public double[] countHiddenValue(IrisItem irisItem, Matrix gausianMatrix, int jumlahCluster)
{
double[] hiddenValue = new double[jumlahCluster];
double[] iris = irisItem.toArray();
double[,] gausian = gausianMatrix.ToArray();
for (int i = 0; i < jumlahCluster; i++)
{
double temp = 0;
for (int j = 0; j < iris.Length; j++)
{
temp += (iris[j] * gausianMatrix[i, j]);
}
temp = 1 / (1 + Math.Exp(-1 * temp));
temp = (temp > 0.6) ? 1 : 0;
hiddenValue[i] = temp;
}
return hiddenValue;
}
public Matrix getBobot(IrisItem item, List<ClusterItem> listCluster)
{
double[,] temp = new double[listCluster.Count, 4];
double[] iris = item.toArray();
for (int i = 0; i < listCluster.Count; i++)
{
for (int j = 0; j < iris.Length; j++)
{
temp[i, j] = getBobot(listCluster[i].toArray(), iris[j], getVariance(listCluster[i].toArray(), listCluster.Count));
}
}
Matrix gausianMatrix = DenseMatrix.OfArray(temp);
return gausianMatrix;
}