Accord.Statistics.Distributions.Univariate.LaplaceDistribution.ToString C# (CSharp) Method

        public override string ToString(string format, IFormatProvider formatProvider)
        {
            return String.Format(formatProvider, "Laplace(x; μ = {0}, b = {1})", 
                u.ToString(format, formatProvider),
                b.ToString(format, formatProvider));
        }
    }

        public void ConstructorTest2()
        {
            var laplace = new LaplaceDistribution(location: 4, scale: 2);

            double mean = laplace.Mean;     // 4.0
            double median = laplace.Median; // 4.0
            double var = laplace.Variance;  // 8.0
            double mode = laplace.Mode;     // 4.0

            double cdf = laplace.DistributionFunction(x: 0.27); // 0.077448104942453522
            double pdf = laplace.ProbabilityDensityFunction(x: 0.27); // 0.038724052471226761
            double lpdf = laplace.LogProbabilityDensityFunction(x: 0.27); // -3.2512943611198906

            double ccdf = laplace.ComplementaryDistributionFunction(x: 0.27); // 0.92255189505754642
            double icdf = laplace.InverseDistributionFunction(p: cdf); // 0.27

            double hf = laplace.HazardFunction(x: 0.27); // 0.041974931360160776
            double chf = laplace.CumulativeHazardFunction(x: 0.27); // 0.080611649844768624

            string str = laplace.ToString(CultureInfo.InvariantCulture); // Laplace(x; μ = 4, b = 2)

            Assert.AreEqual(4.0, mean);
            Assert.AreEqual(4.0, median);
            Assert.AreEqual(8.0, var);
            Assert.AreEqual(4.0, mode);
            Assert.AreEqual(0.080611649844768624, chf);
            Assert.AreEqual(0.077448104942453522, cdf);
            Assert.AreEqual(0.038724052471226761, pdf);
            Assert.AreEqual(-3.2512943611198906, lpdf);
            Assert.AreEqual(0.041974931360160776, hf);
            Assert.AreEqual(0.92255189505754642, ccdf);
            Assert.AreEqual(0.26999999840794775, icdf);
            Assert.AreEqual("Laplace(x; μ = 4, b = 2)", str);

            var range1 = laplace.GetRange(0.95);
            var range2 = laplace.GetRange(0.99);
            var range3 = laplace.GetRange(0.01);

            Assert.AreEqual(-0.60517019072231026, range1.Min);
            Assert.AreEqual(8.6051701894643209, range1.Max);
            Assert.AreEqual(-3.8240460108561982, range2.Min);
            Assert.AreEqual(11.824046011144626, range2.Max);
            Assert.AreEqual(-3.8240460108561951, range3.Min);
            Assert.AreEqual(11.824046011144626, range3.Max);
        }