/// <summary>
/// Сгенерировать нейроны сети.
/// </summary>
/// <param name="attributes">Количество параметров входящего вектора.</param>
/// <param name="neuronsCount">Количество нейронов.</param>
public void GenerateNeurons(List <NetworkAttribute> attributes, int neuronsCount)
{
Neurons.Clear();
Weights.Clear();
InputAttributes.Clear();
InputAttributes.AddRange(attributes.Select(a => new InputAttributeBase
{
InputAttributeNumber = a.OrderNumber,
Name = a.Name
})
.ToList());
for (int i = 0; i < neuronsCount; i++)
{
Neurons.Add(new NeuronBase
{
NeuronNumber = i
});
}
foreach (var inputAttribute in InputAttributes)
{
foreach (var neuron in Neurons)
{
var randomWeight = NormalizationType.GetNeuronWeight(attributes.Count);
Weights.Add(new WeightBase
{
InputAttributeNumber = inputAttribute.InputAttributeNumber,
NeuronNumber = neuron.NeuronNumber,
Value = randomWeight
});
}
}
}
