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 | * Copyright (C) 2009 Amri Napolitano |
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19 | */ |
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20 | |
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21 | package weka.filters.unsupervised.attribute; |
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22 | |
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23 | import weka.core.Attribute; |
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24 | import weka.core.AttributeStats; |
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25 | import weka.core.Instances; |
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26 | import weka.core.TestInstances; |
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27 | import weka.filters.AbstractFilterTest; |
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28 | import weka.filters.Filter; |
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29 | import weka.filters.unsupervised.attribute.StringToNominal; |
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30 | import weka.filters.unsupervised.attribute.NominalToBinary; |
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31 | import weka.filters.unsupervised.attribute.Remove; |
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32 | |
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33 | import junit.framework.Test; |
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34 | import junit.framework.TestSuite; |
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35 | |
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36 | /** |
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37 | * Tests EMImputation. Run from the command line with:<p> |
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38 | * java weka.filters.unsupervised.attribute.EMImputationTest |
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39 | * |
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40 | * @author Amri Napolitano |
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41 | * @version $Revision: 5374 $ |
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42 | */ |
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43 | public class EMImputationTest extends AbstractFilterTest { |
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44 | |
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45 | public EMImputationTest(String name) { super(name); } |
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46 | |
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47 | /** Creates a default EMImputation */ |
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48 | public Filter getFilter() { |
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49 | return new EMImputation(); |
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50 | } |
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51 | |
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52 | protected void setUp() throws Exception { |
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53 | super.setUp(); |
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54 | |
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55 | Instances temp = new Instances(m_Instances); |
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56 | for (int j = 0; j < 2; j++) { |
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57 | for (int i = 0; i < temp.numInstances(); i++) { |
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58 | m_Instances.add(temp.instance(i)); |
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59 | } |
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60 | } |
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61 | |
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62 | // now just filter the instances to convert String attributes |
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63 | // and binarize nominal attributes |
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64 | StringToNominal stn = new StringToNominal(); |
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65 | stn.setAttributeRange("first-last"); |
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66 | stn.setInputFormat(m_Instances); |
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67 | m_Instances = Filter.useFilter(m_Instances, stn); |
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68 | NominalToBinary ntb = new NominalToBinary(); |
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69 | ntb.setInputFormat(m_Instances); |
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70 | m_Instances = Filter.useFilter(m_Instances, ntb); |
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71 | |
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72 | // remove the last column (date attribute) |
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73 | Remove r = new Remove(); |
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74 | r.setAttributeIndices("last"); |
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75 | r.setInputFormat(m_Instances); |
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76 | m_Instances = Filter.useFilter(m_Instances, r); |
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77 | } |
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78 | |
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79 | protected Instances getFilteredClassifierData() throws Exception { |
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80 | TestInstances test; |
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81 | Instances result; |
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82 | |
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83 | test = TestInstances.forCapabilities(getFilter().getCapabilities()); |
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84 | test.setClassIndex(TestInstances.CLASS_IS_LAST); |
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85 | test.setNumNumeric(3); |
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86 | |
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87 | result = test.generate(); |
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88 | |
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89 | return result; |
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90 | } |
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91 | |
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92 | public void testTypical() { |
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93 | Instances result = useFilter(); |
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94 | // Number of attributes shouldn't change |
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95 | assertEquals(m_Instances.numAttributes(), result.numAttributes()); |
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96 | // Number of instances may change (if an instance has all missing values) |
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97 | // assertEquals(m_Instances.numInstances(), result.numInstances()); |
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98 | for (int j = 0; j < result.numAttributes(); j++) { |
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99 | if (j == m_Instances.classIndex() && m_Instances.attribute(j).isNumeric() == false) { |
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100 | continue; |
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101 | } |
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102 | AttributeStats currentStats = m_Instances.attributeStats(j); |
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103 | if (currentStats.distinctCount < 2) { |
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104 | continue; |
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105 | } |
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106 | assertTrue("All missing values except for those in nonnumeric class " + |
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107 | "attributes should be replaced.", |
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108 | result.attributeStats(j).missingCount == 0); |
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109 | } |
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110 | } |
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111 | |
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112 | public static Test suite() { |
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113 | return new TestSuite(EMImputationTest.class); |
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114 | } |
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115 | |
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116 | public static void main(String[] args){ |
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117 | junit.textui.TestRunner.run(suite()); |
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118 | } |
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119 | |
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120 | } |
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