public static Double GetSimilarity <T>(this List <T> setA, List <T> setB, nGramsSimilarityEquationEnum equationEnum = nGramsSimilarityEquationEnum.JaccardIndex) where T : IEquatable <T>
{
setAnalysisTools <T> tool = new setAnalysisTools <T>();
return(tool.GetSimilarity(setA, setB, equationEnum));
}
/// <summary>
/// Gets the similarity.
/// </summary>
/// <typeparam name="T"></typeparam>
/// <param name="sets">The sets.</param>
/// <param name="equationEnum">The equation enum.</param>
/// <returns></returns>
public static Double GetSimilarity <T>(this IEnumerable <List <T> > sets, nGramsSimilarityEquationEnum equationEnum = nGramsSimilarityEquationEnum.JaccardIndex) where T : IEquatable <T>
{
List <List <T> > setList = sets.ToList();
Double l = setList.Count;
if (l < 2)
{
return(0);
}
if (l == 2)
{
return(GetSimilarity <T>(setList[0], setList[1], equationEnum));
}
Double k = 2 / (l * (l - 1));
Double s = 0;
switch (equationEnum)
{
case nGramsSimilarityEquationEnum.continualOverlapRatio:
case nGramsSimilarityEquationEnum.DiceCoefficient:
Double division = 0;
for (int i = 0; i < l - 1; i++)
{
for (int j = i + 1; j < l; j++)
{
s += GetSimilarity <T>(setList[i], setList[j], equationEnum);
division++;
}
}
s = s / division;
break;
case nGramsSimilarityEquationEnum.JaccardIndex:
for (int i = 0; i < l - 1; i++)
{
for (int j = i + 1; j < l; j++)
{
s += GetSimilarity <T>(setList[i], setList[j], equationEnum);
}
}
return(s * k);
break;
case nGramsSimilarityEquationEnum.KunchevaIndex:
s = 0;
setAnalysisTools <T> tool = new setAnalysisTools <T>();
List <T> completeDataset = new List <T>();
foreach (List <T> subset in setList)
{
completeDataset.AddRange(subset, true);
}
Int32 n_n = completeDataset.Count;
var pairs = tool.getNGrams(setList, 2, nGramsModeEnum.overlap);
foreach (var pair in pairs)
{
s += tool.GetKunchevaIndex(pair[0], pair[1], n_n);
}
s = s.GetRatio(pairs.Count);
break;
default:
break;
}
return(s);
}