private static void RunNeat(double[][] inputs, double[][] expectedOutputs, DenormalizationVariables denormalizationVariables)
{
Neat neat = new Neat();
neat.OnGenerationEnd += (a) =>
{
Console.WriteLine("> Gen " + a.Generation + "\tErr: " + a.Error);
};
Ann ann = neat.Train(100, 100, 0.03, 2, 30, false, inputs, expectedOutputs, Crossover.TwoPointCrossover, ActivationFunction.Sigmoid);
double finalError = neat.CalculateError(ann, inputs, expectedOutputs, true);
Console.WriteLine("Final error: " + finalError);
int index = 1;
double normalizedResult = Math.Round(ann.Execute(inputs[index])[0], 2);
double actualResult = DataManager.DenormalizeNumeric(normalizedResult, denormalizationVariables.NormalizedFloor, denormalizationVariables.NormalizedCeiling, denormalizationVariables.NumericNormalizationMargin, denormalizationVariables.SmallestTrainingValue, denormalizationVariables.LargestTrainingValue);
double expectedResult = DataManager.DenormalizeNumeric(expectedOutputs[index][0], denormalizationVariables.NormalizedFloor, denormalizationVariables.NormalizedCeiling, denormalizationVariables.NumericNormalizationMargin, denormalizationVariables.SmallestTrainingValue, denormalizationVariables.LargestTrainingValue);
Console.WriteLine($">>> Expected Normalized result: {expectedOutputs[index][0]}");
Console.WriteLine($">>> Actual Normalized result: {normalizedResult}");
Console.WriteLine($">>> Expected real result: {expectedResult}");
Console.WriteLine($">>> Actual real result: {actualResult}");
Console.WriteLine($">>> Error in USD: {actualResult - expectedResult}");
Console.WriteLine();
}