1 | /* |
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2 | * This program is free software; you can redistribute it and/or modify |
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3 | * it under the terms of the GNU General Public License as published by |
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4 | * the Free Software Foundation; either version 2 of the License, or |
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5 | * (at your option) any later version. |
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6 | * |
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7 | * This program is distributed in the hope that it will be useful, |
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8 | * but WITHOUT ANY WARRANTY; without even the implied warranty of |
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9 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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10 | * GNU General Public License for more details. |
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11 | * |
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12 | * You should have received a copy of the GNU General Public License |
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13 | * along with this program; if not, write to the Free Software |
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14 | * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. |
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15 | */ |
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16 | |
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17 | /* |
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18 | * CostSensitiveSubsetEval.java |
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19 | * Copyright (C) 2008 University of Waikato, Hamilton, New Zealand |
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20 | * |
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21 | */ |
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22 | |
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23 | package weka.attributeSelection; |
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24 | |
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25 | import weka.core.OptionHandler; |
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26 | import weka.core.RevisionUtils; |
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27 | |
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28 | import java.util.BitSet; |
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29 | import java.io.Serializable; |
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30 | |
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31 | /** |
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32 | <!-- globalinfo-start --> |
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33 | * A meta subset evaluator that makes its base subset evaluator cost-sensitive. |
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34 | * <p/> |
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35 | <!-- globalinfo-end --> |
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36 | * |
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37 | <!-- options-start --> |
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38 | * Valid options are: <p/> |
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39 | * |
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40 | * <pre> -C <cost file name> |
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41 | * File name of a cost matrix to use. If this is not supplied, |
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42 | * a cost matrix will be loaded on demand. The name of the |
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43 | * on-demand file is the relation name of the training data |
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44 | * plus ".cost", and the path to the on-demand file is |
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45 | * specified with the -N option.</pre> |
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46 | * |
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47 | * <pre> -N <directory> |
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48 | * Name of a directory to search for cost files when loading |
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49 | * costs on demand (default current directory).</pre> |
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50 | * |
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51 | * <pre> -cost-matrix <matrix> |
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52 | * The cost matrix in Matlab single line format.</pre> |
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53 | * |
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54 | * <pre> -S <integer> |
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55 | * The seed to use for random number generation.</pre> |
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56 | * |
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57 | * <pre> -W |
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58 | * Full name of base evaluator. |
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59 | * (default: weka.attributeSelection.CfsSubsetEval)</pre> |
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60 | * |
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61 | * <pre> |
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62 | * Options specific to evaluator weka.attributeSelection.CfsSubsetEval: |
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63 | * </pre> |
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64 | * |
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65 | * <pre> -M |
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66 | * Treat missing values as a seperate value.</pre> |
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67 | * |
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68 | * <pre> -L |
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69 | * Don't include locally predictive attributes.</pre> |
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70 | * |
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71 | <!-- options-end --> |
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72 | * |
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73 | * @author Mark Hall (mhall{[at]}pentaho{[dot]}com) |
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74 | * @version $Revision: 5563 $ |
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75 | */ |
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76 | public class CostSensitiveSubsetEval |
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77 | extends CostSensitiveASEvaluation |
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78 | implements Serializable, SubsetEvaluator, OptionHandler { |
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79 | |
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80 | /** For serialization */ |
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81 | static final long serialVersionUID = 2924546096103426700L; |
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82 | |
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83 | /** |
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84 | * Default constructor. |
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85 | */ |
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86 | public CostSensitiveSubsetEval() { |
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87 | setEvaluator(new CfsSubsetEval()); |
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88 | } |
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89 | |
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90 | /** |
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91 | * Set the base evaluator. |
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92 | * |
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93 | * @param newEvaluator the evaluator to use. |
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94 | * @throws IllegalArgumentException if the evaluator is not an instance of SubsetEvaluator |
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95 | */ |
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96 | public void setEvaluator(ASEvaluation newEvaluator) throws IllegalArgumentException { |
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97 | if (!(newEvaluator instanceof SubsetEvaluator)) { |
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98 | throw new IllegalArgumentException("Evaluator must be an SubsetEvaluator!"); |
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99 | } |
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100 | |
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101 | m_evaluator = newEvaluator; |
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102 | } |
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103 | |
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104 | /** |
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105 | * Evaluates a subset of attributes. Delegates the actual evaluation to |
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106 | * the base subset evaluator. |
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107 | * |
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108 | * @param subset a bitset representing the attribute subset to be |
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109 | * evaluated |
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110 | * @return the "merit" of the subset |
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111 | * @exception Exception if the subset could not be evaluated |
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112 | */ |
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113 | public double evaluateSubset(BitSet subset) throws Exception { |
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114 | return ((SubsetEvaluator)m_evaluator).evaluateSubset(subset); |
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115 | } |
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116 | |
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117 | /** |
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118 | * Returns the revision string. |
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119 | * |
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120 | * @return the revision |
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121 | */ |
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122 | public String getRevision() { |
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123 | return RevisionUtils.extract("$Revision: 5563 $"); |
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124 | } |
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125 | |
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126 | /** |
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127 | * Main method for testing this class. |
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128 | * |
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129 | * @param args the options |
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130 | */ |
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131 | public static void main (String[] args) { |
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132 | runEvaluator(new CostSensitiveSubsetEval(), args); |
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133 | } |
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134 | } |
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135 | |
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