sklears_kernel_approximation::robust_kernels

Enum RobustEstimator

pub enum RobustEstimator {
    Huber {
        delta: f64,
    },
    Tukey {
        c: f64,
    },
    Hampel {
        a: f64,
        b: f64,
        c: f64,
    },
    MVE {
        alpha: f64,
    },
    MCD {
        alpha: f64,
    },
    SEstimator {
        breakdown_point: f64,
    },
    MMEstimator {
        efficiency: f64,
    },
    L1,
    Quantile {
        tau: f64,
    },
}

Expand description

Robust estimation method RobustEstimator

Variants§

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Huber

Huber M-estimator

Fields

§delta: f64

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Tukey

Tukey bisquare estimator

Fields

§c: f64

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Hampel

Hampel estimator

Fields

§a: f64

§b: f64

§c: f64

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MVE

Minimum Volume Ellipsoid (MVE)

Fields

§alpha: f64

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MCD

Minimum Covariance Determinant (MCD)

Fields

§alpha: f64

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SEstimator

S-estimator

Fields

§breakdown_point: f64

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MMEstimator

MM-estimator

Fields

§efficiency: f64

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L1

L1-estimator (LAD regression)

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Quantile

Quantile regression estimator

Fields

§tau: f64

Trait Implementations§

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impl Clone for RobustEstimator

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fn clone(&self) -> RobustEstimator

Returns a duplicate of the value. Read more

1.0.0 · Source§

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

Performs copy-assignment from source. Read more

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impl Debug for RobustEstimator

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

Formats the value using the given formatter. Read more

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impl PartialEq for RobustEstimator

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fn eq(&self, other: &RobustEstimator) -> bool

Tests for self and other values to be equal, and is used by ==.

1.0.0 · Source§

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

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impl StructuralPartialEq for RobustEstimator

Auto Trait Implementations§

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impl UnwindSafe for RobustEstimator

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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