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source: branches/dataset-ids-2695/HeuristicLab.Encodings.IntegerVectorEncoding/3.3/SimilarityCalculators/HammingSimilarityCalculator.cs @ 15529

Last change on this file since 15529 was 15067, checked in by abeham, 7 years ago

#2730:

  • Unified implementation of all equality comparers and similarity calculators in BinaryVector, IntegerVector, RealVector, Permutation, and LinearLinkage encodings
  • Added Euclidean distance-based similarity calculators for real and integer vectors using a transformation function with scaling parameter
File size: 2.9 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2017 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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
22using System;
23using HeuristicLab.Common;
24using HeuristicLab.Core;
25using HeuristicLab.Optimization.Operators;
26using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
27
28namespace HeuristicLab.Encodings.IntegerVectorEncoding {
29  [Item("Hamming Similarity Calculator for IntegerVector", "Calculates the solution similarity based on the Hamming distance between two integer vectors.")]
30  [StorableClass]
31  public sealed class HammingSimilarityCalculator : SingleObjectiveSolutionSimilarityCalculator {
32    protected override bool IsCommutative {
33      get { return true; }
34    }
35
36    [StorableConstructor]
37    private HammingSimilarityCalculator(bool deserializing) : base(deserializing) { }
38    private HammingSimilarityCalculator(HammingSimilarityCalculator original, Cloner cloner) : base(original, cloner) { }
39    public HammingSimilarityCalculator() { }
40
41    public override IDeepCloneable Clone(Cloner cloner) {
42      return new HammingSimilarityCalculator(this, cloner);
43    }
44
45    public static double CalculateSimilarity(IntegerVector left, IntegerVector right) {
46      if (left == null || right == null)
47        throw new ArgumentException("Cannot calculate similarity because one or both of the provided solutions is null.");
48      if (left.Length != right.Length)
49        throw new ArgumentException("Cannot calculate similarity because the provided solutions have different lengths.");
50      if (left.Length == 0)
51        throw new ArgumentException("Cannot calculate similarity because solutions are of length 0.");
52      if (ReferenceEquals(left, right)) return 1.0;
53
54      double similarity = 0.0;
55      for (int i = 0; i < left.Length; i++)
56        if (left[i] == right[i]) similarity++;
57      return similarity / left.Length;
58
59    }
60
61    public override double CalculateSolutionSimilarity(IScope leftSolution, IScope rightSolution) {
62      var left = leftSolution.Variables[SolutionVariableName].Value as IntegerVector;
63      var right = rightSolution.Variables[SolutionVariableName].Value as IntegerVector;
64
65      return CalculateSimilarity(left, right);
66    }
67  }
68}
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