1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Linq;
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4 | using System.Text;
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5 | using HeuristicLab.Common;
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6 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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7 | using HeuristicLab.Core;
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8 | using HeuristicLab.Analysis;
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9 |
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10 | namespace HeuristicLab.Problems.MetaOptimization {
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11 | /// <summary>
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12 | /// An operator for analyzing the diversity of solutions of Traveling Salesman Problems given in path representation.
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13 | /// </summary>
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14 | [Item("PMOPopulationDiversityAnalyzer", "An operator for analyzing the diversity of solutions of Parameter Meta-Optimization.")]
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15 | [StorableClass]
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16 | public sealed class PMOPopulationDiversityAnalyzer : PopulationDiversityAnalyzer<ParameterConfigurationTree> {
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17 | [StorableConstructor]
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18 | private PMOPopulationDiversityAnalyzer(bool deserializing) : base(deserializing) { }
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19 | private PMOPopulationDiversityAnalyzer(PMOPopulationDiversityAnalyzer original, Cloner cloner) : base(original, cloner) { }
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20 | public PMOPopulationDiversityAnalyzer() : base() { }
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21 |
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22 | public override IDeepCloneable Clone(Cloner cloner) {
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23 | return new PMOPopulationDiversityAnalyzer(this, cloner);
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24 | }
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25 |
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26 | protected override double[,] CalculateSimilarities(ParameterConfigurationTree[] solutions) {
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27 | int count = solutions.Length;
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28 | double[,] similarities = new double[count, count];
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29 |
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30 | for (int i = 0; i < count; i++) {
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31 | similarities[i, i] = 1;
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32 | for (int j = i + 1; j < count; j++) {
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33 | similarities[i, j] = CalculateSimilarity(solutions[i], solutions[j]);
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34 | similarities[j, i] = similarities[i, j];
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35 | }
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36 | }
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37 | return similarities;
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38 | }
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39 |
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40 | private double CalculateSimilarity(ParameterConfigurationTree pca, ParameterConfigurationTree pcb) {
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41 | return pca.CalculateSimilarity(pcb);
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42 | }
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43 | }
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44 | }
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