Example #1
0
        public void ConstructorTest()
        {
            #region doc_ctor
            // Create a new Rademacher distribution
            var dist = new RademacherDistribution();

            double mean     = dist.Mean;                                // 0
            double median   = dist.Median;                              // 0
            double mode     = dist.Mode;                                // NaN
            double variance = dist.Variance;                            // 1

            double lpdf = dist.LogProbabilityMassFunction(k: -1);       // -0.69314718055994529
            double cdf  = dist.DistributionFunction(k: 1);              // 1.0
            double ccdf = dist.ComplementaryDistributionFunction(k: 1); // 0.0

            int icdf1 = dist.InverseDistributionFunction(p: 0);         // -1
            int icdf3 = dist.InverseDistributionFunction(p: 1);         // +1

            double hf  = dist.HazardFunction(x: 0);                     // 0.0
            double chf = dist.CumulativeHazardFunction(x: 0);           // 0.69314718055994529

            string str = dist.ToString(CultureInfo.InvariantCulture);   // Rademacher(x)
            #endregion

            Assert.AreEqual(0, mean);
            Assert.AreEqual(1, variance);
            Assert.AreEqual(0, median);
            Assert.AreEqual(Double.NaN, mode);
            Assert.AreEqual(0.69314718055994529, chf);
            Assert.AreEqual(-0.69314718055994529, lpdf);
            Assert.AreEqual(0, hf);
            Assert.AreEqual(1, cdf);
            Assert.AreEqual(0, ccdf);
            Assert.AreEqual(-1, icdf1);
            Assert.AreEqual(1, icdf3);
            Assert.AreEqual("Rademacher(x)", str);

            var range1 = dist.GetRange(0.95);
            var range2 = dist.GetRange(0.99);
            var range3 = dist.GetRange(0.01);
            var range4 = dist.GetRange(1.0);

            Assert.AreEqual(-1, range4.Min);
            Assert.AreEqual(+1, range4.Max);
            Assert.AreEqual(-1, range1.Min);
            Assert.AreEqual(+1, range1.Max);
            Assert.AreEqual(-1, range2.Min);
            Assert.AreEqual(+1, range2.Max);
            Assert.AreEqual(-1, range3.Min);
            Assert.AreEqual(+1, range3.Max);
        }
Example #2
0
        public void inverse_cdf()
        {
            var dist = new RademacherDistribution();

            Assert.AreEqual(0, dist.ProbabilityMassFunction(-2));
            Assert.AreEqual(0.5, dist.ProbabilityMassFunction(-1));
            Assert.AreEqual(0, dist.ProbabilityMassFunction(0));
            Assert.AreEqual(0.5, dist.ProbabilityMassFunction(+1));
            Assert.AreEqual(0, dist.ProbabilityMassFunction(+2));

            Assert.AreEqual(0, dist.DistributionFunction(-2));
            Assert.AreEqual(0.5, dist.DistributionFunction(-1));
            Assert.AreEqual(0.5, dist.DistributionFunction(0));
            Assert.AreEqual(1.0, dist.DistributionFunction(+1));
            Assert.AreEqual(1.0, dist.DistributionFunction(+2));

            Assert.AreEqual(-1, dist.InverseDistributionFunction(0));
            Assert.AreEqual(0, dist.InverseDistributionFunction(0.5));
            Assert.AreEqual(+1, dist.InverseDistributionFunction(1));
        }