public Neuron(AbstractInputFunction inputFunction = null, AbstractActivationFunction activationFunction = null)
{
Input = new List <Synapse>();
Output = new List <Synapse>();
InputFunction = inputFunction;
if (activationFunction == null)
{
ActivationFunction = new Sigmoid();
}
else
{
ActivationFunction = activationFunction;
}
if (InputFunction == null)
{
InputFunction = new SimpleSum();
}
else
{
InputFunction = inputFunction;
}
}
public void PopulateWithBias(int size, AbstractInputFunction inputFunction = null, AbstractActivationFunction activationFunction = null)
{
var bias = new Neurons.BiasNeuron();
Populate(size, inputFunction, activationFunction);
AddNeuron(bias);
hasBias = true;
}
public void Populate(int size, AbstractInputFunction inputFunction = null, AbstractActivationFunction activationFunction = null)
{
for (int toFill = size - Neurons.Count(); toFill > 0; toFill--)
{
Neurons.Add(new Neuron(inputFunction, activationFunction));
}
Size = Neurons.Count();
}