1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2017 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 | #region License Information
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22 | /* HeuristicLab
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23 | * Copyright (C) 2002-2017 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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24 | *
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25 | * This file is part of HeuristicLab.
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26 | *
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27 | * HeuristicLab is free software: you can redistribute it and/or modify
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28 | * it under the terms of the GNU General Public License as published by
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29 | * the Free Software Foundation, either version 3 of the License, or
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30 | * (at your option) any later version.
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31 | *
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32 | * HeuristicLab is distributed in the hope that it will be useful,
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33 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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34 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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35 | * GNU General Public License for more details.
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36 | *
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37 | * You should have received a copy of the GNU General Public License
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38 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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39 | */
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40 | #endregion
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41 |
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42 | using System.Collections.Generic;
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43 | using HeuristicLab.Common;
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44 | using HeuristicLab.Core;
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45 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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46 | using HeuristicLab.Problems.DataAnalysis;
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47 |
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48 | namespace HeuristicLab.Algorithms.DataAnalysis {
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49 | [StorableClass]
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50 | [Item("M5LeafPruning", "M5LeafPruning using the leaf models. Effects vary with the overfitting capability of the leaf model")]
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51 | public class M5LeafPruning : PruningBase {
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52 | #region Constructors & Cloning
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53 | [StorableConstructor]
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54 | private M5LeafPruning(bool deserializing) : base(deserializing) { }
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55 | private M5LeafPruning(M5LeafPruning original, Cloner cloner) : base(original, cloner) { }
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56 | public M5LeafPruning() : base() { }
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57 | public override IDeepCloneable Clone(Cloner cloner) {
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58 | return new M5LeafPruning(this, cloner);
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59 | }
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60 | #endregion
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61 |
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62 | #region IPruningType
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63 | public override ILeafType<IRegressionModel> ModelType(ILeafType<IRegressionModel> leafType) {
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64 | return leafType;
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65 | }
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66 |
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67 | public override void GenerateHoldOutSet(IReadOnlyList<int> allrows, IRandom random, out IReadOnlyList<int> training, out IReadOnlyList<int> holdout) {
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68 | training = allrows;
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69 | holdout = allrows;
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70 | }
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71 | #endregion
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72 | }
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73 | } |
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