public static void Main(string[] args)
{
Console.WriteLine("\nBegin Radial Basis Function (RBF) network input-output demo\n");
int numInput = 3;
int numHidden = 4;
int numOutput = 2;
Console.WriteLine("\nCreating a 3-4-2 radial net");
RadialNet rn = new RadialNet(numInput, numHidden, numOutput);
double[][] centroids = new double[4][];
centroids[0] = new double[] { -3.0, -3.5, -3.8 };
centroids[1] = new double[] { -1.0, -1.5, -1.8 };
centroids[2] = new double[] { 2.0, 2.5, 2.8 };
centroids[3] = new double[] { 4.0, 4.5, 4.8 };
Console.WriteLine("\nSetting centroids (means) to:");
Helpers.ShowMatrix(centroids, -1, 2);
Console.WriteLine("Loading centroids into radial net");
rn.SetCentroids(centroids);
double[] stdDevs = new double[4] {
2.22, 3.33, 4.44, 5.55
};
Console.WriteLine("\nSetting standard deviations (widths) to:");
Helpers.ShowVector(stdDevs, 2, 4, true);
Console.WriteLine("Loading standard deviations into radial net");
rn.SetStdDevs(stdDevs);
double[][] hoWeights = new double[4][];
hoWeights[0] = new double[2] {
5.0, -5.1
};
hoWeights[1] = new double[2] {
-5.2, 5.3
};
hoWeights[2] = new double[2] {
-5.4, 5.5
};
hoWeights[3] = new double[2] {
5.6, -5.7
};
Console.WriteLine("\nSetting hidden-output weights to:");
Helpers.ShowMatrix(hoWeights, -1, 2);
Console.WriteLine("Loading hidden-output weights into radial net");
rn.SetWeights(hoWeights);
double[] oBiases = new double[2] {
7.0, 7.1
};
Console.WriteLine("\nSetting output biases to:");
Helpers.ShowVector(oBiases, 1, 4, true);
Console.WriteLine("Loading output biases into radial net");
rn.SetBiases(oBiases);
double[] xValues = new double[3] {
1.0, -2.0, 3.0
};
Console.WriteLine("\nSetting x-input to:");
Helpers.ShowVector(xValues, 1, 4, true);
Console.WriteLine("\nComputing the output of the radial net\n");
double[] yValues = rn.ComputeOutputs(xValues);
Console.WriteLine("\nThe output of the RBF network is:");
Helpers.ShowVector(yValues, 4, 4, true);
Console.WriteLine("\nEnd RBF network demo\n");
Console.ReadLine();
} // Main
static void Main(string[] args)
{
Console.WriteLine("\nBegin Radial Basis Function (RBF) network input-output demo\n");
int numInput = 3;
int numHidden = 4;
int numOutput = 2;
Console.WriteLine("\nCreating a 3-4-2 radial net");
RadialNet rn = new RadialNet(numInput, numHidden, numOutput);
double[][] centroids = new double[4][];
centroids[0] = new double[] { -3.0, -3.5, -3.8 };
centroids[1] = new double[] { -1.0, -1.5, -1.8 };
centroids[2] = new double[] { 2.0, 2.5, 2.8 };
centroids[3] = new double[] { 4.0, 4.5, 4.8 };
Console.WriteLine("\nSetting centroids (means) to:");
Helpers.ShowMatrix(centroids, -1, 2);
Console.WriteLine("Loading centroids into radial net");
rn.SetCentroids(centroids);
double[] stdDevs = new double[4] { 2.22, 3.33, 4.44, 5.55 };
Console.WriteLine("\nSetting standard deviations (widths) to:");
Helpers.ShowVector(stdDevs, 2, 4, true);
Console.WriteLine("Loading standard deviations into radial net");
rn.SetStdDevs(stdDevs);
double[][] hoWeights = new double[4][];
hoWeights[0] = new double[2] { 5.0, -5.1 };
hoWeights[1] = new double[2] { -5.2, 5.3 };
hoWeights[2] = new double[2] { -5.4, 5.5 };
hoWeights[3] = new double[2] { 5.6, -5.7 };
Console.WriteLine("\nSetting hidden-output weights to:");
Helpers.ShowMatrix(hoWeights, -1, 2);
Console.WriteLine("Loading hidden-output weights into radial net");
rn.SetWeights(hoWeights);
double[] oBiases = new double[2] { 7.0, 7.1 };
Console.WriteLine("\nSetting output biases to:");
Helpers.ShowVector(oBiases, 1, 4, true);
Console.WriteLine("Loading output biases into radial net");
rn.SetBiases(oBiases);
double[] xValues = new double[3] { 1.0, -2.0, 3.0 };
Console.WriteLine("\nSetting x-input to:");
Helpers.ShowVector(xValues, 1, 4, true);
Console.WriteLine("\nComputing the output of the radial net\n");
double[] yValues = rn.ComputeOutputs(xValues);
Console.WriteLine("\nThe output of the RBF network is:");
Helpers.ShowVector(yValues, 4, 4, true);
Console.WriteLine("\nEnd RBF network demo\n");
Console.ReadLine();
}
