#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();
}
}
}