public SecondLayer(FirstLayer Layer, int nElements, Weight Weights)
{
Result = new double[nElements];
ResultLength = nElements;
for (int x = 0; x < nElements; x++)
{
if (Result[x] != 0)
{
Result[x] = 0;
}
for (int y = 0; y < Layer.HiddenLength; y++)
{
Result[x] += Layer.Hidden[y] * Weights.Body[y, x];
}
Result[x] = MathAI.Sigmoid(Result[x]);
}
}
public SecondLayer(FirstLayer Layer, int nElements, Weight Weights, int Answer)
{
Result = new double[nElements];
ResultLength = nElements;
for (int x = 0; x < nElements; x++)
{
if (Result[x] != 0)
{
Result[x] = 0;
}
for (int y = 0; y < Layer.HiddenLength; y++)
{
Result[x] += Layer.Hidden[y] * Weights.Body[y, x];
}
Result[x] = MathAI.Sigmoid(Result[x]);
}
double sumResult = 0;
for (int i = 0; i < nElements; i++)
{
sumResult += Result[i];
}
ResultAccuracy = Result[Answer] / sumResult;
}
public FirstLayer(Digit Enter, int dimHiddenLayer, Weight Weights)
{
int layerlength = Enter.pixelWidth * Enter.pixelHeight;
curLayer = Enter.LineMatrix;
Hidden = new double[dimHiddenLayer];
HiddenLength = dimHiddenLayer;
//layer[0] = 1;
for (int x = 0; x < dimHiddenLayer; x++)
{
if (Hidden[x] != 0)
{
Hidden[x] = 0;
}
for (int y = 0; y < layerlength; y++)
{
Hidden[x] += curLayer[y] * Weights.Body[y, x];
}
Hidden[x] = MathAI.Sigmoid(Hidden[x]);
}
//return hidden;
}