public override string Solve()
{
Vertex[] extendedVertices = null;
List <Facility> facilities = null;
double solutionCost = 0.0;
int iterationIndex = 1;
/* Algorithm parameter - number of clusters */
int initialNumberOfClusters = 4;
int maxNumberOfClusters = 15;
double bestSolution = Double.MaxValue;
int bestNumberOfClusters = 0;
StreamWriter writer = new StreamWriter("Vysledky.txt", true);
writer.WriteLine("*************************************************");
writer.WriteLine("************* NOVE VYSLEDKY K-MEANS *************");
writer.WriteLine("*************************************************");
/* *** ITERATING number of clusters *** */
for (int actualNumberOfClusters = initialNumberOfClusters; actualNumberOfClusters <= maxNumberOfClusters; actualNumberOfClusters++)
{
algorithm = new KMeans();
Console.WriteLine("Iteration number " + iterationIndex);
extendedVertices = fillExtendedVerticesArray(actualNumberOfClusters);
/* Setting properties */
properties = new Dictionary <string, object>();
properties.Add("boundingBox", boundingBox);
properties.Add("numberOfClusters", actualNumberOfClusters);
properties.Add("randomSeed", 1234);
algorithm.SetProperties(properties);
/* Computation */
algorithm.ComputeClustering(extendedVertices);
facilities = algorithm.GetFacilities();
solutionCost = Analysis.ComputeClusterSolution(boundingBox, facilities, extendedVertices);
writer.WriteLine("Solution cost: " + solutionCost);
writer.WriteLine("Number of clusters: " + actualNumberOfClusters);
if (solutionCost < bestSolution)
{
bestSolution = solutionCost;
bestNumberOfClusters = actualNumberOfClusters;
}
iterationIndex++;
}
Console.WriteLine("********************************************");
Console.WriteLine("Best solution cost: " + bestSolution);
Console.WriteLine("With number of clusters: " + bestNumberOfClusters);
writer.WriteLine("********************************************");
writer.WriteLine("Best solution cost: " + bestSolution);
writer.WriteLine("With number of clusters: " + bestNumberOfClusters);
IterateOverNWeights(bestNumberOfClusters, bestSolution);
writer.WriteLine("************** KONEC VYSLEDKU **************");
writer.Flush();
writer.Close();
return("");
}