public IFuzzySystem UniversalMethod(IFuzzySystem FSystem, ILearnAlgorithmConf conf)
{
init(FSystem, conf);
for (int m = 0; m < max_Features; m++)
{
for (int i = 0; i < FSystem.CountFeatures; i++)
{
if (BestSolute[i] == true)
{
continue;
}
test.Add(BestSolute.Clone() as bool[]);
test[test.Count - 1][i] = true;
FSystem.AcceptedFeatures = test[test.Count - 1];
Errors.Add(FSystem.ErrorLearnSamples(FSystem.AbstractRulesBase()[0]));
}
int best = Errors.IndexOf(Errors.Min());
BestSolute = test[best].Clone() as bool[];
FSystem.AcceptedFeatures = BestSolute;
Storage.Add(new FeatureSelectionModel(FSystem, BestSolute));
test.Clear();
Errors.Clear();
}
Storage = FeatureSelectionModel.Distinct(Storage);
FeatureSelectionModel.Sort(Storage, SortWay);
return(FSystem);
}
public override string ToString(bool with_param = false)
{
if (with_param)
{
string result = "Жадный алгоритм +";
result += " ; " + Environment.NewLine;
result += FeatureSelectionModel.getFullInfo(Storage, isClass);
result += "}";
return(result);
}
return("Жадный алгоритм +");
}
public IFuzzySystem UniversalMethod(IFuzzySystem FSystem, ILearnAlgorithmConf config)
{
init(FSystem, config);
////////////////////////////////////////////////////////////////////////////////////Первоначальная генерация
for (int u = 0; u < MCount; u++)
{
///Создаем частицу
for (int i = 0; i < max_Features; i++)
{
if (rand.NextDouble() > 0.5)
{
Solute[i] = true;
}
else
{
Solute[i] = false;
}
}
///Проверяем, есть ли признаки. Если частица пуста, рандомный признак становится единицей
if (Solute.Count(x => x == true) == 0)
{
BestSolute[rand.Next(BestSolute.Count())] = true;
}
;
//Заносим частицу в популяцию
test.Add(Solute.Clone() as bool[]);
//Заносим признаки в классификатор
FSystem.AcceptedFeatures = test[test.Count - 1];
Errors.Add(FSystem.ErrorLearnSamples(FSystem.AbstractRulesBase()[0]));
if (Errors[u] < Ebest)
{
Ebest = Errors[u];
BestSolute = test[u].Clone() as bool[];
Console.WriteLine("Найдена частица с ошибкой E=" + Errors[u]);
Storage.Add(new FeatureSelectionModel(FSystem, BestSolute));
}
Console.WriteLine(Errors[u]);
}
/////////////////////////////////////////// Сгенерировали первоначальные частицы, ура!
algoritm();
Storage = FeatureSelectionModel.Distinct(Storage);
FeatureSelectionModel.Sort(Storage, SortWay);
FSystem.AcceptedFeatures = BestSolute;
return(FSystem);
}
public override string ToString(bool with_param = false)
{
if (with_param)
{
string result = "Дискретная гравитация +";
result += " ; " + Environment.NewLine;
if (Storage != null)
{
result += FeatureSelectionModel.getFullInfo(Storage, isClass);
}
result += "}";
return(result);
}
return("Дискретная гравитация");
}
