sklears_kernel_approximation::sparse_gp::core

Struct FittedSKI

pub struct FittedSKI<K> {
    pub grid_points: Array2<f64>,
    pub weights: Array2<f64>,
    pub kernel: K,
    pub alpha: Array1<f64>,
}

Expand description

Fitted structured kernel interpolation

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§grid_points: Array2<f64>

Grid points

§weights: Array2<f64>

Interpolation weights

§kernel: K

Kernel function

§alpha: Array1<f64>

Precomputed alpha

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impl<K: SparseKernel> FittedSKI<K>

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pub fn predict_with_variance( &self, x: &Array2<f64>, ) -> Result<(Array1<f64>, Array1<f64>)>

Predict with uncertainty quantification

Trait Implementations§

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impl<K: Clone> Clone for FittedSKI<K>

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fn clone(&self) -> FittedSKI<K>

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<K: Debug> Debug for FittedSKI<K>

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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<K: SparseKernel> Predict<ArrayBase<OwnedRepr<f64>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<f64>, Dim<[usize; 1]>>> for FittedSKI<K>

Prediction implementation for fitted SKI

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fn predict(&self, x: &Array2<f64>) -> Result<Array1<f64>>

Make predictions on the provided data

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fn predict_with_uncertainty( &self, x: &X, ) -> Result<(Output, UncertaintyMeasure), SklearsError>

Make predictions with confidence intervals

Auto Trait Implementations§

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impl<K> UnwindSafe for FittedSKI<K>
where K: UnwindSafe,

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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