#region License Information
/* HeuristicLab
* Copyright (C) 2002-2016 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;
using HeuristicLab.Core;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
namespace HeuristicLab.Problems.SurrogateProblem {
[StorableClass]
[Item("AngularDistance", "The Angluar Distance as defined as a normalized distance measure dependent on the angle between two vectors.\nIt is designed for vectors with all positive coordinates")]
public class AngularDistance : DistanceBase> {
#region HLConstructors
[StorableConstructor]
protected AngularDistance(bool deserializing) : base(deserializing) { }
protected AngularDistance(AngularDistance original, Cloner cloner)
: base(original, cloner) { }
public AngularDistance() { }
public override IDeepCloneable Clone(Cloner cloner) {
return new AngularDistance(this, cloner);
}
#endregion
#region statics
public static double GetDistance(IReadOnlyList point1, IReadOnlyList point2) {
if (point1.Count != point2.Count) throw new ArgumentException("Angluar distance not defined on vectors of different length");
var innerProduct = point1.Zip(point2, (x, y) => x * y).Sum();
var res = Math.Acos(innerProduct / (point1.Norm() * point2.Norm())) / Math.PI;
return double.IsNaN(res) ? 0 : res;
}
public static double GetDistance(IReadOnlyList a, IReadOnlyList b, double threshold) {
return GetDistance(a, b); //no shortcut evaluation for Angular Distance
}
#endregion
public override double Get(IReadOnlyList a, IReadOnlyList b) {
return GetDistance(a, b);
}
public override double Get(IReadOnlyList a, IReadOnlyList b, double threshold) {
return GetDistance(a, b, threshold);
}
}
}