1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System.Collections.Generic;
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23 | using System.Linq;
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24 | using System.Text;
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25 | using HeuristicLab.Analysis;
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26 | using HeuristicLab.Common;
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27 | using HeuristicLab.Core;
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28 | using HeuristicLab.Data;
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29 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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30 | using HeuristicLab.Parameters;
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31 | using HEAL.Attic;
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32 |
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33 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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34 | [Item("SymbolicDataAnalysisAlleleFrequencyAnalyzer", "")]
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35 | [StorableType("36383269-BEEF-4B2C-A95E-5A3DCE6B2DB8")]
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36 | public sealed class SymbolicDataAnalysisAlleleFrequencyAnalyzer : AlleleFrequencyAnalyzer<ISymbolicExpressionTree>, ISymbolicDataAnalysisAnalyzer {
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37 | private const string AlleleTreeDepthParameterName = "AlleleTreeDepth";
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38 |
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39 | #region parameter properties
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40 | public IScopeTreeLookupParameter<ISymbolicExpressionTree> SymbolicExpressionTreeParameter {
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41 | get { return SolutionParameter; }
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42 | }
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43 |
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44 | public ILookupParameter<Optimization.ResultCollection> ResultCollectionParameter {
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45 | get { return ResultsParameter; }
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46 | }
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47 |
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48 | public IFixedValueParameter<IntValue> AlleleTreeDepthParameter {
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49 | get { return (IFixedValueParameter<IntValue>)Parameters[AlleleTreeDepthParameterName]; }
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50 | }
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51 | #endregion
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52 | #region properties
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53 | public int AlleleTreeDepth {
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54 | get { return AlleleTreeDepthParameter.Value.Value; }
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55 | set { AlleleTreeDepthParameter.Value.Value = value; }
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56 | }
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57 | #endregion
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58 |
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59 | [StorableConstructor]
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60 | private SymbolicDataAnalysisAlleleFrequencyAnalyzer(StorableConstructorFlag _) : base(_) { }
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61 | private SymbolicDataAnalysisAlleleFrequencyAnalyzer(SymbolicDataAnalysisAlleleFrequencyAnalyzer original, Cloner cloner) : base(original, cloner) { }
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62 | public SymbolicDataAnalysisAlleleFrequencyAnalyzer()
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63 | : base() {
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64 | Parameters.Add(new FixedValueParameter<IntValue>(AlleleTreeDepthParameterName, "The depth of subtrees that should be considered as allele", new IntValue(2)));
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65 | }
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66 |
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67 | public override IDeepCloneable Clone(Cloner cloner) {
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68 | return new SymbolicDataAnalysisAlleleFrequencyAnalyzer(this, cloner);
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69 | }
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70 |
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71 | protected override Allele[] CalculateAlleles(ISymbolicExpressionTree solution) {
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72 | return CalculateAlleles(solution, AlleleTreeDepth);
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73 | }
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74 |
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75 | public static Allele[] CalculateAlleles(ISymbolicExpressionTree solution, int alleleTreedepth) {
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76 | return GetAllSubtreesOfDepth(solution, alleleTreedepth)
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77 | .Select(t => GetAlleleFromSubtreeOfDepth(t, alleleTreedepth))
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78 | .ToArray();
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79 | }
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80 |
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81 | private static Allele GetAlleleFromSubtreeOfDepth(ISymbolicExpressionTreeNode tree, int d) {
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82 | string textualRepresentation = GetTextualRepresentationFromSubtreeOfDepth(tree, d);
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83 | return new Allele(textualRepresentation);
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84 | }
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85 |
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86 | private static string GetTextualRepresentationFromSubtreeOfDepth(ISymbolicExpressionTreeNode tree, int d) {
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87 | if (d == 0) return "";
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88 | StringBuilder builder = new StringBuilder();
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89 | var varTreeNode = tree as VariableTreeNode;
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90 | var factorVarTreeNode = tree as FactorVariableTreeNode;
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91 | var binFactorVarTreeNode = tree as BinaryFactorVariableTreeNode;
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92 | if (varTreeNode != null) {
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93 | builder.Append("(var " + varTreeNode.VariableName);
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94 | } else if (factorVarTreeNode != null) {
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95 | builder.Append("(factor " + factorVarTreeNode.VariableName);
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96 | } else if (binFactorVarTreeNode != null) {
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97 | builder.Append("(factor " + binFactorVarTreeNode.VariableName + "=" + binFactorVarTreeNode.VariableValue);
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98 | } else if (tree is INumericTreeNode) {
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99 | builder.Append("(num"); // numbers and constants are treated as equivalent here, the value does not matter
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100 | } else {
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101 | builder.Append("(" + tree.ToString());
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102 | }
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103 | for (int i = 0; i < tree.SubtreeCount; i++) {
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104 | builder.Append(" " + GetTextualRepresentationFromSubtreeOfDepth(tree.GetSubtree(i), d - 1));
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105 | }
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106 | builder.Append(")");
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107 | return builder.ToString();
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108 | }
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109 |
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110 | private static IEnumerable<ISymbolicExpressionTreeNode> GetAllSubtreesOfDepth(ISymbolicExpressionTree solution, int d) {
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111 | return from node in solution.IterateNodesPostfix()
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112 | where node.GetDepth() >= d
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113 | select node;
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114 | }
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115 | }
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116 | }
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