// // Math.NET Numerics, part of the Math.NET Project // http://mathnet.opensourcedotnet.info // // Copyright (c) 2009 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. // namespace MathNet.Numerics.UnitTests.DistributionTests { using System; using System.Linq; using MbUnit.Framework; using MathNet.Numerics.Distributions; [TestFixture] public class BetaTests { [SetUp] public void SetUp() { Control.CheckDistributionParameters = true; } [Test, MultipleAsserts] [Row(0.0, 0.0)] [Row(0.0, 0.1)] [Row(1.0, 0.0)] [Row(1.0, 1.0)] [Row(9.0, 1.0)] [Row(5.0, 100.0)] [Row(1.0, Double.PositiveInfinity)] [Row(Double.PositiveInfinity, 1.0)] [Row(0.0, Double.PositiveInfinity)] [Row(Double.PositiveInfinity, 0.0)] public void CanCreateBeta(double a, double b) { var n = new Beta(a, b); AssertEx.AreEqual(a, n.A); AssertEx.AreEqual(b, n.B); } [Test] [ExpectedException(typeof(ArgumentOutOfRangeException))] [Row(Double.NaN, 1.0)] [Row(1.0, Double.NaN)] [Row(Double.NaN, Double.NaN)] [Row(1.0, -1.0)] [Row(-1.0, 1.0)] [Row(-1.0, -1.0)] public void BetaCreateFailsWithBadParameters(double a, double b) { var n = new Beta(a, b); } [Test] public void ValidateToString() { var n = new Beta(1.0, 2.0); AssertEx.AreEqual("Beta(A = 1, B = 2)", n.ToString()); } [Test] [Row(-0.0)] [Row(0.0)] [Row(0.1)] [Row(1.0)] [Row(10.0)] [Row(Double.PositiveInfinity)] public void CanSetShapeA(double a) { var n = new Beta(1.0, 1.0); n.A = a; } [Test] [ExpectedException(typeof(ArgumentOutOfRangeException))] public void SetShapeAFailsWithNegativeA() { var n = new Beta(1.0, 1.0); n.A = -1.0; } [Test] [Row(-0.0)] [Row(0.0)] [Row(0.1)] [Row(1.0)] [Row(10.0)] [Row(Double.PositiveInfinity)] public void CanSetShapeB(double b) { var n = new Beta(1.0, 1.0); n.B = b; } [Test] [ExpectedException(typeof(ArgumentOutOfRangeException))] public void SetShapeBFailsWithNegativeB() { var n = new Beta(1.0, 1.0); n.B = -1.0; } [Test] [Row(0.0, 0.0, 0.5)] [Row(0.0, 0.1, 0.0)] [Row(1.0, 0.0, 1.0)] [Row(1.0, 1.0, 0.5)] [Row(9.0, 1.0, 0.9)] [Row(5.0, 100.0, 0.047619047619047619047616)] [Row(1.0, Double.PositiveInfinity, 0.0)] [Row(Double.PositiveInfinity, 1.0, 1.0)] [Row(0.0, Double.PositiveInfinity, 0.0)] [Row(Double.PositiveInfinity, 0.0, 1.0)] public void ValidateMean(double a, double b, double mean) { var n = new Beta(a, b); AssertEx.AreEqual(mean, n.Mean); } [Test] [Row(0.0, 0.0, 0.693147180559945309417232121458176568075500134360255)] [Row(0.0, 0.1, 0.0)] [Row(1.0, 0.0, 0.0)] [Row(1.0, 1.0, 0.0)] [Row(9.0, 1.0, -1.3083356884473304939016015849561625204060922267565917)] [Row(5.0, 100.0, -2.5201623187602743679459255108827601222133603091753153)] [Row(1.0, Double.PositiveInfinity, 0.0)] [Row(Double.PositiveInfinity, 1.0, 0.0)] [Row(0.0, Double.PositiveInfinity, 0.0)] [Row(Double.PositiveInfinity, 0.0, 0.0)] public void ValidateEntropy(double a, double b, double entropy) { var n = new Beta(a, b); AssertHelpers.AlmostEqual(entropy, n.Entropy, 14); } [Test] [Row(0.0, 0.0, 0.0)] [Row(0.0, 0.1, 2.0)] [Row(1.0, 0.0, -2.0)] [Row(1.0, 1.0, 0.0)] [Row(9.0, 1.0, -1.4740554623801777107177478829647496373009282424841579)] [Row(5.0, 100.0, 0.81759410927553430354583159143895018978562196953345572)] [Row(1.0, Double.PositiveInfinity, 2.0)] [Row(Double.PositiveInfinity, 1.0, -2.0)] [Row(0.0, Double.PositiveInfinity, 2.0)] [Row(Double.PositiveInfinity, 0.0, -2.0)] public void ValidateSkewness(double a, double b, double skewness) { var n = new Beta(a, b); AssertHelpers.AlmostEqual(skewness, n.Skewness, 15); } [Test] [Row(0.0, 0.0, 0.5)] [Row(0.0, 0.1, 0.0)] [Row(1.0, 0.0, 1.0)] [Row(1.0, 1.0, 0.5)] [Row(9.0, 1.0, 1.0)] [Row(5.0, 100.0, 0.038834951456310676243255386452801758423447608947753906)] [Row(1.0, Double.PositiveInfinity, 0.0)] [Row(Double.PositiveInfinity, 1.0, 1.0)] [Row(0.0, Double.PositiveInfinity, 0.0)] [Row(Double.PositiveInfinity, 0.0, 1.0)] public void ValidateMode(double a, double b, double mode) { var n = new Beta(a, b); AssertEx.AreEqual(mode, n.Mode); } [Test] [ExpectedException(typeof(NotSupportedException))] [Row(0.0, 0.0)] [Row(0.0, 0.1)] [Row(1.0, 0.0)] [Row(1.0, 1.0)] [Row(9.0, 1.0)] [Row(5.0, 100.0)] [Row(1.0, Double.PositiveInfinity)] [Row(Double.PositiveInfinity, 1.0)] [Row(0.0, Double.PositiveInfinity)] [Row(Double.PositiveInfinity, 0.0)] public void ValidateMedian(double a, double b) { var n = new Beta(a, 1.0); var m = n.Median; } [Test] public void ValidateMinimum() { var n = new Beta(1.0, 1.0); AssertEx.AreEqual(0.0, n.Minimum); } [Test] public void ValidateMaximum() { var n = new Beta(1.0, 1.0); AssertEx.AreEqual(1.0, n.Maximum); } [Test] public void CanSampleStatic() { var d = Beta.Sample(new Random(), 2.0, 3.0); } [Test] public void CanSampleSequenceStatic() { var ied = Beta.Samples(new Random(), 2.0, 3.0); var arr = ied.Take(5).ToArray(); } [Test] [ExpectedException(typeof(ArgumentOutOfRangeException))] public void FailSampleStatic() { var d = Beta.Sample(new Random(), 1.0, -1.0); } [Test] [ExpectedException(typeof(ArgumentOutOfRangeException))] public void FailSampleSequenceStatic() { var ied = Beta.Samples(new Random(), 1.0, -1.0).First(); } [Test] public void CanSample() { var n = new Beta(2.0, 3.0); var d = n.Sample(); } [Test] public void CanSampleSequence() { var n = new Beta(2.0, 3.0); var ied = n.Samples(); var e = ied.Take(5).ToArray(); } [Test] [Row(0.0, 0.0, 0.0, Double.PositiveInfinity)] [Row(0.0, 0.0, 0.5, 0.0)] [Row(0.0, 0.0, 1.0, Double.PositiveInfinity)] [Row(0.0, 0.1, 0.0, Double.PositiveInfinity)] [Row(0.0, 0.1, 0.5, 0.0)] [Row(0.0, 0.1, 1.0, 0.0)] [Row(1.0, 0.0, 0.0, 0.0)] [Row(1.0, 0.0, 0.5, 0.0)] [Row(1.0, 0.0, 1.0, Double.PositiveInfinity)] [Row(1.0, 1.0, 0.0, 1.0)] [Row(1.0, 1.0, 0.5, 1.0)] [Row(1.0, 1.0, 1.0, 1.0)] [Row(9.0, 1.0, 0.0, 0.0)] [Row(9.0, 1.0, 0.5, 0.03515625)] [Row(9.0, 1.0, 1.0, 9.0)] [Row(9.0, 1.0, -1.0, 0.0)] [Row(9.0, 1.0, 2.0, 0.0)] [Row(5.0, 100.0, 0.0, 0.0)] [Row(5.0, 100.0, 0.5, 1.0881845516040810386311829462908430145307026037926335e-21)] [Row(5.0, 100.0, 1.0, 0.0)] [Row(1.0, Double.PositiveInfinity, 0.0, Double.PositiveInfinity)] [Row(1.0, Double.PositiveInfinity, 0.5, 0.0)] [Row(1.0, Double.PositiveInfinity, 1.0, 0.0)] [Row(Double.PositiveInfinity, 1.0, 0.0, 0.0)] [Row(Double.PositiveInfinity, 1.0, 0.5, 0.0)] [Row(Double.PositiveInfinity, 1.0, 1.0, Double.PositiveInfinity)] [Row(0.0, Double.PositiveInfinity, 0.0, Double.PositiveInfinity)] [Row(0.0, Double.PositiveInfinity, 0.5, 0.0)] [Row(0.0, Double.PositiveInfinity, 1.0, 0.0)] [Row(Double.PositiveInfinity, 0.0, 0.0, 0.0)] [Row(Double.PositiveInfinity, 0.0, 0.5, 0.0)] [Row(Double.PositiveInfinity, 0.0, 1.0, Double.PositiveInfinity)] public void ValidateDensity(double a, double b, double x, double pdf) { var n = new Beta(a, b); AssertHelpers.AlmostEqual(pdf, n.Density(x), 13); } [Test] [Row(0.0, 0.0, 0.0, Double.PositiveInfinity)] [Row(0.0, 0.0, 0.5, Double.NegativeInfinity)] [Row(0.0, 0.0, 1.0, Double.PositiveInfinity)] [Row(0.0, 0.1, 0.0, Double.PositiveInfinity)] [Row(0.0, 0.1, 0.5, Double.NegativeInfinity)] [Row(0.0, 0.1, 1.0, Double.NegativeInfinity)] [Row(1.0, 0.0, 0.0, Double.NegativeInfinity)] [Row(1.0, 0.0, 0.5, Double.NegativeInfinity)] [Row(1.0, 0.0, 1.0, Double.PositiveInfinity)] [Row(1.0, 1.0, 0.0, 0.0)] [Row(1.0, 1.0, 0.5, 0.0)] [Row(1.0, 1.0, 1.0, 0.0)] [Row(9.0, 1.0, 0.0, Double.NegativeInfinity)] [Row(9.0, 1.0, 0.5, -3.3479528671433430925473664978203611353090199592365458)] [Row(9.0, 1.0, 1.0, 2.1972245773362193827904904738450514092949811156454996)] [Row(9.0, 1.0, -1.0, Double.NegativeInfinity)] [Row(9.0, 1.0, 2.0, Double.NegativeInfinity)] [Row(5.0, 100.0, 0.0, Double.NegativeInfinity)] [Row(5.0, 100.0, 0.5, -51.447830024537682154565870837960406410586196074573801)] [Row(5.0, 100.0, 1.0, Double.NegativeInfinity)] [Row(1.0, Double.PositiveInfinity, 0.0, Double.PositiveInfinity)] [Row(1.0, Double.PositiveInfinity, 0.5, Double.NegativeInfinity)] [Row(1.0, Double.PositiveInfinity, 1.0, Double.NegativeInfinity)] [Row(Double.PositiveInfinity, 1.0, 0.0, Double.NegativeInfinity)] [Row(Double.PositiveInfinity, 1.0, 0.5, Double.NegativeInfinity)] [Row(Double.PositiveInfinity, 1.0, 1.0, Double.PositiveInfinity)] [Row(0.0, Double.PositiveInfinity, 0.0, Double.PositiveInfinity)] [Row(0.0, Double.PositiveInfinity, 0.5, Double.NegativeInfinity)] [Row(0.0, Double.PositiveInfinity, 1.0, Double.NegativeInfinity)] [Row(Double.PositiveInfinity, 0.0, 0.0, Double.NegativeInfinity)] [Row(Double.PositiveInfinity, 0.0, 0.5, Double.NegativeInfinity)] [Row(Double.PositiveInfinity, 0.0, 1.0, Double.PositiveInfinity)] public void ValidateDensityLn(double a, double b, double x, double pdfln) { var n = new Beta(a, b); AssertHelpers.AlmostEqual(pdfln, n.DensityLn(x), 14); } [Test] [Row(0.0, 0.0, 0.0, 0.5)] [Row(0.0, 0.0, 0.5, 0.5)] [Row(0.0, 0.0, 1.0, 1.0)] [Row(0.0, 0.1, 0.0, 1.0)] [Row(0.0, 0.1, 0.5, 1.0)] [Row(0.0, 0.1, 1.0, 1.0)] [Row(1.0, 0.0, 0.0, 0.0)] [Row(1.0, 0.0, 0.5, 0.0)] [Row(1.0, 0.0, 1.0, 1.0)] [Row(1.0, 1.0, 0.0, 0.0)] [Row(1.0, 1.0, 0.5, 0.5)] [Row(1.0, 1.0, 1.0, 1.0)] [Row(9.0, 1.0, 0.0, 0.0)] [Row(9.0, 1.0, 0.5, 0.001953125)] [Row(9.0, 1.0, 1.0, 1.0)] [Row(5.0, 100.0, 0.0, 0.0)] [Row(5.0, 100.0, 0.5, 1.0)] [Row(5.0, 100.0, 1.0, 1.0)] [Row(1.0, Double.PositiveInfinity, 0.0, 1.0)] [Row(1.0, Double.PositiveInfinity, 0.5, 1.0)] [Row(1.0, Double.PositiveInfinity, 1.0, 1.0)] [Row(Double.PositiveInfinity, 1.0, 0.0, 0.0)] [Row(Double.PositiveInfinity, 1.0, 0.5, 0.0)] [Row(Double.PositiveInfinity, 1.0, 1.0, 1.0)] [Row(0.0, Double.PositiveInfinity, 0.0, 1.0)] [Row(0.0, Double.PositiveInfinity, 0.5, 1.0)] [Row(0.0, Double.PositiveInfinity, 1.0, 1.0)] [Row(Double.PositiveInfinity, 0.0, 0.0, 0.0)] [Row(Double.PositiveInfinity, 0.0, 0.5, 0.0)] [Row(Double.PositiveInfinity, 0.0, 1.0, 1.0)] public void ValidateCumulativeDistribution(double a, double b, double x, double cdf) { var n = new Beta(a, b); AssertHelpers.AlmostEqual(cdf, n.CumulativeDistribution(x), 13); } } }