public virtual INeuralNetwork CreateNeuralNetwork(int inputNodes, int hiddenNodes, int staticWeights=0)
{
var wrapper = new AForgeNeuralNetwork(inputNodes, hiddenNodes,staticWeights);
wrapper.Randomize();
return wrapper;
}
/// <summary>
/// Initialise to random values, implemented by generating a new network and extracting the relevant weights
/// </summary>
/// <returns></returns>
private double[] DefaultNeuronWeights()
{
double[] weights = null;
var net =
new AForgeNeuralNetwork(MorphoSyntacticContext.VectorLength + MorphoSyntacticContext.VectorLength, MorphoSyntacticContext.VectorLength);
net.Randomize();
net.Theta.SaveTo(ref weights);
return weights;
}