#region License Information /* HeuristicLab * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL) * * This file is part of HeuristicLab. * * HeuristicLab is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * HeuristicLab is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with HeuristicLab. If not, see . */ #endregion using System; using System.Collections.Generic; using System.Linq; using HeuristicLab.Common; namespace HeuristicLab.Problems.TestFunctions.MultiObjective { /// /// Spacing is defined as the standarddeviation of all d[i] /// where d[i] is the minimum eukildean distance any point has /// to all OTHER points in the same front /// public static class Spacing { public static double Calculate(IEnumerable front) { if (front == null) throw new ArgumentException("Front must not be null."); if (!front.Any()) throw new ArgumentException("Front must not be empty."); var points = front.ToList(); var d = new List(); foreach (double[] r in points) { var point = r; var otherPoints = points.Where(p => p != point).DefaultIfEmpty(point); double dist = Utilities.MinimumDistance(point, otherPoints); d.Add(dist); } return d.StandardDeviationPop(); } } }