public PerceptronInitParams(
LayerStructure layerStructure,
Func <float, float> activationFunction,
TrainParams trainParameters,
float bias = 1)
{
LayerStructure = layerStructure;
ActivationFunction = activationFunction;
TrainParameters = trainParameters;
Bias = bias;
}
private void CreateEmptyWeights(LayerStructure layerStructure)
{
Weights = new List <float[, ]>();
float[,] firstLayerWeight = new float[layerStructure.InputLayerNodesCount,
layerStructure.HiddenLayers.ElementAt(0)];
Weights.Add(firstLayerWeight);
for (int i = 1; i < layerStructure.HiddenLayers.Count(); i++)
{
float[,] hiddenLayerWeights =
new float[layerStructure.HiddenLayers.ElementAt(i - 1), layerStructure.HiddenLayers.ElementAt(i)];
Weights.Add(hiddenLayerWeights);
}
float[,] lastLayerWeight =
new float[layerStructure.HiddenLayers.Last(), layerStructure.OutputLayerNodesCount];
Weights.Add(lastLayerWeight);
}
