public double GI <E>(string pFieldName, List <Passenger> dataSet)
where E : struct, IComparable, IFormattable, IConvertible
{
double gi = 0;
double total = dataSet.Count;
double cYes = (from x in dataSet where x.Survived == 1 select x).Count();
List <double> childsE = new List <double>();
List <double> childsP = new List <double>();
foreach (var item in Enum.GetValues(typeof(E)))
{
var en = (E)item;
double t = (from x in dataSet where UnitTest1.GetPropValue(x, pFieldName).Equals(en) select x).Count();
double cCYes = (from x in dataSet where x.Survived == 1 && UnitTest1.GetPropValue(x, pFieldName).Equals(en) select x).Count();
if (t == 0)
{
continue;
}
var e = UnitTest1.Entropy(cCYes / t);
var p = t / total;
childsE.Add(e);
childsP.Add(p);
}
var eP = UnitTest1.Entropy(cYes / total);
double wEC = 0;
for (int i = 0; i < childsE.Count; i++)
{
wEC += childsE[i] * childsP[i];
}
gi = eP - wEC;
return(gi);
}
public double GI(string pFieldName, List <Passenger> dataSet)
{
double gi = 0;
var listOfDistinData = dataSet.Select(x => UnitTest1.GetPropValue(x, pFieldName)).Distinct();
double total = dataSet.Count;
double cYes = (from x in dataSet where x.Survived == 1 select x).Count();
List <double> childsE = new List <double>();
List <double> childsP = new List <double>();
foreach (var item in listOfDistinData)
{
//var en = (E)item;
double t = (from x in dataSet where UnitTest1.GetPropValue(x, pFieldName).Equals(item) select x).Count();
double cCYes = (from x in dataSet where x.Survived == 1 && UnitTest1.GetPropValue(x, pFieldName).Equals(item) select x).Count();
if (t == 0)
{
continue;
}
var e = UnitTest1.Entropy(cCYes / t);
var p = t / total;
childsE.Add(e);
childsP.Add(p);
}
var eP = UnitTest1.Entropy(cYes / total);
double wEC = 0;
for (int i = 0; i < childsE.Count; i++)
{
wEC += childsE[i] * childsP[i];
}
gi = eP - wEC;
return(gi);
}