| 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) 2002 University of Waikato |
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| 19 | */ |
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| 20 | |
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| 21 | package weka.filters.supervised.attribute; |
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| 22 | |
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| 23 | import weka.core.Attribute; |
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| 24 | import weka.core.Instances; |
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| 25 | import weka.filters.AbstractFilterTest; |
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| 26 | import weka.filters.Filter; |
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| 27 | |
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| 28 | import junit.framework.Test; |
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| 29 | import junit.framework.TestSuite; |
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| 30 | |
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| 31 | /** |
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| 32 | * Tests Discretize. Run from the command line with:<p> |
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| 33 | * java weka.filters.supervised.attribute.DiscretizeTest |
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| 34 | * |
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| 35 | * @author <a href="mailto:len@reeltwo.com">Len Trigg</a> |
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| 36 | * @version $Revision: 1.3 $ |
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| 37 | */ |
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| 38 | public class DiscretizeTest extends AbstractFilterTest { |
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| 39 | |
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| 40 | public DiscretizeTest(String name) { super(name); } |
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| 41 | |
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| 42 | /** Need to set the class index */ |
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| 43 | protected void setUp() throws Exception { |
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| 44 | |
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| 45 | super.setUp(); |
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| 46 | m_Instances.setClassIndex(1); |
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| 47 | } |
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| 48 | |
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| 49 | /** Creates a default Discretize */ |
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| 50 | public Filter getFilter() { |
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| 51 | Discretize f= new Discretize(); |
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| 52 | return f; |
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| 53 | } |
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| 54 | |
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| 55 | /** Creates a specialized Discretize */ |
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| 56 | public Filter getFilter(String rangelist) { |
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| 57 | |
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| 58 | try { |
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| 59 | Discretize f = new Discretize(); |
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| 60 | f.setAttributeIndices(rangelist); |
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| 61 | return f; |
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| 62 | } catch (Exception ex) { |
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| 63 | ex.printStackTrace(); |
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| 64 | fail("Exception setting attribute range: " + rangelist |
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| 65 | + "\n" + ex.getMessage()); |
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| 66 | } |
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| 67 | return null; |
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| 68 | } |
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| 69 | |
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| 70 | public void testTypical() { |
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| 71 | m_Filter = getFilter("1,2"); |
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| 72 | Instances result = useFilter(); |
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| 73 | assertEquals(m_Instances.numAttributes(), result.numAttributes()); |
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| 74 | // None of the attributes should have changed, since 1,2 aren't numeric |
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| 75 | for (int i = 0; i < result.numAttributes(); i++) { |
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| 76 | assertEquals(m_Instances.attribute(i).type(), result.attribute(i).type()); |
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| 77 | assertEquals(m_Instances.attribute(i).name(), result.attribute(i).name()); |
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| 78 | } |
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| 79 | } |
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| 80 | |
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| 81 | public void testTypical2() { |
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| 82 | m_Filter = getFilter("3-4"); |
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| 83 | Instances result = useFilter(); |
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| 84 | assertEquals(m_Instances.numAttributes(), result.numAttributes()); |
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| 85 | for (int i = 0; i < result.numAttributes(); i++) { |
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| 86 | if (i != 2) { |
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| 87 | assertEquals(m_Instances.attribute(i).type(), result.attribute(i).type()); |
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| 88 | assertEquals(m_Instances.attribute(i).name(), result.attribute(i).name()); |
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| 89 | } else { |
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| 90 | assertEquals(Attribute.NOMINAL, result.attribute(i).type()); |
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| 91 | assertEquals(1, result.attribute(i).numValues()); |
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| 92 | } |
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| 93 | } |
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| 94 | } |
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| 95 | |
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| 96 | public void testInverted() { |
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| 97 | m_Filter = getFilter("1,2"); |
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| 98 | ((Discretize)m_Filter).setInvertSelection(true); |
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| 99 | Instances result = useFilter(); |
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| 100 | assertEquals(m_Instances.numAttributes(), result.numAttributes()); |
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| 101 | for (int i = 0; i < result.numAttributes(); i++) { |
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| 102 | if ((i < 2) || !m_Instances.attribute(i).isNumeric()) { |
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| 103 | assertEquals(m_Instances.attribute(i).type(), result.attribute(i).type()); |
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| 104 | assertEquals(m_Instances.attribute(i).name(), result.attribute(i).name()); |
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| 105 | } else { |
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| 106 | assertEquals(Attribute.NOMINAL, result.attribute(i).type()); |
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| 107 | assertEquals(1, result.attribute(i).numValues()); |
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| 108 | } |
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| 109 | } |
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| 110 | } |
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| 111 | |
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| 112 | public void testNonInverted2() { |
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| 113 | m_Filter = getFilter("first-3"); |
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| 114 | ((Discretize)m_Filter).setInvertSelection(true); |
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| 115 | Instances result = useFilter(); |
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| 116 | assertEquals(m_Instances.numAttributes(), result.numAttributes()); |
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| 117 | for (int i = 0; i < result.numAttributes(); i++) { |
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| 118 | if ((i < 3) || !m_Instances.attribute(i).isNumeric()) { |
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| 119 | assertEquals(m_Instances.attribute(i).type(), result.attribute(i).type()); |
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| 120 | assertEquals(m_Instances.attribute(i).name(), result.attribute(i).name()); |
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| 121 | } else { |
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| 122 | assertEquals(Attribute.NOMINAL, result.attribute(i).type()); |
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| 123 | assertEquals(1, result.attribute(i).numValues()); |
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| 124 | } |
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| 125 | } |
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| 126 | } |
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| 127 | |
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| 128 | public void testBetterEncoding() { |
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| 129 | m_Filter = getFilter("3"); |
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| 130 | ((Discretize)m_Filter).setUseBetterEncoding(true); |
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| 131 | Instances result = useFilter(); |
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| 132 | assertEquals(m_Instances.numAttributes(), result.numAttributes()); |
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| 133 | assertEquals(Attribute.NOMINAL, result.attribute(2).type()); |
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| 134 | } |
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| 135 | |
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| 136 | public void testUseKononenko() { |
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| 137 | m_Filter = getFilter("3"); |
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| 138 | ((Discretize)m_Filter).setUseKononenko(true); |
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| 139 | Instances result = useFilter(); |
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| 140 | assertEquals(m_Instances.numAttributes(), result.numAttributes()); |
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| 141 | assertEquals(Attribute.NOMINAL, result.attribute(2).type()); |
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| 142 | } |
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| 143 | |
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| 144 | public static Test suite() { |
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| 145 | return new TestSuite(DiscretizeTest.class); |
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| 146 | } |
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| 147 | |
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| 148 | public static void main(String[] args){ |
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| 149 | junit.textui.TestRunner.run(suite()); |
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| 150 | } |
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| 151 | |
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| 152 | } |
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