Struct AdversarialValidationResult

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pub struct AdversarialValidationResult {
    pub discriminator_auc: f64,
    pub auc_confidence_interval: (f64, f64),
    pub p_value: f64,
    pub is_significantly_different: bool,
    pub feature_importance: Option<Vec<f64>>,
    pub suspicious_features: Vec<usize>,
    pub cv_scores: Vec<f64>,
    pub statistics: AdversarialStatistics,
}

Expand description

Results from adversarial validation

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§discriminator_auc: f64

AUC score of the discriminator (0.5 = no difference, 1.0 = perfect discrimination)

§auc_confidence_interval: (f64, f64)

Confidence interval for the AUC score

§p_value: f64

P-value for statistical significance test

§is_significantly_different: bool

Whether the distributions are significantly different

§feature_importance: Option<Vec<f64>>

Feature importance scores (if enabled)

§suspicious_features: Vec<usize>

Suspicious feature indices (features that help discriminate)

§cv_scores: Vec<f64>

Cross-validation scores for the discriminator

§statistics: AdversarialStatistics

Detailed statistics about the validation

Trait Implementations§

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impl Clone for AdversarialValidationResult

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fn clone(&self) -> AdversarialValidationResult

Returns a duplicate of the value. Read more

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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

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impl Debug for AdversarialValidationResult

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for AdversarialValidationResult

Blanket Implementations§

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)

Performs copy-assignment from self to dest. Read more

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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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 more

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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

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 more

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