1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2014 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.Problems.DataAnalysis;
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25 |
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26 | namespace HeuristicLab.Algorithms.DataAnalysis {
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27 | public static class AlglibUtil {
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28 | public static double[,] PrepareInputMatrix(Dataset dataset, IEnumerable<string> variables, IEnumerable<int> rows) {
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29 | List<string> variablesList = variables.ToList();
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30 | List<int> rowsList = rows.ToList();
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31 |
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32 | double[,] matrix = new double[rowsList.Count, variablesList.Count];
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33 |
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34 | int col = 0;
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35 | foreach (string column in variables) {
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36 | var values = dataset.GetDoubleValues(column, rows);
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37 | int row = 0;
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38 | foreach (var value in values) {
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39 | matrix[row, col] = value;
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40 | row++;
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41 | }
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42 | col++;
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43 | }
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44 |
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45 | return matrix;
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46 | }
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47 | public static double[,] PrepareAndScaleInputMatrix(Dataset dataset, IEnumerable<string> variables, IEnumerable<int> rows, Scaling scaling) {
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48 | List<string> variablesList = variables.ToList();
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49 | List<int> rowsList = rows.ToList();
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50 |
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51 | double[,] matrix = new double[rowsList.Count, variablesList.Count];
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52 |
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53 | int col = 0;
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54 | foreach (string column in variables) {
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55 | var values = scaling.GetScaledValues(dataset, column, rows);
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56 | int row = 0;
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57 | foreach (var value in values) {
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58 | matrix[row, col] = value;
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59 | row++;
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60 | }
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61 | col++;
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62 | }
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63 |
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64 | return matrix;
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65 | }
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66 | }
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67 | }
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