1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 | using System;
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22 | using System.Collections.Generic;
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23 | using System.Linq;
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24 | using HeuristicLab.Common;
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25 |
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26 | namespace HeuristicLab.Problems.TestFunctions.MultiObjective {
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27 |
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28 | /// <summary>
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29 | /// Spacing is defined as the standarddeviation of all d[i]
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30 | /// where d[i] is the minimum eukildean distance any point has
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31 | /// to all OTHER points in the same front
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32 | /// </summary>
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33 | public static class Spacing {
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34 |
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35 | public static double Calculate(IEnumerable<double[]> front) {
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36 | if (front == null) throw new ArgumentException("Front must not be null.");
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37 | if (!front.Any()) throw new ArgumentException("Front must not be empty.");
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38 |
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39 | var points = front.ToList();
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40 | var d = new List<double>();
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41 |
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42 | foreach (double[] r in points) {
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43 | var point = r;
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44 | var otherPoints = points.Where(p => p != point).DefaultIfEmpty(point);
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45 | double dist = Utilities.MinimumDistance(point, otherPoints);
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46 | d.Add(dist);
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47 | }
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48 |
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49 | return d.StandardDeviationPop();
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50 | }
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51 |
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52 | }
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53 | }
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