SymmetricIndefiniteDecomposition<T> Class

Represents the symmetric indefinite (Bunch-Kaufman) decomposition of a symmetric matrix.

Definition

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

Type Parameters

T

Remarks

The Bunch-Kaufman decomposition of a real symmetric positive definite matrix A rewrites the matrix in the form A= LDLT or A= UDUT, where L is a unit lower triangular matrix, U is an unit upper triangular matrix, and D is a block diagonal matrix made up of 1x1 and 2x2 blocks.

SymmetricIndefiniteDecomposition<T> can operate in two modes. In overwrite mode, the original matrix is overwritten with the result of the decomposition. In preserve mode, the original matrix is preserved, and a new matrix is created to hold the decomposition. You can set the mode through the Overwrite property.

SymmetricIndefiniteDecomposition<T> inherits from LinearOperator<T>. This means you can use it to solve systems of linear equations where the matrix of the system is symmetric but not necessarily. You can solve for a single right-hand side, or for multiple right-hand sides using the Solve(Vector<T>) method. You can also calculate the determinant the inverse, and an estimate for the condition number.

To solve a symmetric positive definite system of equations, you can use the CholeskyDecomposition<T> class instead.

Constructors

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

Properties

BaseMatrix Gets the underlying matrix of the decomposition.
(Inherited from Decomposition<T>)
BlockDiagonalFactor Returns the block diagonal component of this SymmetricIndefiniteDecomposition<T>.
ColumnCount Gets the number of columns in the matrix.
(Inherited from LinearOperator<T>)
ColumnIndex Gets or sets the index of labels for the columns of the matrix.
(Inherited from LinearOperator<T>)
Preliminary
Done Gets or sets a value that indicates whether the decomposition has been performed.
(Inherited from Decomposition<T>)
ElementType Gets the element type of the matrix.
(Inherited from LinearOperator<T>)
Factors Gets a collection of the matrix factors that make up the decomposition.
(Overrides Decomposition<T>.Factors)
FactorTriangle Gets whether the first triangular factor in the decomposition is upper or lower triangular.
LowerTriangularFactor Returns the lower triangular component of this SymmetricIndefiniteDecomposition<T>.
Overwrite Gets or sets whether the BaseMatrix should be overwritten by its decomposition.
(Inherited from Decomposition<T>)
RowCount Gets the number of rows in the matrix.
(Inherited from LinearOperator<T>)
RowIndex Gets or sets the index of labels for the rows of the matrix.
(Inherited from LinearOperator<T>)
Preliminary
UpperTriangularFactor Gets the upper triangular component of this SymmetricIndefiniteDecomposition<T>.

Methods

ComputeFactors Computes the factors of the decomposition explicitly.
Decompose Performs the actual decomposition.
(Inherited from Decomposition<T>)
EqualsDetermines whether the specified object is equal to the current object.
(Inherited from Object)
EstimateConditionNumber Calculates an estimate for the condition number of a matrix.
(Inherited from LinearOperator<T>)
FinalizeAllows an object to try to free resources and perform other cleanup operations before it is reclaimed by garbage collection.
(Inherited from Object)
GetDeterminant Calculates the determinant of a matrix.
(Inherited from LinearOperator<T>)
GetHashCodeServes as the default hash function.
(Inherited from Object)
GetInverse() Calculates the inverse matrix..
(Inherited from LinearOperator<T>)
GetInverse(Boolean) Calculates the inverse of the factorized matrix.
(Inherited from LinearOperator<T>)
GetObjectData Populates a SerializationInfo with the data needed to serialize the target object.
(Inherited from LinearOperator<T>)
Obsolete.
GetTypeGets the Type of the current instance.
(Inherited from Object)
IsSingular Gets whether the BaseMatrix of this decomposition is singular.
(Inherited from Decomposition<T>)
LeastSquaresSolve(Matrix<T>) Solves the system of linear equations for the specified right-hand side matrix in the least squares sense.
(Inherited from LinearOperator<T>)
LeastSquaresSolve(Vector<T>) Solves the system of linear equations for the specified right-hand side vector.
(Inherited from LinearOperator<T>)
LeastSquaresSolve(DenseMatrix<T>, Boolean) Solves the system of linear equations for the specified right-hand side dense matrix in the least squares sense and optionally overwrites the right-hand side with the solution.
(Inherited from LinearOperator<T>)
LeastSquaresSolve(DenseVector<T>, Boolean) Solves the system of linear equations for the specified right-hand side dense vector in the least squares sense and optionally overwrites the right-hand side with the solution.
(Inherited from LinearOperator<T>)
LeastSquaresSolveInto(Matrix<T>, Matrix<T>) Solves a system of equations defined by the matrix and multiple right-hand sides in the least squares sense.
(Inherited from LinearOperator<T>)
LeastSquaresSolveInto(Vector<T>, Vector<T>) Solves a system of equations defined by the matrix and the specified right-hand side in the least squares sense.
(Inherited from Decomposition<T>)
MemberwiseCloneCreates a shallow copy of the current Object.
(Inherited from Object)
Multiply(Matrix<T>)Applies the linear operator to a matrix.
(Inherited from LinearOperator<T>)
Multiply(Vector<T>)Applies the linear operator to a vector.
(Inherited from LinearOperator<T>)
MultiplyAndAddAsLeftFactorCore Multiplies the matrix with a vector, adds the scaled result to another scaled vector, and returns the result.
(Inherited from Decomposition<T>)
MultiplyAsLeftCore(TransposeOperation, Matrix<T>, Matrix<T>) Multiplies a matrix by the linear operator and returns the result.
(Inherited from Decomposition<T>)
MultiplyAsLeftCore(TransposeOperation, Vector<T>, Vector<T>) Multiplies a vector by the linear operator and returns the result.
(Inherited from Decomposition<T>)
MultiplyTranspose(Matrix<T>)Applies the transpose of the linear operator to a matrix.
(Inherited from LinearOperator<T>)
MultiplyTranspose(Vector<T>)Applies the (conjugate) transpose of the linear operator to a vector.
(Inherited from LinearOperator<T>)
Rank() Returns the numerical rank of a matrix.
(Inherited from LinearOperator<T>)
Rank(T) Returns the numerical rank of the matrix using the specified tolerance.
(Overrides LinearOperator<T>.Rank(T))
SetSingular Sets a flag that indicates the underlying matrix of this decomposition is singular.
(Inherited from Decomposition<T>)
Solve(Matrix<T>) Solves the system of linear equations for the specified right-hand side matrix.
(Inherited from LinearOperator<T>)
Solve(Vector<T>) Solves the system of linear equations for the specified right-hand side vector.
(Inherited from LinearOperator<T>)
Solve(DenseMatrix<T>, Boolean) Solves the system of linear equations for the specified right-hand side dense matrix and optionally overwrites the right-hand side with the solution.
(Inherited from LinearOperator<T>)
Solve(DenseVector<T>, Boolean) Solves the system of linear equations for the specified right-hand side dense vector and optionally overwrites the right-hand side with the solution.
(Inherited from LinearOperator<T>)
SolveInto(Matrix<T>, Matrix<T>) Solves a system of equations defined by the matrix and multiple right-hand sides.
(Inherited from LinearOperator<T>)
SolveInto(Vector<T>, Vector<T>) Solves a system of equations defined by the matrix and the specified right-hand side.
(Inherited from LinearOperator<T>)
SolveInto(TransposeOperation, Matrix<T>, Matrix<T>) Solves a system of equations defined by the matrix and multiple right-hand sides.
(Inherited from LinearOperator<T>)
SolveInto(TransposeOperation, Vector<T>, Vector<T>) Solves a system of equations defined by the matrix and the specified right-hand side.
(Inherited from LinearOperator<T>)
SolveTranspose(Matrix<T>) Solves the transposed system of linear equations for the specified right-hand side matrix.
(Inherited from LinearOperator<T>)
SolveTranspose(Vector<T>) Solves the system of linear equations for the specified right-hand side vector.
(Inherited from LinearOperator<T>)
SolveTranspose(DenseMatrix<T>, Boolean) Solves the transposed system of linear equations for the specified right-hand side dense matrix and optionally overwrites the right-hand side with the solution.
(Inherited from LinearOperator<T>)
SolveTranspose(DenseVector<T>, Boolean) Solves the transposed system of linear equations for the specified right-hand side dense vector and optionally overwrites the right-hand side with the solution.
(Inherited from LinearOperator<T>)
SolveTransposeInto(Matrix<T>, Matrix<T>) Solves a system of equations defined by the matrix and multiple right-hand sides.
(Inherited from LinearOperator<T>)
SolveTransposeInto(Vector<T>, Vector<T>) Solves a system of equations defined by the matrix and the specified right-hand side.
(Inherited from LinearOperator<T>)
ToStringReturns a string that represents the current object.
(Inherited from Object)

See Also