public override double[] ConvertToDataLearner(VDSElement element, List <VDSElement> detector_set)
{
DLLSignature new_element = (DLLSignature)element.GetSignature();
double average = 0;
double hammingdis = 0;
foreach (var d in detector_set)
{
average += element.GetDistance(d);
hammingdis += new_element.GetHammingDistance((DLLSignature)d.GetSignature());
}
double[] features = new double[2];
//double[] features = new double[new_element.Values.Length+new_element.Dlls.Length+2];
//for (int i = 0; i < new_element.Values.Length; i++)
//{
// features[i] = new_element.Values[i];
//}
//for (int i = 0; i < new_element.Dlls.Length; i++)
//{
// features[new_element.Values.Length+i] = new_element.Dlls[i];
//}
//for (int i = 0; i < ((DLLSignature)element.GetSignature()).Dlls.Length; i++)
//{
// features[i] = ((DLLSignature)element.GetSignature()).Dlls[i];
//}
features[features.Length - 2] = average / detector_set.Count;
features[features.Length - 1] = hammingdis / detector_set.Count;
//return new double[] { average / detector_set.Count };
return(features);
}
/// <summary>
/// Compute Average of all distance from the current element to detector of detector set
/// </summary>
/// <param name="element"></param>
/// <param name="detector_set"></param>
/// <returns></returns>
public virtual double[] ConvertToDataLearner(VDSElement element, List <VDSElement> detector_set)
{
double average = 0;
foreach (var d in detector_set)
{
average += element.GetDistance(d);
}
return(new double[] { average / detector_set.Count });
}
public override double[] ConvertToDataLearner(VDSElement element, List <VDSElement> detector_set)
{
double average = 0;
foreach (var d in detector_set)
{
average += element.GetDistance(d);
}
double[] features = new double[((DLLSignature)element.GetSignature()).Dlls.Length + 1];
for (int i = 0; i < ((DLLSignature)element.GetSignature()).Dlls.Length; i++)
{
features[i] = ((DLLSignature)element.GetSignature()).Dlls[i];
}
features[features.Length - 1] = average / detector_set.Count;
//return new double[] { average / detector_set.Count };
return(features);
}