public double LearnIteration(FullMesh <T> net, T[][] input, T[][] output, double switchThreshold)
{
double temp;
int x = GlobalRandom.Get.Next(0, net.Neurons.Count);
int y = GlobalRandom.Get.Next(0, net.Neurons[x].Count);
int w = GlobalRandom.Get.Next(0, net.Neurons[x][y].Weights.Count);
T old = net.Neurons[x][y].Weights[w];
net.Neurons[x][y].Weights[w] = Permutater(net.Neurons[x][y].Weights[w]);
temp = net.GetError(input.Select(i => net.Calc(i)).ToArray(), output);
if (temp - net.LastError < switchThreshold)
{
Console.WriteLine("new Error : " + temp);
return(temp);
}
else
{
net.Neurons[x][y].Weights[w] = old;
return(net.LastError);
}
}
public double LearnIteration(FullMesh <T> net, T[][] input, T[][] output, double switchThreshold = -0.1)
{
double lastError = net.LastError;
double temp = 0;
foreach (List <Neuron <T> > l in net.Neurons)
{
if (PrintProgress)
{
Console.WriteLine("new Layer");
}
for (int i = 0; i < InnerIterations; i++)
{
int y = GlobalRandom.Get.Next(0, l.Count);
int w = GlobalRandom.Get.Next(0, l[y].Weights.Count);
T old = l[y].Weights[w];
l[y].Weights[w] = Permutater(l[y].Weights[w]);
T[][] c = input.Select(t => net.Calc(t)).ToArray();
temp = net.GetError(c, output);
if (!(temp - lastError < switchThreshold))
{
l[y].Weights[w] = old;
}
else
{
lastError = temp;
if (PrintProgress)
{
Console.WriteLine("new Error : " + temp);
}
}
}
}
if (PrintProgress)
{
Console.WriteLine("finished");
}
return(lastError);
}
public double LearnIteration(FullMesh <T> net, T[][] input, T[][] output, double switchThreshold)
{
double lastError = net.LastError;
int counter = 1;
while (lastError > switchThreshold)
{
int x = GlobalRandom.Get.Next(0, net.Neurons.Count);
int y = GlobalRandom.Get.Next(0, net.Neurons[x].Count);
int w = GlobalRandom.Get.Next(0, net.Neurons[x][y].Weights.Count);
net.Neurons[x][y].Weights[w] = Permutater(net.Neurons[x][y].Weights[w]);
net.Neurons[x][y].WeightingFunction = WeightingChanging();
lastError = net.GetError(input.Select(i => net.Calc(i)).ToArray(), output);
if (PrintProgress)
{
Console.WriteLine(counter++ + ": Curr Error : " + lastError);
}
}
if (PrintProgress)
{
Console.WriteLine("finished");
}
return(lastError);
}