Accord.Statistics.Links.CauchitLinkFunction.Inverse C# (CSharp) Method

Inverse() public method

The Cauchit mean (activation) function.
The inverse Cauchit link function is given by g(x) = tan(x) * B + A.
public Inverse ( double x ) : double
x double A transformed value.
return double
        public double Inverse(double x)
        {
            return Math.Atan(x) * B + A;
        }

Usage Example

        public void DerivativeTest()
        {
            double[] expected =
            {
                0.31831, 0.315158, 0.306067, 0.292027, 0.274405, 0.254648,
                0.234051, 0.213631, 0.194091, 0.175862, 0.159155
            };

            CauchitLinkFunction target = new CauchitLinkFunction();

            for (int i = 0; i < 11; i++)
            {
                double x = i / 10.0;
                double y = target.Inverse(x);

                double d1 = target.Derivative(x);
                double d2 = target.Derivative2(y);

                Assert.AreEqual(expected[i], d1, 1e-6);
                Assert.AreEqual(expected[i], d2, 1e-6);

                Assert.IsFalse(Double.IsNaN(d1));
                Assert.IsFalse(Double.IsNaN(d2));
            }
        }
All Usage Examples Of Accord.Statistics.Links.CauchitLinkFunction::Inverse