[3404] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[17209] | 3 | * Copyright (C) Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[3404] | 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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[4068] | 22 | using System;
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[4722] | 23 | using HeuristicLab.Common;
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[3404] | 24 | using HeuristicLab.Core;
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| 25 | using HeuristicLab.Data;
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[4068] | 26 | using HeuristicLab.Operators;
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[3404] | 27 | using HeuristicLab.Optimization;
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[4068] | 28 | using HeuristicLab.Parameters;
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[16565] | 29 | using HEAL.Attic;
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[3404] | 30 |
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| 31 | namespace HeuristicLab.Selection {
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| 32 | [Item("GenderSpecificSelection", "Brings two parents together by sampling each with a different selection scheme (Wagner, S. and Affenzeller, M. 2005. SexualGA: Gender-Specific Selection for Genetic Algorithms. Proceedings of the 9th World Multi-Conference on Systemics, Cybernetics and Informatics (WMSCI), pp. 76-81).")]
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[16565] | 33 | [StorableType("4707D6F3-A792-456A-87DB-0B1F82D5DBDC")]
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[3404] | 34 | public class GenderSpecificSelector : AlgorithmOperator, ISingleObjectiveSelector, IStochasticOperator {
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| 35 | #region Parameters
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| 36 | public IValueLookupParameter<BoolValue> MaximizationParameter {
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| 37 | get { return (IValueLookupParameter<BoolValue>)Parameters["Maximization"]; }
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| 38 | }
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| 39 | public ILookupParameter<ItemArray<DoubleValue>> QualityParameter {
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| 40 | get { return (ILookupParameter<ItemArray<DoubleValue>>)Parameters["Quality"]; }
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| 41 | }
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| 42 | public IValueLookupParameter<IntValue> NumberOfSelectedSubScopesParameter {
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| 43 | get { return (IValueLookupParameter<IntValue>)Parameters["NumberOfSelectedSubScopes"]; }
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| 44 | }
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[6051] | 45 | protected IValueLookupParameter<BoolValue> CopySelectedParameter {
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[3404] | 46 | get { return (IValueLookupParameter<BoolValue>)Parameters["CopySelected"]; }
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| 47 | }
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| 48 | public ILookupParameter<IRandom> RandomParameter {
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| 49 | get { return (ILookupParameter<IRandom>)Parameters["Random"]; }
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| 50 | }
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[3413] | 51 | public ValueParameter<ISelector> FemaleSelectorParameter {
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| 52 | get { return (ValueParameter<ISelector>)Parameters["FemaleSelector"]; }
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[3404] | 53 | }
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[3413] | 54 | public ValueParameter<ISelector> MaleSelectorParameter {
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| 55 | get { return (ValueParameter<ISelector>)Parameters["MaleSelector"]; }
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[3404] | 56 | }
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| 57 | #endregion
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| 58 |
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| 59 | #region Properties
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| 60 | public BoolValue Maximization {
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| 61 | get { return MaximizationParameter.Value; }
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| 62 | set { MaximizationParameter.Value = value; }
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| 63 | }
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| 64 | public IntValue NumberOfSelectedSubScopes {
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| 65 | get { return NumberOfSelectedSubScopesParameter.Value; }
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| 66 | set { NumberOfSelectedSubScopesParameter.Value = value; }
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| 67 | }
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| 68 | public BoolValue CopySelected {
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| 69 | get { return CopySelectedParameter.Value; }
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| 70 | set { CopySelectedParameter.Value = value; }
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| 71 | }
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| 72 | public ISelector FemaleSelector {
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| 73 | get { return FemaleSelectorParameter.Value; }
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| 74 | set { FemaleSelectorParameter.Value = value; }
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| 75 | }
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| 76 | public ISelector MaleSelector {
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| 77 | get { return MaleSelectorParameter.Value; }
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| 78 | set { MaleSelectorParameter.Value = value; }
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| 79 | }
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| 80 | #endregion
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| 81 |
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| 82 | [StorableConstructor]
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[16565] | 83 | protected GenderSpecificSelector(StorableConstructorFlag _) : base(_) { }
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[4722] | 84 | protected GenderSpecificSelector(GenderSpecificSelector original, Cloner cloner)
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| 85 | : base(original, cloner) {
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| 86 | Initialize();
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| 87 | }
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| 88 |
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[3404] | 89 | public GenderSpecificSelector()
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| 90 | : base() {
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| 91 | #region Create parameters
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| 92 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem."));
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[3659] | 93 | Parameters.Add(new ScopeTreeLookupParameter<DoubleValue>("Quality", "The quality of the solutions."));
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[3404] | 94 | Parameters.Add(new ValueLookupParameter<IntValue>("NumberOfSelectedSubScopes", "The number of scopes that should be selected."));
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| 95 | Parameters.Add(new ValueLookupParameter<BoolValue>("CopySelected", "True if the scopes should be copied, false if they should be moved.", new BoolValue(true)));
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| 96 | Parameters.Add(new LookupParameter<IRandom>("Random", "The random number generator to use."));
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[3413] | 97 | Parameters.Add(new ValueParameter<ISelector>("FemaleSelector", "The selection operator to select the first parent."));
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| 98 | Parameters.Add(new ValueParameter<ISelector>("MaleSelector", "The selection operator to select the second parent."));
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[6051] | 99 | CopySelectedParameter.Hidden = true;
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[3404] | 100 | #endregion
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| 101 |
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| 102 | #region Create operators
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| 103 | Placeholder femaleSelector = new Placeholder();
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| 104 | SubScopesProcessor maleSelection = new SubScopesProcessor();
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| 105 | Placeholder maleSelector = new Placeholder();
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| 106 | EmptyOperator empty = new EmptyOperator();
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| 107 | RightChildReducer rightChildReducer = new RightChildReducer();
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| 108 | SubScopesMixer subScopesMixer = new SubScopesMixer();
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| 109 |
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| 110 | femaleSelector.OperatorParameter.ActualName = "FemaleSelector";
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[4068] | 111 |
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[3404] | 112 | maleSelector.OperatorParameter.ActualName = "MaleSelector";
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| 113 |
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| 114 | subScopesMixer.Partitions = new IntValue(2);
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| 115 | #endregion
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| 116 |
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| 117 | #region Create operator graph
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| 118 | OperatorGraph.InitialOperator = femaleSelector;
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| 119 | femaleSelector.Successor = maleSelection;
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| 120 | maleSelection.Operators.Add(maleSelector);
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| 121 | maleSelection.Operators.Add(empty);
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| 122 | maleSelection.Successor = rightChildReducer;
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| 123 | rightChildReducer.Successor = subScopesMixer;
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| 124 | #endregion
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| 125 |
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| 126 | Initialize();
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| 127 | }
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| 128 |
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[4722] | 129 | public override IDeepCloneable Clone(Cloner cloner) {
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| 130 | return new GenderSpecificSelector(this, cloner);
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| 131 | }
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| 132 |
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| 133 | [StorableHook(HookType.AfterDeserialization)]
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| 134 | private void AfterDeserialization() {
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| 135 | Initialize();
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| 136 | }
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| 137 |
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[3404] | 138 | /// <summary>
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| 139 | /// Sets how many sub-scopes male and female selectors should select.
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| 140 | /// </summary>
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| 141 | /// <exception cref="InvalidOperationException">Thrown when <see cref="NumberOfSelectedSubScopesParameter"/> returns an odd number.</exception>
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| 142 | /// <returns>Returns Apply of <see cref="AlgorithmOperator"/>.</returns>
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| 143 | public override IOperation Apply() {
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| 144 | int count = NumberOfSelectedSubScopesParameter.ActualValue.Value;
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| 145 | if (count % 2 > 0) throw new InvalidOperationException(Name + ": There must be an equal number of sub-scopes to be selected.");
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| 146 | FemaleSelector.NumberOfSelectedSubScopesParameter.Value = new IntValue(count / 2);
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| 147 | MaleSelector.NumberOfSelectedSubScopesParameter.Value = new IntValue(count / 2);
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| 148 | return base.Apply();
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| 149 | }
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| 150 |
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[3413] | 151 | #region Events
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| 152 | private void SelectorParameter_ValueChanged(object sender, EventArgs e) {
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| 153 | IValueParameter<ISelector> selectorParam = (sender as IValueParameter<ISelector>);
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| 154 | if (selectorParam != null)
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| 155 | ParameterizeSelector(selectorParam.Value);
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| 156 | }
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| 157 | #endregion
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| 158 |
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[3404] | 159 | #region Helpers
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| 160 | private void Initialize() {
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[3413] | 161 | FemaleSelectorParameter.ValueChanged += new EventHandler(SelectorParameter_ValueChanged);
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| 162 | MaleSelectorParameter.ValueChanged += new EventHandler(SelectorParameter_ValueChanged);
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| 163 | if (FemaleSelector == null) FemaleSelector = new ProportionalSelector();
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| 164 | if (MaleSelector == null) MaleSelector = new RandomSelector();
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[3404] | 165 | }
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[3413] | 166 | private void ParameterizeSelector(ISelector selector) {
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| 167 | selector.CopySelected = new BoolValue(true);
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| 168 | IStochasticOperator stoOp = (selector as IStochasticOperator);
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| 169 | if (stoOp != null) stoOp.RandomParameter.ActualName = RandomParameter.Name;
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| 170 | ISingleObjectiveSelector soSelector = (selector as ISingleObjectiveSelector);
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| 171 | if (soSelector != null) {
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| 172 | soSelector.MaximizationParameter.ActualName = MaximizationParameter.Name;
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| 173 | soSelector.QualityParameter.ActualName = QualityParameter.Name;
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[3404] | 174 | }
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| 175 | }
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| 176 | #endregion
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| 177 | }
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| 178 | }
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