/// <summary>
/// Perform one iteration.
/// </summary>
///
public override void Iteration()
{
double error = 0;
for (int valFold = 0; valFold < Folded.NumFolds; valFold++)
{
// restore the correct network
_networks[valFold].CopyToNetwork(_flatNetwork);
// train with non-validation folds
for (int curFold = 0; curFold < Folded.NumFolds; curFold++)
{
if (curFold != valFold)
{
Folded.CurrentFold = curFold;
_train.Iteration();
}
}
// evaluate with the validation fold
Folded.CurrentFold = valFold;
double e = _flatNetwork.CalculateError(Folded);
//System.out.println("Fold " + valFold + ", " + e);
error += e;
_networks[valFold].CopyFromNetwork(_flatNetwork);
}
Error = error / Folded.NumFolds;
}
