Math.NET Numerics
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// <copyright file="MatrixTransposeAndInverse.cs" company="Math.NET">
// Math.NET Numerics, part of the Math.NET Project
// http://numerics.mathdotnet.com
// http://github.com/mathnet/mathnet-numerics
// http://mathnetnumerics.codeplex.com
// Copyright (c) 2009-2010 Math.NET
// Permission is hereby granted, free of charge, to any person
// obtaining a copy of this software and associated documentation
// files (the "Software"), to deal in the Software without
// restriction, including without limitation the rights to use,
// copy, modify, merge, publish, distribute, sublicense, and/or sell
// copies of the Software, and to permit persons to whom the
// Software is furnished to do so, subject to the following
// conditions:
// The above copyright notice and this permission notice shall be
// included in all copies or substantial portions of the Software.
// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
// HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
// WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
// OTHER DEALINGS IN THE SOFTWARE.
// </copyright>
using System;
using System.Globalization;
using MathNet.Numerics.LinearAlgebra.Double;
namespace Examples.LinearAlgebraExamples
{
/// <summary>
/// Matrix transpose and inverse
/// </summary>
/// <seealso cref="http://reference.wolfram.com/mathematica/ref/Transpose.html">Transpose</seealso>
/// <seealso cref="http://reference.wolfram.com/mathematica/ref/Inverse.html">Inverse</seealso>
public class MatrixTransposeAndInverse : IExample
{
/// <summary>
/// Gets the name of this example
/// </summary>
public string Name
{
get
{
return "Matrix transpose and inverse";
}
}
/// <summary>
/// Gets the description of this example
/// </summary>
public string Description
{
get
{
return "Transpose matrix, inverse matrix, transpose-and-multiply matrix examples";
}
}
/// <summary>
/// Run example
/// </summary>
/// <seealso cref="http://en.wikipedia.org/wiki/Transpose">Transpose</seealso>
/// <seealso cref="http://en.wikipedia.org/wiki/Invertible_matrix">Invertible matrix</seealso>
public void Run()
{
// Format matrix output to console
var formatProvider = (CultureInfo)CultureInfo.InvariantCulture.Clone();
formatProvider.TextInfo.ListSeparator = " ";
// Create random square matrix
var matrix = new DenseMatrix(5);
var rnd = new Random(1);
for (var i = 0; i < matrix.RowCount; i++)
{
for (var j = 0; j < matrix.ColumnCount; j++)
{
matrix[i, j] = rnd.NextDouble();
}
}
Console.WriteLine(@"Initial matrix");
Console.WriteLine(matrix.ToString("#0.00\t", formatProvider));
Console.WriteLine();
// 1. Get matrix inverse
var inverse = matrix.Inverse();
Console.WriteLine(@"1. Matrix inverse");
Console.WriteLine(inverse.ToString("#0.00\t", formatProvider));
Console.WriteLine();
// 2. Matrix multiplied by its inverse gives identity matrix
var identity = matrix * inverse;
Console.WriteLine(@"2. Matrix multiplied by its inverse");
Console.WriteLine(identity.ToString("#0.00\t", formatProvider));
Console.WriteLine();
// 3. Get matrix transpose
var transpose = matrix.Transpose();
Console.WriteLine(@"3. Matrix transpose");
Console.WriteLine(transpose.ToString("#0.00\t", formatProvider));
Console.WriteLine();
// 4. Get orthogonal matrix, i.e. do QR decomposition and get matrix Q
var orthogonal = matrix.QR().Q;
Console.WriteLine(@"4. Orthogonal matrix");
Console.WriteLine(orthogonal.ToString("#0.00\t", formatProvider));
Console.WriteLine();
// 5. Transpose and multiply orthogonal matrix by iteslf gives identity matrix
identity = orthogonal.TransposeAndMultiply(orthogonal);
Console.WriteLine(@"Transpose and multiply orthogonal matrix by iteslf");
Console.WriteLine(identity.ToString("#0.00\t", formatProvider));
Console.WriteLine();
}
}
}