PrivacyUtilityAnalyzer<T>
impl<T> RefUnwindSafe for PrivacyUtilityAnalyzer<T>where
T: RefUnwindSafe,
impl<T> Send for PrivacyUtilityAnalyzer<T>
impl<T> Sync for PrivacyUtilityAnalyzer<T>
impl<T> Unpin for PrivacyUtilityAnalyzer<T>where
T: Unpin,
impl<T> UnwindSafe for PrivacyUtilityAnalyzer<T>where
T: UnwindSafe,
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
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fn to_subset(&self) -> Option<SS>
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self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
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Checks if
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Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.