/// <inheritdoc/>
public double CalculateScore(IMLMethod algo)
{
IErrorCalculation ec = ErrorCalc.Create();
IRegressionAlgorithm ralgo = (IRegressionAlgorithm)algo;
// evaulate
ec.Clear();
foreach (BasicData pair in _trainingData)
{
double[] output = ralgo.ComputeRegression(pair.Input);
ec.UpdateError(output, pair.Ideal, 1.0);
}
return(ec.Calculate());
}
/// <inheritdoc />
public double CalculateScore(IMLMethod algo)
{
IErrorCalculation ec = ErrorCalc.Create();
var ralgo = (IRegressionAlgorithm)algo;
var genome = (IGenome)ralgo;
if (genome.Count > _maxLength)
{
return(double.PositiveInfinity);
}
// evaulate
ec.Clear();
foreach (BasicData pair in _trainingData)
{
double[] output = ralgo.ComputeRegression(pair.Input);
ec.UpdateError(output, pair.Ideal, 1.0);
}
return(ec.Calculate());
}