1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2018 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 HeuristicLab.Common;
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24 | using HeuristicLab.Core;
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25 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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26 |
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27 | namespace HeuristicLab.Problems.DataAnalysis {
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28 | [Item("Clustering Transformation Model", "A clustering model that was transformed back to match the original variables after the training was performed on transformed variables.")]
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29 | [StorableClass]
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30 | public class ClusteringTransformationModel : DataAnalysisTransformationModel, IClusteringTransformationModel {
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31 |
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32 | public new IClusteringModel OriginalModel {
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33 | get { return (IClusteringModel)base.OriginalModel; }
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34 | }
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35 |
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36 | #region Constructor, Cloning & Persistence
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37 | public ClusteringTransformationModel(IClusteringModel originalModel, IEnumerable<IDataAnalysisTransformation> transformations)
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38 | : base(originalModel, transformations) {
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39 | }
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40 |
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41 | protected ClusteringTransformationModel(ClusteringTransformationModel original, Cloner cloner)
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42 | : base(original, cloner) {
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43 | }
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44 |
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45 | public override IDeepCloneable Clone(Cloner cloner) {
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46 | return new ClusteringTransformationModel(this, cloner);
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47 | }
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48 |
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49 | [StorableConstructor]
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50 | protected ClusteringTransformationModel(bool deserializing)
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51 | : base(deserializing) { }
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52 | #endregion
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53 |
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54 | public IEnumerable<int> GetClusterValues(IDataset dataset, IEnumerable<int> rows) {
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55 | var transformedInputs = DataAnalysisTransformation.Transform(dataset, InputTransformations);
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56 | return OriginalModel.GetClusterValues(transformedInputs, rows);
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57 | }
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58 | }
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59 | } |
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