public void initialize()
{
Randomizer rand = new Randomizer();
for (int i = 0; i < size; i++)
{
for (int j = 0; j < size; j++)
{
lattice[i, j] = new Neuron(dim);
lattice[i, j].Weights = rand.getRandomVector(dim);
}
}
}
static void Main(string[] args)
{
Map map = new Map(10, 1128);
map.initialize();
TrainingSet trainingSet = new TrainingSet();
trainingSet.prepare();
Neuron n = new Neuron(1128);
n.Weights = trainingSet.Set[2];
Neuron winner = map.findWinner(n);
Console.ReadLine();
}
public Neuron findWinner(Neuron neuron)
{
double min = Double.MaxValue;
Neuron winner = null;
for (int i = 0; i < size; i++)
{
for (int j = 0; j < size; j++)
{
double distance = calculateDistance(neuron.Weights, lattice[i, j].Weights);
if (distance < min)
{
min = distance;
winner = lattice[i, j];
}
}
}
return winner;
}
