public double RunEpoch(double[][] input)
{
double error = 0.0;
double[][] data = new double[input.Length][];
for (int i = 0; i < data.Length; i++)
{
data[i] = (double[])input[i].Clone();
}
for (int i = 0; i < rbm_learnings.Length; i++)
{
Console.WriteLine(i);
RBMLayer rbm = dbn.Layers[i];
rbm_learnings[i] = new RBMLearning(rbm);
for (int j = 0; j < epoch; j++)
{
rbm_learnings[i].RunEpoch(data);
}
for (int j = 0; j < input.Length; j++)
{
data[j] = rbm.ComputeDown(data[j]);
}
}
return(error);
}
private double[] CalculateUpdate(double[] input)
{
x1 = input;
Q = rbm.ComputeDown(input);
h1 = this.Sampling(Q);
h2 = h1;
for (int i = 0; i < k; i++)
{
x2 = rbm.ComputeUp(h2);
Q = rbm.ComputeDown(x2);
h2 = this.Sampling(Q);
}
return(x2);
}