/// <summary>
/// Constructs a new Nguyen-Widrow Weight initialization.
/// </summary>
///
/// <param name="network">The activation network whose weights will be initialized.</param>
///
public NguyenWidrow(ActivationNetwork network)
{
this.network = network;
int hiddenNodes = network.Layers[0].Neurons.Length;
int inputNodes = network.Layers[0].InputsCount;
randRange = new Range(-0.5f, 0.5f);
beta = 0.7 * Math.Pow(hiddenNodes, 1.0 / inputNodes);
}