10 changed files with 553 additions and 1 deletions
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// <copyright file="Percentile.cs" company="Math.NET">
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// Math.NET Numerics, part of the Math.NET Project
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// http://numerics.mathdotnet.com
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// http://github.com/mathnet/mathnet-numerics
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// http://mathnetnumerics.codeplex.com
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// Copyright (c) 2009-2010 Math.NET
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// Permission is hereby granted, free of charge, to any person
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// obtaining a copy of this software and associated documentation
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// files (the "Software"), to deal in the Software without
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// restriction, including without limitation the rights to use,
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// copy, modify, merge, publish, distribute, sublicense, and/or sell
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// copies of the Software, and to permit persons to whom the
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// Software is furnished to do so, subject to the following
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// conditions:
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// The above copyright notice and this permission notice shall be
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// included in all copies or substantial portions of the Software.
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// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
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// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
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// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
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// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
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// HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
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// WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
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// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
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// OTHER DEALINGS IN THE SOFTWARE.
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// </copyright>
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namespace MathNet.Numerics.Statistics |
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{ |
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using System; |
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using System.Collections.Generic; |
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using System.Linq; |
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/// <summary>
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/// Methods to calculate the percentiles.
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/// </summary>
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public enum PercentileMethod |
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{ |
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/// <summary>
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/// Using the method recommened my NIST,
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/// http://www.itl.nist.gov/div898/handbook/prc/section2/prc252.htm
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/// </summary>
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Nist = 0, |
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/// <summary>
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/// Using the nearest rank, http://en.wikipedia.org/wiki/Percentile#Nearest_Rank
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/// </summary>
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Nearest, |
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/// <summary>
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/// Using the same method as Excel does,
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/// http://www.itl.nist.gov/div898/handbook/prc/section2/prc252.htm
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/// </summary>
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Excel, |
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/// <summary>
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/// Use linear interpolation between the two nearest ranks,
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/// http://en.wikipedia.org/wiki/Percentile#Linear_Interpolation_Between_Closest_Ranks
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/// </summary>
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Interpolation |
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} |
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/// <summary>
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/// Class to calculate percentiles.
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/// </summary>
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public class Percentile |
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{ |
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/// <summary>
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/// Holds the data.
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/// </summary>
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private readonly List<double> _data; |
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/// <summary>
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/// Gets or sets the method used to calculate the percentiles.
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/// </summary>
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/// <value>The calculation method.</value>
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/// <remarks>defaults to <see cref="PercentileMethod.Nist"/>.</remarks>
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public PercentileMethod Method |
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{ |
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get; |
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set; |
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} |
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/// <summary>
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/// Initializes a new instance of the <see cref="Percentile"/> class.
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/// </summary>
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/// <param name="data">The data to calculate the percentiles of.</param>
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public Percentile(IEnumerable<double> data) |
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{ |
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if (data == null) |
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{ |
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throw new ArgumentNullException("data"); |
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} |
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if (data.Count() < 3) |
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{ |
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throw new ArgumentException(string.Format(Properties.Resources.MustContainAtLeast, 3), "data"); |
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} |
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_data = new List<double>(data); |
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_data.Sort(); |
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} |
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/// <summary>
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/// Computes the percentile.
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/// </summary>
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/// <param name="percentile">The percentile, must be between 0.0 and 1.0 (inclusive).</param>
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/// <returns>the requested percentile.</returns>
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public double Compute(double percentile) |
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{ |
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if (percentile < 0 || percentile > 100) |
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{ |
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throw new ArgumentException("Percentile value must be between 0 and 100."); |
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} |
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if (percentile == 0.0) |
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{ |
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return _data[0]; |
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} |
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if (percentile == 1.0) |
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{ |
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return _data[_data.Count - 1]; |
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} |
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var result = double.NaN; |
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switch (Method) |
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{ |
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case PercentileMethod.Nist: |
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result = Nist(percentile); |
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break; |
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case PercentileMethod.Nearest: |
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result = Nearest(percentile); |
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break; |
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case PercentileMethod.Interpolation: |
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result = Interpolation(percentile); |
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break; |
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case PercentileMethod.Excel: |
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result = Excel(percentile); |
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break; |
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} |
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return result; |
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} |
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/// <summary>
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/// Computes the percentiles for the given list.
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/// </summary>
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/// <param name="percentiles">The percentiles, must be between 0.0 and 1.0 (inclusive)</param>
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/// <returns>the values that correspond to the given percentiles.</returns>
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public IList<double> Compute(IEnumerable<double> percentiles) |
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{ |
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if (percentiles == null) |
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{ |
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throw new ArgumentNullException("percentiles"); |
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} |
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return percentiles.Select(Compute).ToList(); |
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} |
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/// <summary>
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/// Computes the percentile using the nearest value.
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/// </summary>
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/// <param name="percentile">The percentile.</param>
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/// <returns>the percentile using the nearest value.</returns>
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private double Nearest(double percentile) |
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{ |
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var n = (int)Math.Round((_data.Count * percentile) + 0.5, 0); |
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return _data[n - 1]; |
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} |
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/// <summary>
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/// Computes the percentile using Excel's method.
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/// </summary>
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/// <param name="percentile">The percentile.</param>
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/// <returns>the percentile using Excel's method.</returns>
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private double Excel(double percentile) |
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{ |
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var tmp = 1 + (percentile * (_data.Count - 1.0)); |
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var k = (int)tmp; |
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var d = tmp - k; |
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return _data[k - 1] + (d * (_data[k] - _data[k - 1])); |
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} |
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/// <summary>
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/// Computes the percentile using interpolation.
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/// </summary>
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/// <param name="percentile">The percentile.</param>
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/// <returns>the percentile using the interpolation.</returns>
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private double Interpolation(double percentile) |
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{ |
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var k = (int)(_data.Count * percentile); |
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var pk = (k - 0.5) / _data.Count; |
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return _data[k - 1] + (_data.Count * (percentile - pk) * (_data[k] - _data[k - 1])); |
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} |
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/// <summary>
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/// Computes the percentile using NIST's method.
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/// </summary>
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/// <param name="percentile">The percentile.</param>
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/// <returns>the percentile using NIST's method.</returns>
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private double Nist(double percentile) |
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{ |
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var tmp = percentile * (_data.Count + 1.0); |
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var k = (int)tmp; |
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var d = tmp - k; |
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return _data[k - 1] + (d * (_data[k] - _data[k - 1])); |
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} |
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} |
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} |
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@ -0,0 +1,116 @@ |
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namespace MathNet.Numerics.UnitTests.LinearAlgebraTests.Complex.IO |
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{ |
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using System; |
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using System.IO; |
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using System.Numerics; |
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using LinearAlgebra.Complex; |
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using LinearAlgebra.Complex.IO; |
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using LinearAlgebra.IO; |
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using MbUnit.Framework; |
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[TestFixture] |
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public class MatlabMatrixWriterTests |
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{ |
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[Test] |
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public void Constructor_ThrowsArgumentException() |
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{ |
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Assert.Throws<ArgumentException>(() => new MatlabMatrixWriter(string.Empty)); |
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Assert.Throws<ArgumentException>(() => new MatlabMatrixWriter(null)); |
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} |
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[Test] |
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public void WriteMatrices_ThrowsArgumentException() |
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{ |
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Matrix matrix = new DenseMatrix(1, 1); |
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var writer = new MatlabMatrixWriter("somefile3"); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrices(new[] { matrix }, new[] { string.Empty })); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrices(new[] { matrix }, new string[] { null })); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrices(new[] { matrix, matrix }, new[] { "matrix" })); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrices(new[] { matrix }, new[] { "some matrix" })); |
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writer.Dispose(); |
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} |
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[Test] |
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public void WriteMatrices_ThrowsArgumentNullException() |
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{ |
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var writer = new MatlabMatrixWriter("somefile4"); |
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Assert.Throws<ArgumentNullException>(() => writer.WriteMatrices(new Matrix[] { null }, new[] { "matrix" })); |
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Matrix matrix = new DenseMatrix(1, 1); |
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Assert.Throws<ArgumentNullException>(() => writer.WriteMatrices(new[] { matrix }, null)); |
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writer.Dispose(); |
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} |
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[Test] |
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public void WriteMatricesTest() |
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{ |
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Matrix mat1 = new DenseMatrix(5, 3); |
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for (var i = 0; i < mat1.ColumnCount; i++) |
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{ |
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mat1[i, i] = new Complex(i + .1, i + .1); |
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} |
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Matrix mat2 = new DenseMatrix(4, 5); |
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for (var i = 0; i < mat2.RowCount; i++) |
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{ |
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mat2[i, i] = new Complex(i + .1, i + .1); |
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} |
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Matrix mat3 = new SparseMatrix(5, 4); |
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for (var i = 0; i < mat3.ColumnCount; i++) |
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{ |
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mat3[i, i] = new Complex(i + .1, i + .1); |
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} |
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Matrix mat4 = new SparseMatrix(3, 5); |
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for (var i = 0; i < mat4.RowCount; i++) |
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{ |
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mat4[i, i] = new Complex(i + .1, i + .1); |
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} |
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var write = new[] { mat1, mat2, mat3, mat4 }; |
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var names = new[] { "mat1", "dense_matrix_2", "s1", "sparse2" }; |
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if (File.Exists("test.mat")) |
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{ |
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File.Delete("test.mat"); |
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} |
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var writer = new MatlabMatrixWriter("test.mat"); |
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writer.WriteMatrices(write, names); |
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writer.Dispose(); |
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var reader = new MatlabMatrixReader("test.mat"); |
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var read = reader.ReadMatrices(names); |
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Assert.AreEqual(write.Length, read.Count); |
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for (var i = 0; i < write.Length; i++ ) |
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{ |
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var w = write[i]; |
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var r = read[names[i]]; |
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Assert.AreEqual(w.RowCount, r.RowCount); |
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Assert.AreEqual(w.ColumnCount, r.ColumnCount); |
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Assert.IsTrue(w.Equals(r)); |
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} |
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} |
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[Test] |
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public void WriteMatrix_ThrowsArgumentException() |
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{ |
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Matrix matrix = new DenseMatrix(1, 1); |
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var writer = new MatlabMatrixWriter("somefile1"); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrix(matrix, string.Empty)); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrix(matrix, null)); |
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writer.Dispose(); |
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} |
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[Test] |
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public void WriteMatrix_ThrowsArgumentNullException() |
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{ |
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var writer = new MatlabMatrixWriter("somefile2"); |
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Assert.Throws<ArgumentNullException>(() => writer.WriteMatrix<double>(null, "matrix")); |
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writer.Dispose(); |
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} |
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} |
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} |
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namespace MathNet.Numerics.UnitTests.LinearAlgebraTests.Complex32.IO |
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{ |
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using System; |
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using System.IO; |
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using LinearAlgebra.Complex32; |
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using LinearAlgebra.Complex32.IO; |
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using LinearAlgebra.IO; |
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using MbUnit.Framework; |
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using Numerics; |
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[TestFixture] |
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public class MatlabMatrixWriterTests |
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{ |
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[Test] |
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public void Constructor_ThrowsArgumentException() |
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{ |
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Assert.Throws<ArgumentException>(() => new MatlabMatrixWriter(string.Empty)); |
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Assert.Throws<ArgumentException>(() => new MatlabMatrixWriter(null)); |
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} |
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[Test] |
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public void WriteMatrices_ThrowsArgumentException() |
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{ |
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Matrix matrix = new DenseMatrix(1, 1); |
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var writer = new MatlabMatrixWriter("somefile3"); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrices(new[] { matrix }, new[] { string.Empty })); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrices(new[] { matrix }, new string[] { null })); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrices(new[] { matrix, matrix }, new[] { "matrix" })); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrices(new[] { matrix }, new[] { "some matrix" })); |
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writer.Dispose(); |
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} |
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[Test] |
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public void WriteMatrices_ThrowsArgumentNullException() |
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{ |
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var writer = new MatlabMatrixWriter("somefile4"); |
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Assert.Throws<ArgumentNullException>(() => writer.WriteMatrices(new Matrix[] { null }, new[] { "matrix" })); |
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Matrix matrix = new DenseMatrix(1, 1); |
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Assert.Throws<ArgumentNullException>(() => writer.WriteMatrices(new[] { matrix }, null)); |
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writer.Dispose(); |
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} |
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[Test] |
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public void WriteMatricesTest() |
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{ |
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Matrix mat1 = new DenseMatrix(5, 3); |
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for (var i = 0; i < mat1.ColumnCount; i++) |
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{ |
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mat1[i, i] = new Complex32(i + .1f, i + .1f); |
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} |
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Matrix mat2 = new DenseMatrix(4, 5); |
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for (var i = 0; i < mat2.RowCount; i++) |
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{ |
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mat2[i, i] = new Complex32(i + .1f, i + .1f); |
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} |
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Matrix mat3 = new SparseMatrix(5, 4); |
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for (var i = 0; i < mat3.ColumnCount; i++) |
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{ |
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mat3[i, i] = new Complex32(i + .1f, i + .1f); |
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} |
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Matrix mat4 = new SparseMatrix(3, 5); |
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for (var i = 0; i < mat4.RowCount; i++) |
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{ |
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mat4[i, i] = new Complex32(i + .1f, i + .1f); |
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} |
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var write = new[] { mat1, mat2, mat3, mat4 }; |
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var names = new[] { "mat1", "dense_matrix_2", "s1", "sparse2" }; |
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if (File.Exists("test.mat")) |
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{ |
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File.Delete("test.mat"); |
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} |
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var writer = new MatlabMatrixWriter("test.mat"); |
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writer.WriteMatrices(write, names); |
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writer.Dispose(); |
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var reader = new MatlabMatrixReader("test.mat"); |
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var read = reader.ReadMatrices(names); |
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Assert.AreEqual(write.Length, read.Count); |
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for (var i = 0; i < write.Length; i++ ) |
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{ |
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var w = write[i]; |
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var r = read[names[i]]; |
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Assert.AreEqual(w.RowCount, r.RowCount); |
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Assert.AreEqual(w.ColumnCount, r.ColumnCount); |
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Assert.IsTrue(w.Equals(r)); |
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} |
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} |
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[Test] |
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public void WriteMatrix_ThrowsArgumentException() |
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{ |
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Matrix matrix = new DenseMatrix(1, 1); |
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var writer = new MatlabMatrixWriter("somefile1"); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrix(matrix, string.Empty)); |
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Assert.Throws<ArgumentException>(() => writer.WriteMatrix(matrix, null)); |
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writer.Dispose(); |
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} |
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[Test] |
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public void WriteMatrix_ThrowsArgumentNullException() |
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{ |
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var writer = new MatlabMatrixWriter("somefile2"); |
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Assert.Throws<ArgumentNullException>(() => writer.WriteMatrix<double>(null, "matrix")); |
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writer.Dispose(); |
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} |
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} |
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} |
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@ -0,0 +1,90 @@ |
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using System; |
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using System.Collections.Generic; |
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using System.Text; |
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using Gallio.Framework; |
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using MbUnit.Framework; |
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using MbUnit.Framework.ContractVerifiers; |
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namespace MathNet.Numerics.UnitTests.StatisticsTests |
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{ |
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using Statistics; |
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[TestFixture] |
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public class PercentileTests |
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{ |
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private static readonly double[] _data = { |
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95.1772, |
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95.1567, |
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95.1937, |
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95.1959, |
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95.1442, |
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95.061, |
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95.1591, |
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95.1195, |
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95.1065, |
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95.0925, |
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95.199, |
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95.1682 |
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}; |
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|
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[Test] |
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public void CanComputePercentileUsingNistMethod() |
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{ |
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var percentile = new Percentile(_data); |
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percentile.Method = PercentileMethod.Nist; |
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Assert.AreEqual(95.19807, percentile.Compute(.9)); |
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} |
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[Test] |
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public void CanComputePercentileUsingExcelMethod() |
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{ |
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var percentile = new Percentile(_data); |
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percentile.Method = PercentileMethod.Excel; |
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Assert.AreEqual(95.19568, percentile.Compute(.9)); |
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} |
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|
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[Test] |
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public void CanComputePercentileUsingNearestMethod() |
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{ |
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var percentile = new Percentile(_data); |
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percentile.Method = PercentileMethod.Nearest; |
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Assert.AreEqual(95.1959, percentile.Compute(.9)); |
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} |
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|
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|
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[Test] |
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public void CanComputePercentileUsingInterpolationMethod() |
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{ |
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var data = new double[] { 1, 2, 3, 4, 5 }; |
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var percentile = new Percentile(data); |
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percentile.Method = PercentileMethod.Interpolation; |
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var values = new[] { .25, .5, .75 }; |
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var percentiles = percentile.Compute(values); |
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Assert.AreEqual(1.75, percentiles[0]); |
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Assert.AreEqual(3.0, percentiles[1]); |
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Assert.AreEqual(4.25, percentiles[2]); |
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} |
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|
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[Test] |
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public void SmallDataSetThrowArgumentException() |
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{ |
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var data = new double[] { }; |
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Assert.Throws<ArgumentException>(() => new Percentile(data)); |
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data = new double[] { 1 }; |
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Assert.Throws<ArgumentException>(() => new Percentile(data)); |
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data = new double[] { 1, 2 }; |
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Assert.Throws<ArgumentException>(() => new Percentile(data)); |
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} |
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|
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[Test] |
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public void InvalidPercentileValuesThrowArgumentExecption() |
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{ |
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var percentile = new Percentile(_data); |
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Assert.Throws<ArgumentException>(() => percentile.Compute(-0.1)); |
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Assert.Throws<ArgumentException>(() => percentile.Compute(100.1)); |
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} |
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} |
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} |
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