sklears_kernel_approximation::sparse_gp::core

Enum SparseApproximation

pub enum SparseApproximation {
    SubsetOfRegressors,
    FullyIndependentConditional,
    PartiallyIndependentConditional {
        block_size: usize,
    },
    VariationalFreeEnergy {
        whitened: bool,
        natural_gradients: bool,
    },
}

Expand description

Available sparse approximation methods for Gaussian Processes

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SubsetOfRegressors

Subset of Regressors (SoR) - Uses subset of training points as inducing points

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FullyIndependentConditional

Fully Independent Conditional (FIC) - Assumes independence given inducing points

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PartiallyIndependentConditional

Partially Independent Conditional (PIC) - Block-diagonal conditional independence

Fields

§block_size: usize

Block size for PIC approximation

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VariationalFreeEnergy

Variational Free Energy (VFE) - Variational sparse approximation

Fields

§whitened: bool

Use whitened representation

§natural_gradients: bool

Use natural gradients for optimization

Trait Implementations§

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impl Clone for SparseApproximation

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fn clone(&self) -> SparseApproximation

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 SparseApproximation

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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 SparseApproximation

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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