GeneralizedEigenvalueDecomposition<T> Class

Represents the generalized eigenvalue decomposition of two matrices.

Definition

Namespace: Numerics.NET.LinearAlgebra
Assembly: Numerics.NET (in Numerics.NET.dll) Version: 9.0.4
C#
public abstract class GeneralizedEigenvalueDecomposition<T> : GeneralizedDecomposition<T>
Inheritance
Object  →  GeneralizedDecomposition<T>  →  GeneralizedEigenvalueDecomposition<T>

Type Parameters

T

Remarks

The eigenvalue decomposition of a pair of square matrices A and B computes scalars ?,? and vectors x, y so that

Ax = ?Bx.

or

?Ay = By.

The scalars are called (generalized) eigenvalues and the vectors are called eigenvectors. If neither ? nor ? is zero, then the two problems are equivalent with x=y and ?=1/?. To cover the case where either may be zero or very small, two sets of values are returned, so that the eigenvalues are equal to their quotient.

The eigenvalues are either real or come in complex conjugate pairs. The eigenvectors corresponding to real eigenvalues are also real. The eigenvectors corresponding to pairs of complex conjugate eigenvalues are themselves complex conjugates.

The generalized eigenvalues of a pair of real symmetric or complex Hermitian matrices where the secondary matrix is positive definite are always real,and its eigenvectors are orthogonal with respect to the second matrix. Its eigenvalue decomposition can be calculated more easily.

GeneralizedEigenvalueDecomposition<T> inherits fromGeneralizedDecomposition<T>.

Constructors

GeneralizedEigenvalueDecomposition<T> Constructs a new GeneralizedEigenvalueDecomposition<T> object.

Properties

BaseMatrix Gets the primary underlying matrix of the decomposition.
(Inherited from GeneralizedDecomposition<T>)
ComplexEigenvalueNumerators Gets the numerators of the eigenvalues as a complex vector.
ComplexEigenvalues Gets the eigenvalues as a complex vector.
ComplexEigenvectors Gets the eigenvectors as a complex matrix.
Done Gets or sets a value that indicates whether the decomposition has been performed.
(Inherited from GeneralizedDecomposition<T>)
EigenvalueDenominators Gets the denominators of the eigenvalues.
EigenvalueNumerators Gets the numerators of the eigenvalues.
Eigenvalues Gets the eigenvalues.
Eigenvectors Gets the eigenvectors.
HasComplexEigenvalues Indicates whether the matrix has complex eigenvalue.
Overwrite Gets or sets whether the BaseMatrix should be overwritten by its decomposition.
(Inherited from GeneralizedDecomposition<T>)
RawEigenvectors Gets the eigenvectors.
SecondaryBaseMatrix Gets the secondary underlying matrix of the decomposition.
(Inherited from GeneralizedDecomposition<T>)

Methods

Decompose Performs the actual decomposition.
(Inherited from GeneralizedDecomposition<T>)
EqualsDetermines whether the specified object is equal to the current object.
(Inherited from Object)
FinalizeAllows an object to try to free resources and perform other cleanup operations before it is reclaimed by garbage collection.
(Inherited from Object)
GetHashCodeServes as the default hash function.
(Inherited from Object)
GetTypeGets the Type of the current instance.
(Inherited from Object)
MemberwiseCloneCreates a shallow copy of the current Object.
(Inherited from Object)
SetSingular Sets a flag that indicates the underlying matrix of this decomposition is singular.
(Inherited from GeneralizedDecomposition<T>)
ToStringReturns a string that represents the current object.
(Inherited from Object)

See Also