private void buttonInicializacion_Click(object sender, EventArgs e)
{
labelAlerta.Text = "";
buttonLimpiar.Enabled = true;
buttonPerceptron.Enabled = true;
buttonInicializacion.Enabled = true;
buttonAdaline.Enabled = true;
buttonCompetir.Enabled = true;
create_error_graphic();
this.Error_cmp.Series["Perceptron"].Points.Clear();
this.Error_cmp.Series["Adaline"].Points.Clear();
this.p = new Perceptron(Int32.Parse(textBoxEpocasMaximas.Text), float.Parse(textBoxLR.Text), lista_puntos, 0);
p.inicializar();
bitmap_plano = new Bitmap(respaldo);
dibujarLinea(false, "perceptron");
//this.Error_cmp.Series["Adaline"].Points.Clear();
this.a = new Adaline(Int32.Parse(textBoxEpocasMaximas.Text), float.Parse(textBoxLR.Text), lista_puntos, 0);
a.inicializar();
bitmap_plano = new Bitmap(respaldo);
dibujarLinea(false, "adaline");
}
static void Main(string[] args)
{
var perc = new Adaline(3);
double bias = 1;
var inputs = new double[, ]
{
{ bias, 2, 1 },
{ bias, 2, 2 },
{ bias, 0, 6 },
{ bias, -2, 10 },
{ bias, -2, 0 },
{ bias, 0, 0 },
{ bias, 4, -20 }
};
var outputs = new double[]
{
1, 1, 1, -1, -1, -1, -1
};
Console.WriteLine($"\n eps:{perc.CalculateEpsilon(inputs,outputs)} ");
perc.Train(inputs, outputs, 1);
Console.WriteLine();
//perc.Test(inputs, outputs);
Console.ReadLine();
}
public INeuron CreateNeuron(IActivationFunction activationFunction)
{
INeuron neuron = null;
Func <string, bool> equals = value => string.Equals(Neuron, value, StringComparison.InvariantCultureIgnoreCase);
if (equals("Perceptron"))
{
neuron = new Perceptron(activationFunction, Alpha);
}
else if (equals("Adaline"))
{
neuron = new Adaline(activationFunction, Alpha);
}
else if (equals("BackpropagationNeuron"))
{
neuron = new BackpropagationNeuron(activationFunction, Alpha, Momentum, Regularization);
}
else if (equals("SOMNeuron"))
{
neuron = new SOMNeuron(activationFunction, Alpha);
}
else
{
Console.WriteLine($"Wrong neuron: {Neuron}");
}
return(neuron);
}
private void buttonLimpiar_Click(object sender, EventArgs e)
{
if ((p != null && p.getCompletado()) || (a != null && a.getCompletado()))
{
labelAlerta.Text = "";
this.Error_cmp.Series["Perceptron"].Points.Clear();
this.Error_cmp.Series["Adaline"].Points.Clear();
buttonLimpiar.Enabled = false;
p = null;
a = null;
buttonPerceptron.Enabled = false;
buttonInicializacion.Enabled = false;
buttonCompetir.Enabled = false;
buttonAdaline.Enabled = false;
lista_puntos = new List <Punto>();
bitmap_plano = new Bitmap(bitmap_solo_plano);
respaldo = new Bitmap(bitmap_solo_plano);
plano.Image = bitmap_solo_plano;
plano.Refresh();
}
}
/// <summary>
/// Creates and returns a new instance of Adaline network </summary>
/// <param name="inputsCount"> number of inputs of Adaline network </param>
/// <returns> instance of Adaline network </returns>
public static Adaline createAdaline(int inputsCount)
{
Adaline nnet = new Adaline(inputsCount);
return(nnet);
}
