public double GetAllDeltas(Synapse synapse)
{
double delta = 0;
foreach (var nextSynapse in synapse.NeuronTo.Outputs)
{
delta += nextSynapse.Delta;
if (nextSynapse.NeuronTo.Outputs.Count != 0)
{
for (int i = 0; i < nextSynapse.NeuronTo.Outputs.Count; i++)
{
delta += GetAllDeltas(nextSynapse.NeuronTo.Outputs[i]);
}
}
}
return(delta);
}
public void ConnectLayers(NetworkLayer previous)
{
Random random = new Random();
foreach (Neuron pvNeuron in previous.NetworkNeurons)
{
List <Synapse> newConnections = new List <Synapse>();
foreach (Neuron nextNeuron in this.NetworkNeurons)
{
double k = random.NextDouble();
Synapse newSynapse = new Synapse(pvNeuron, nextNeuron, k / 10);
nextNeuron.Inputs.Add(newSynapse);
newConnections.Add(newSynapse);
}
pvNeuron.Outputs = newConnections;
}
}