public override List <string> DescribeSelf()
{
List <String> output = new List <string>();
var pair = states.FirstOrDefault();
output.Add("Classification using neural network [" + pair.Value.machine.GetType().Name + "] with " + pair.Value.machine.Layers.Count() + " layers.");
output.Add("Supervised learning [" + teacherRef.GetType().Name + "] with LearningRate = " + setup.neuralnetwork.learningRate + " and Momentum = " + setup.neuralnetwork.momentum + ".");
output.Add("Learning in max. iterations [" + setup.neuralnetwork.learningIterationsMax + "], terminated earlier if error rate is lower then [" + setup.neuralnetwork.errorLowerLimit.ToString("F5") + "]");
// output.Add("Input layer [0] -> [" + pair.Value.data.NumberOfInputs + "]");
for (int i = 0; i < pair.Value.machine.Layers.Length; i++)
{
Layer l = pair.Value.machine.Layers[i];
output.Add("Layer [" + (i) + "] -> In[" + l.InputsCount + "] -> Neurons[" + l.Neurons.Length + "] -> Out[" + l.Output.Length + "]");
}
output.Add("Output layer [" + (pair.Value.machine.Layers.Length) + "] -> [" + pair.Value.data.NumberOfClasses + "]");
output.Add("Neuron function [" + activationFunction.GetType().Name + "]. Trained with [" + pair.Value.data.NumberOfCases + "] cases.");
return(output);
}
