1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2011 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;
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23 | using System.Collections.Generic;
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24 | using System.Linq;
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25 | using HeuristicLab.Common;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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28 |
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29 | namespace HeuristicLab.Problems.DataAnalysis {
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30 | [StorableClass]
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31 | public abstract class DataAnalysisProblemData : NamedItem, IDataAnalysisProblemData {
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32 | #region propeties
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33 | [Storable]
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34 | private Dataset dataset;
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35 | public Dataset Dataset {
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36 | get { return dataset; }
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37 | }
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38 |
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39 | [Storable]
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40 | private HashSet<string> allowedInputVariables;
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41 | public IEnumerable<string> AllowedInputVariables {
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42 | get { return allowedInputVariables; }
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43 | }
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44 |
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45 | [Storable]
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46 | private int trainingPartitionStart;
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47 | public int TrainingPartitionStart {
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48 | get { return trainingPartitionStart; }
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49 | set {
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50 | if (0 < value || value > dataset.Rows)
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51 | throw new ArgumentException(string.Format("The training partition start must be between 0 and the number of rows of the dataset ({0})", dataset.Rows));
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52 | if (trainingPartitionStart != value) {
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53 | trainingPartitionStart = value;
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54 | OnChanged();
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55 | }
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56 | }
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57 | }
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58 | [Storable]
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59 | private int trainingPartitionEnd;
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60 | public int TrainingPartitionEnd {
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61 | get { return trainingPartitionEnd; }
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62 | set {
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63 | if (0 < value || value > dataset.Rows)
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64 | throw new ArgumentException(string.Format("The training partition end must be between 0 and the number of rows of the dataset ({0})", dataset.Rows));
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65 | if (trainingPartitionEnd != value) {
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66 | trainingPartitionEnd = value;
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67 | OnChanged();
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68 | }
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69 | }
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70 | }
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71 |
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72 | [Storable]
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73 | private int testPartitionStart;
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74 | public int TestPartitionStart {
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75 | get { return testPartitionStart; }
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76 | set {
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77 | if (0 < value || value > dataset.Rows)
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78 | throw new ArgumentException(string.Format("The test partition start must be between 0 and the number of rows of the dataset ({0})", dataset.Rows));
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79 | if (testPartitionStart != value) {
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80 | testPartitionStart = value;
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81 | OnChanged();
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82 | }
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83 | }
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84 | }
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85 | [Storable]
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86 | private int testPartitionEnd;
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87 | public int TestPartitionEnd {
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88 | get { return testPartitionEnd; }
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89 | set {
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90 | if (0 < value || value > dataset.Rows)
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91 | throw new ArgumentException(string.Format("The test partition end must be between 0 and the number of rows of the dataset ({0})", dataset.Rows));
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92 | if (testPartitionEnd != value) {
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93 | testPartitionEnd = value;
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94 | OnChanged();
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95 | }
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96 | }
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97 | }
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98 |
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99 | public IEnumerable<int> TrainingIndizes {
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100 | get {
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101 | return Enumerable.Range(TrainingPartitionStart, TrainingPartitionEnd - TrainingPartitionStart)
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102 | .Where(i => i >= 0 && i < Dataset.Rows && (i < TestPartitionStart || TestPartitionEnd <= i));
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103 | }
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104 | }
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105 | public IEnumerable<int> TestIndizes {
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106 | get {
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107 | return Enumerable.Range(TestPartitionStart, TestPartitionEnd - TestPartitionStart)
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108 | .Where(i => i >= 0 && i < Dataset.Rows);
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109 | }
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110 | }
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111 | #endregion
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112 |
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113 | protected DataAnalysisProblemData(DataAnalysisProblemData original, Cloner cloner) : base(original, cloner) { }
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114 | [StorableConstructor]
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115 | protected DataAnalysisProblemData(bool deserializing) : base(deserializing) { }
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116 |
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117 | protected DataAnalysisProblemData(Dataset dataset, IEnumerable<string> allowedInputVariables) {
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118 | if (dataset == null) throw new ArgumentNullException("The dataset must not be null.");
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119 | if (allowedInputVariables == null) throw new ArgumentNullException("The allowedInputVariables must not be null.");
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120 |
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121 | if (allowedInputVariables.Except(dataset.VariableNames).Any())
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122 | throw new ArgumentException("All allowed input variables must be present in the dataset.");
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123 |
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124 | this.dataset = dataset;
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125 | allowedInputVariables = new HashSet<string>(allowedInputVariables);
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126 | trainingPartitionStart = 0;
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127 | trainingPartitionEnd = dataset.Rows / 2;
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128 | testPartitionStart = dataset.Rows / 2;
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129 | testPartitionEnd = dataset.Rows;
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130 | }
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131 |
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132 | public bool AddAllowedInputVariable(string inputVariable) {
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133 | if (!Dataset.VariableNames.Contains(inputVariable))
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134 | throw new ArgumentException("The allowed input variable must be present in the dataset.");
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135 | if (allowedInputVariables.Contains(inputVariable)) return false;
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136 |
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137 | allowedInputVariables.Add(inputVariable);
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138 | return true;
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139 | }
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140 | public bool RemoveAllowedInputVariable(string inputVariable) {
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141 | if (!Dataset.VariableNames.Contains(inputVariable))
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142 | throw new ArgumentException("The allowed input variable must be present in the dataset.");
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143 | if (!allowedInputVariables.Contains(inputVariable)) return false;
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144 |
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145 | allowedInputVariables.Remove(inputVariable);
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146 | return true;
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147 | }
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148 |
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149 | public event EventHandler Changed;
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150 | protected virtual void OnChanged() {
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151 | var listeners = Changed;
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152 | if (listeners != null) listeners(this, EventArgs.Empty);
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153 | }
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154 | }
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155 | }
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