public Net(int Inputs, int Outputs, int Layers = 3)
{
if (Layers < 2)
throw new ArgumentException("There must be at least 2 layers.");
this.Inputs = Inputs;
this.Outputs = Outputs;
NodeLayers = new NodeLayer[Layers];
for (int i = 0; i < Layers - 1; i++)
{
NodeLayers[i] = new NodeLayer(Inputs, Inputs);
}
NodeLayers[Layers - 1] = new NodeLayer(Inputs, Outputs);
}
public void LogicNodeLayerOR()
{
INodeLayer NodeLayer = new NodeLayer(2, 1);
BackPropagation prop = new BackPropagation(2, 1);
DataSet _1 = new DataSet(new double[] { 0, 0 }, new double[] { 0 }); // 0 | 0 = 0
DataSet _2 = new DataSet(new double[] { 0, 1 }, new double[] { 1 }); // 0 | 1 = 1
DataSet _3 = new DataSet(new double[] { 1, 0 }, new double[] { 1 }); // 1 | 0 = 1
DataSet _4 = new DataSet(new double[] { 1, 1 }, new double[] { 1 }); // 1 | 1 = 1
prop.AddDataSet(_1);
prop.AddDataSet(_2);
prop.AddDataSet(_3);
prop.AddDataSet(_4);
int epoch = 1000;
double SSE = prop.Train(NodeLayer, epoch);
Assert.IsTrue(SSE < 0.2, "LogicNodeOR SSE after {0} epochs is '{1}'", epoch, SSE);
}