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Imports System
Imports CenterSpace.NMath.Core
Namespace CenterSpace.NMath.Examples.VisualBasic
A .NET example in Visual Basic demonstrating the features of the triangular matrix classes.
Module TriangularMatrixExample
Sub Main()
Set up the parameters that describe the shape of a Hermitian banded matrix.
Dim Order As Integer = 5
Create upper and lower triangular matrices.
Dim Rng As New RandGenUniform(-1, 1)
Rng.Reset(&H124)
Dim A As New DoubleMatrix(Order, Order, Rng)
Dim LU As New DoubleLUFact(A)
Dim U As New DoubleUpperTriMatrix(LU.U)
Dim L As New DoubleLowerTriMatrix(LU.L)
Console.WriteLine()
Console.WriteLine("U =")
Console.WriteLine(U.ToTabDelimited("G3"))
Console.WriteLine("L =")
Console.WriteLine(L.ToTabDelimited("G3"))
U =
0.576 -0.325 -0.077 0.773 0.622
0 -0.169 -0.142 0.0948 -0.916
0 0 0.576 0.353 0.207
0 0 0 -1.43 -1.01
0 0 0 0 -0.581
L =
1 0 0 0 0
0.34 1 0 0 0
-0.863 0.581 1 0 0
0.575 -0.843 0.401 1 0
-0.434 0.398 0.422 -0.538 1
Indexer accessor works just like it does for general matrices.
Console.WriteLine("U[2,2] = " & U(2, 2))
Console.WriteLine("L[0,3] = " & L(0, 3))
You can set the values of elements in the upper triangular part
of a upper triangular matrix and the lower part of a lower
triangular matrix.
Dim Scalar As Double = 99
L(2, 1) = Scalar
Console.WriteLine("L[2,1] = " & L(2, 1)) 99
U(0, 2) = Scalar + 1
Console.WriteLine("U[0,2] = " & U(0, 2)) 100
But setting the values of elements in the lower triangular part
of a upper triangular matrix or the upper part of a lower
triangular matrix raises a NonModifiableElementException.
Try
U(3, 0) = Scalar
Catch E As NonModifiableElementException
Console.WriteLine()
Console.WriteLine("NonModifiableElementException: " & E.Message)
End Try
Try
L(0, 3) = Scalar
Catch E As NonModifiableElementException
Console.WriteLine()
Console.WriteLine("NonModifiableElementException: " & E.Message)
End Try
Scalar multiplication and matrix addition/subtraction are supported.
Dim C As DoubleUpperTriMatrix = Scalar * U
Dim D As DoubleUpperTriMatrix = C + U
Console.WriteLine()
Console.WriteLine("D =")
Console.WriteLine(D.ToTabDelimited("G3"))
Matrix/vector inner products too.
Dim X As New DoubleVector(L.Cols, Rng)
Dim Y As DoubleVector = MatrixFunctions.Product(L, X)
Console.WriteLine("Lx = {0}", Y.ToString())
You can transform the non-zero elements of a triangular matrix object
by using the Transform() method on its data vector.
Change every element of C to its absolute value.
C.DataVector.Transform(NMathFunctions.AbsFunc)
Console.WriteLine()
Console.WriteLine("abs(C) =")
Console.WriteLine(C.ToTabDelimited("G3"))
You can also solve linear systems.
Dim X2 As DoubleVector = MatrixFunctions.Solve(L, Y)
x and x2 should be the same. Lets look at the l2 norm of
their difference.
Dim Residual As DoubleVector = X - X2
Dim ResidualL2Norm As Double = Math.Sqrt(NMathFunctions.Dot(Residual, Residual))
Console.Write("||x - x2|| = ")
Console.WriteLine(ResidualL2Norm)
You can calculate the determinant too.
Dim Det As Double = MatrixFunctions.Determinant(U)
Console.WriteLine()
Console.Write("Determinant of U = ")
Console.WriteLine(Det)
You can use the Resize() method to change the bandwidths.
D.Resize(6)
Console.WriteLine()
Console.WriteLine("D resized =")
Console.WriteLine(D.ToTabDelimited("G3"))
Console.WriteLine("Press Enter Key")
Console.Read()
End Sub
End Module
End Namespace
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