private void linkLabel1_LinkClicked(object sender, LinkLabelLinkClickedEventArgs e)
{
Application.Exit();
an.Save("BPNNBrain.net");
dn.Save("SOMBrain.net");
}
void Clustering()
{
pca = new PrincipalComponentAnalysis();
//pca
pca.Learn(inputImgArray.ToArray());
var pcaRes = pca.Transform(inputImgArray.ToArray());
dn = new DistanceNetwork(pcaRes[0].Length, mainForm.closestSquareNumber(totalData));
som = new SOMLearning(dn);
Console.WriteLine("Learning");
for (var i = 0; i < maxEpoch; i++)
{
var error = som.RunEpoch(pcaRes);
if (error < errorGoal)
{
break;
}
if (i % 10 == 0)
{
Console.WriteLine($"Report Cluster error {i} : {error}");
}
}
dn.Save(savedDNNetwork);
}
/// <summary>
/// Save network to files
/// </summary>
public void Save()
{
_clusteringNetwork.Save("SOMBrain.net");
_classificationNetwork.Save("BPNNBrain.net");
}