public void InterConnectionWeightRenewal(double learningRate, double decayRate)
{
InterConnectionMatrix += LayerActivationMatrix.Transpose() * LayerErrorMatrix * learningRate;
Parallel.For(0, InterConnectionMatrix.RowCount, index =>
{
InterConnectionMatrix[index, index] = 0;
});
if (decayRate > 0)
{
Parallel.For(0, InterConnectionMatrix.RowCount, rowIndex =>
{
for (int columnIndex = 0; columnIndex < InterConnectionMatrix.ColumnCount; columnIndex++)
{
if (InterConnectionMatrix[rowIndex, columnIndex] > 0)
{
InterConnectionMatrix[rowIndex, columnIndex] -= decayRate;
}
else if (InterConnectionMatrix[rowIndex, columnIndex] < 0)
{
InterConnectionMatrix[rowIndex, columnIndex] += decayRate;
}
}
});
InterConnectionMatrix.CoerceZero(decayRate);
}
}
public virtual void Duplicate(Layer cloneLayer)
{
cloneLayer.LayerStroageMatrix = LayerStroageMatrix.Clone();
cloneLayer.LayerActivationMatrix = LayerActivationMatrix.Clone();
cloneLayer.LayerErrorMatrix = LayerErrorMatrix.Clone();
cloneLayer.BiasMatrix = BiasMatrix.Clone();
cloneLayer.InterConnectionMatrix = InterConnectionMatrix.Clone();
}
