[13672] | 1 | #region License Information
|
---|
| 2 | /* HeuristicLab
|
---|
[17180] | 3 | * Copyright (C) Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
[13672] | 4 | *
|
---|
| 5 | * This file is part of HeuristicLab.
|
---|
| 6 | *
|
---|
| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
| 8 | * it under the terms of the GNU General Public License as published by
|
---|
| 9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
| 10 | * (at your option) any later version.
|
---|
| 11 | *
|
---|
| 12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
| 15 | * GNU General Public License for more details.
|
---|
| 16 | *
|
---|
| 17 | * You should have received a copy of the GNU General Public License
|
---|
| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
| 19 | */
|
---|
| 20 | #endregion
|
---|
| 21 | using System;
|
---|
[13620] | 22 | using System.Collections.Generic;
|
---|
[14018] | 23 | using System.Linq;
|
---|
[13620] | 24 | using HeuristicLab.Common;
|
---|
[13562] | 25 |
|
---|
[14111] | 26 | namespace HeuristicLab.Problems.TestFunctions.MultiObjective {
|
---|
[13562] | 27 |
|
---|
| 28 | /// <summary>
|
---|
| 29 | /// Spacing is defined as the standarddeviation of all d[i]
|
---|
| 30 | /// where d[i] is the minimum eukildean distance any point has
|
---|
| 31 | /// to all OTHER points in the same front
|
---|
| 32 | /// </summary>
|
---|
[14018] | 33 | public static class Spacing {
|
---|
[13562] | 34 |
|
---|
[14030] | 35 | public static double Calculate(IEnumerable<double[]> front) {
|
---|
| 36 | if (front == null) throw new ArgumentException("Front must not be null.");
|
---|
| 37 | if (!front.Any()) throw new ArgumentException("Front must not be empty.");
|
---|
[14018] | 38 |
|
---|
[14108] | 39 | var points = front.ToList();
|
---|
| 40 | var d = new List<double>();
|
---|
| 41 |
|
---|
| 42 | foreach (double[] r in points) {
|
---|
[14018] | 43 | var point = r;
|
---|
[14108] | 44 | var otherPoints = points.Where(p => p != point).DefaultIfEmpty(point);
|
---|
[14018] | 45 | double dist = Utilities.MinimumDistance(point, otherPoints);
|
---|
| 46 | d.Add(dist);
|
---|
[13562] | 47 | }
|
---|
| 48 |
|
---|
[14018] | 49 | return d.StandardDeviationPop();
|
---|
[13562] | 50 | }
|
---|
| 51 |
|
---|
| 52 | }
|
---|
| 53 | }
|
---|