1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2012 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 HeuristicLab.Common;
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25 | using HeuristicLab.Core;
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26 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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27 |
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28 | namespace HeuristicLab.Optimization.Operators.LCS {
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29 | [StorableClass]
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30 | [Item("UniformWidthDiscretizer", "")]
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31 | public class UniformWidthDiscretizer : Item, IDiscretizer {
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32 |
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33 | [Storable]
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34 | private int bins;
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35 |
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36 | [Storable]
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37 | private IDictionary<string, IList<double>> variableMicroItervals;
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38 |
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39 | [StorableConstructor]
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40 | protected UniformWidthDiscretizer(bool deserializing) : base(deserializing) { }
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41 | protected UniformWidthDiscretizer(UniformWidthDiscretizer original, Cloner cloner)
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42 | : base(original, cloner) {
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43 | this.bins = original.bins;
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44 | this.variableMicroItervals = new Dictionary<string, IList<double>>(original.variableMicroItervals);
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45 | }
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46 | public UniformWidthDiscretizer()
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47 | : this(5) {
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48 | }
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49 | public UniformWidthDiscretizer(int bins)
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50 | : base() {
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51 | variableMicroItervals = new Dictionary<string, IList<double>>();
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52 | this.bins = bins;
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53 | }
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54 | public override IDeepCloneable Clone(Cloner cloner) {
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55 | return new UniformWidthDiscretizer(this, cloner);
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56 | }
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57 |
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58 | public int NumberOfMicroIntervals(string attribute) {
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59 | return bins;
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60 | }
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61 |
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62 | public IEnumerable<double> DiscretizeValues(string attribute, IEnumerable<double> values) {
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63 | double min = values.Min();
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64 | double max = values.Max();
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65 |
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66 | double intervalWidth = (max - min) / bins;
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67 | List<double> cutPoints = new List<double>(bins - 1);
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68 | double val = min;
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69 | for (int i = 0; i < bins - 1; i++) {
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70 | val += intervalWidth;
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71 | cutPoints.Add(val);
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72 | }
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73 |
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74 | variableMicroItervals[attribute] = cutPoints;
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75 |
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76 | return cutPoints;
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77 | }
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78 |
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79 | public IEnumerable<double> GetCutPoints(string attribute) {
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80 | return variableMicroItervals[attribute];
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81 | }
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82 | }
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83 | }
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