public float Predict(List <float> values, List <float> predictions, float?desiredValue = null)
{
float basePrediction = BasePredictor.Predict(values, predictions, desiredValue);
if (values == null || values.Count < 2)
{
return(basePrediction);
}
var firstDerivative = AdditiveFirstDerivativePredictor.Differentiate(values);
float derivativePrediction = DerivativePredictor.Predict(firstDerivative, new List <float>(), desiredValue);
if (firstDerivative.Count < 2)
{
return(basePrediction + derivativePrediction);
}
var secondDerivative = AdditiveFirstDerivativePredictor.Differentiate(values);
float secondDerivativePrediction =
SecondDerivativePredictor.Predict(secondDerivative, new List <float>(), desiredValue);
return(basePrediction + derivativePrediction + secondDerivativePrediction);
}
public float Predict(List <float> values, List <float> predictions, float?desiredValue = null)
{
if (values == null || values.Count == 0)
{
return(.5f);
}
if (values.Count < 2)
{
return(values[0]);
}
List <float> firstDerivative = AdditiveFirstDerivativePredictor.Differentiate(values);
float derivativePrediction = DerivativePredictor.Predict(firstDerivative, new List <float>(), desiredValue);
return(values[values.Count - 1] + derivativePrediction);
}