DimensionalityReductionAlgorithm

quantrs2_ml::dimensionality_reduction::config

Enum DimensionalityReductionAlgorithm 

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pub enum DimensionalityReductionAlgorithm {

Show 24 variants    QPCA,
    QICA,
    QtSNE,
    QUMAP,
    QLDA,
    QFactorAnalysis,
    QCCA,
    QNMF,
    QVAE,
    QDenoisingAE,
    QSparseAE,
    QManifoldLearning,
    QKernelPCA,
    QMDS,
    QIsomap,
    QMutualInfoSelection,
    QRFE,
    QLASSO,
    QRidge,
    QVarianceThresholding,
    QTimeSeriesDR,
    QImageTensorDR,
    QGraphDR,
    QStreamingDR,

}
Expand description

Quantum dimensionality reduction algorithms

Variants§

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QPCA

Quantum Principal Component Analysis

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QICA

Quantum Independent Component Analysis

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QtSNE

Quantum t-distributed Stochastic Neighbor Embedding

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QUMAP

Quantum Uniform Manifold Approximation and Projection

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QLDA

Quantum Linear Discriminant Analysis

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QFactorAnalysis

Quantum Factor Analysis

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QCCA

Quantum Canonical Correlation Analysis

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QNMF

Quantum Non-negative Matrix Factorization

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QVAE

Quantum Variational Autoencoder

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QDenoisingAE

Quantum Denoising Autoencoder

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QSparseAE

Quantum Sparse Autoencoder

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QManifoldLearning

Quantum Manifold Learning

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QKernelPCA

Quantum Kernel PCA

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QMDS

Quantum Multidimensional Scaling

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QIsomap

Quantum Isomap

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QMutualInfoSelection

Quantum Mutual Information Selection

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QRFE

Quantum Recursive Feature Elimination

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QLASSO

Quantum LASSO

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QRidge

Quantum Ridge Regression

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QVarianceThresholding

Quantum Variance Thresholding

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QTimeSeriesDR

Quantum Time Series Dimensionality Reduction

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QImageTensorDR

Quantum Image/Tensor Dimensionality Reduction

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QGraphDR

Quantum Graph Dimensionality Reduction

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QStreamingDR

Quantum Streaming Dimensionality Reduction

Trait Implementations§

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impl Clone for DimensionalityReductionAlgorithm

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fn clone(&self) -> DimensionalityReductionAlgorithm

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 DimensionalityReductionAlgorithm

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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 DimensionalityReductionAlgorithm

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

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

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impl StructuralPartialEq for DimensionalityReductionAlgorithm

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impl<T> Any for T
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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
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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)
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impl<T> DynClone for T
where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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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<U> 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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fn into_either(self, into_left: bool) -> Either<Self, Self>

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

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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

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unsafe fn drop(ptr: usize)

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impl<T> Same for T

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type Output = T

Should always be Self
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impl<SS, SP> SupersetOf<SS> for SP
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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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fn vzip(self) -> V

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impl<T> Scalar for T
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impl<T> Scalar for T
where T: 'static + Clone + PartialEq + Debug,