[4] | 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 | * LiteralSet.java |
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| 19 | * Copyright (C) 2003 Peter A. Flach, Nicolas Lachiche |
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| 20 | * |
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| 21 | * Thanks to Amelie Deltour for porting the original C code to Java |
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| 22 | * and integrating it into Weka. |
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| 23 | */ |
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| 24 | |
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| 25 | package weka.associations.tertius; |
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| 26 | |
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| 27 | import weka.core.Instance; |
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| 28 | import weka.core.Instances; |
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| 29 | import weka.core.RevisionHandler; |
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| 30 | |
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| 31 | import java.io.Serializable; |
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| 32 | import java.util.ArrayList; |
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| 33 | import java.util.Enumeration; |
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| 34 | import java.util.Iterator; |
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| 35 | |
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| 36 | /** |
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| 37 | * Class representing a set of literals, being either the body or the head |
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| 38 | * of a rule. |
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| 39 | * |
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| 40 | * @author <a href="mailto:adeltour@netcourrier.com">Amelie Deltour</a> |
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| 41 | * @version $Revision: 1.7 $ |
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| 42 | */ |
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| 43 | |
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| 44 | public abstract class LiteralSet |
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| 45 | implements Serializable, Cloneable, RevisionHandler { |
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| 46 | |
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| 47 | /** for serialization */ |
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| 48 | private static final long serialVersionUID = 6094536488654503152L; |
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| 49 | |
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| 50 | /** Literals contained in this set. */ |
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| 51 | private ArrayList m_literals; |
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| 52 | |
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| 53 | /** Last literal added to this set. */ |
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| 54 | private Literal m_lastLiteral; |
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| 55 | |
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| 56 | /** Number of instances in the data the set deals with. */ |
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| 57 | private int m_numInstances; |
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| 58 | |
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| 59 | /** Set of counter-instances of this part of the rule. */ |
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| 60 | private ArrayList m_counterInstances; |
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| 61 | /* For a body, counter-instances are the instances satisfying the body. |
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| 62 | * For a head, conter-instances are the instances satisfying the negation. */ |
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| 63 | |
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| 64 | /** Counter for the number of counter-instances. */ |
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| 65 | private int m_counter; |
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| 66 | |
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| 67 | /** |
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| 68 | * Type of properties expressed in this set |
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| 69 | * (individual or parts properties). |
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| 70 | */ |
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| 71 | private int m_type; |
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| 72 | |
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| 73 | /** |
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| 74 | * Constructor for a set that does not store its counter-instances. |
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| 75 | */ |
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| 76 | public LiteralSet() { |
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| 77 | |
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| 78 | m_literals = new ArrayList(); |
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| 79 | m_lastLiteral = null; |
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| 80 | m_counterInstances = null; |
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| 81 | m_type = -1; |
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| 82 | } |
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| 83 | |
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| 84 | /** |
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| 85 | * Constructor initializing the set of counter-instances to all the instances. |
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| 86 | * |
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| 87 | * @param instances The dataset. |
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| 88 | */ |
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| 89 | public LiteralSet(Instances instances) { |
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| 90 | |
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| 91 | this(); |
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| 92 | m_numInstances = instances.numInstances(); |
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| 93 | m_counterInstances = new ArrayList(m_numInstances); |
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| 94 | Enumeration enu = instances.enumerateInstances(); |
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| 95 | while (enu.hasMoreElements()) { |
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| 96 | m_counterInstances.add(enu.nextElement()); |
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| 97 | } |
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| 98 | } |
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| 99 | |
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| 100 | /** |
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| 101 | * Returns a shallow copy of this set. |
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| 102 | * The structured is copied but the literals themselves are not copied. |
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| 103 | * |
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| 104 | * @return A copy of this LiteralSet. |
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| 105 | */ |
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| 106 | public Object clone() { |
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| 107 | |
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| 108 | Object result = null; |
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| 109 | try { |
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| 110 | result = super.clone(); |
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| 111 | /* Clone the set of literals, but not the literals themselves. */ |
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| 112 | ((LiteralSet) result).m_literals = (ArrayList) m_literals.clone(); |
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| 113 | if (m_counterInstances != null) { |
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| 114 | /* Clone the set of instances, but not the instances themselves. */ |
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| 115 | ((LiteralSet) result).m_counterInstances |
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| 116 | = (ArrayList) m_counterInstances.clone(); |
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| 117 | } |
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| 118 | } catch(Exception e) { |
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| 119 | /* An exception is not supposed to happen here. */ |
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| 120 | e.printStackTrace(); |
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| 121 | System.exit(0); |
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| 122 | } |
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| 123 | return result; |
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| 124 | } |
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| 125 | |
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| 126 | /** |
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| 127 | * Update the number of counter-instances of this set in the dataset. |
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| 128 | * This method should be used is the set does not store its counter-instances. |
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| 129 | * |
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| 130 | * @param instances The dataset. |
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| 131 | */ |
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| 132 | public void upDate(Instances instances) { |
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| 133 | |
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| 134 | Enumeration enu = instances.enumerateInstances(); |
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| 135 | m_numInstances = instances.numInstances(); |
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| 136 | m_counter = 0; |
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| 137 | while (enu.hasMoreElements()) { |
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| 138 | if (this.counterInstance((Instance) enu.nextElement())) { |
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| 139 | m_counter++; |
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| 140 | } |
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| 141 | } |
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| 142 | } |
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| 143 | |
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| 144 | /** |
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| 145 | * Get the number of counter-instances of this LiteralSet. |
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| 146 | * |
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| 147 | * @return The number of counter-instances. |
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| 148 | */ |
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| 149 | public int getCounterInstancesNumber() { |
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| 150 | |
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| 151 | if (m_counterInstances != null) { |
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| 152 | return m_counterInstances.size(); |
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| 153 | } else { |
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| 154 | return m_counter; |
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| 155 | } |
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| 156 | } |
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| 157 | |
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| 158 | /** |
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| 159 | * Get the frequency of counter-instances of this LiteralSet in the data. |
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| 160 | * |
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| 161 | * @return The frequency of counter-instances. |
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| 162 | */ |
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| 163 | public double getCounterInstancesFrequency() { |
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| 164 | |
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| 165 | return (double) getCounterInstancesNumber() / (double) m_numInstances; |
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| 166 | } |
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| 167 | |
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| 168 | /** |
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| 169 | * Test if this LiteralSet has more counter-instances than the threshold. |
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| 170 | * |
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| 171 | * @param minFrequency The frequency threshold. |
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| 172 | * @return True if there are more counter-instances than the threshold. |
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| 173 | */ |
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| 174 | public boolean overFrequencyThreshold(double minFrequency) { |
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| 175 | |
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| 176 | return getCounterInstancesFrequency() >= minFrequency; |
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| 177 | } |
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| 178 | |
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| 179 | /** |
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| 180 | * Test if all the intances are counter-instances. |
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| 181 | * |
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| 182 | * @return True if all the instances are counter-instances. |
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| 183 | */ |
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| 184 | public boolean hasMaxCounterInstances() { |
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| 185 | |
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| 186 | return getCounterInstancesNumber() == m_numInstances; |
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| 187 | } |
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| 188 | |
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| 189 | /** |
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| 190 | * Add a Literal to this set. |
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| 191 | * |
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| 192 | * @param element The element to add. |
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| 193 | */ |
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| 194 | public void addElement(Literal element) { |
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| 195 | |
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| 196 | m_literals.add(element); |
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| 197 | /* Update the last literal. */ |
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| 198 | m_lastLiteral = element; |
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| 199 | /* Update the type in the case of individual-based learning. */ |
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| 200 | if (element instanceof IndividualLiteral) { |
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| 201 | int type = ((IndividualLiteral) element).getType(); |
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| 202 | if (type > m_type) { |
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| 203 | m_type = type; |
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| 204 | } |
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| 205 | } |
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| 206 | /* Update the set of counter-instances. */ |
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| 207 | if (m_counterInstances != null) { |
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| 208 | for (int i = m_counterInstances.size() - 1; i >= 0; i--) { |
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| 209 | Instance current = (Instance) m_counterInstances.get(i); |
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| 210 | if (!canKeep(current, element)) { |
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| 211 | m_counterInstances.remove(i); |
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| 212 | } |
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| 213 | } |
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| 214 | } |
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| 215 | } |
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| 216 | |
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| 217 | /** |
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| 218 | * Test if this set is empty. |
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| 219 | * |
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| 220 | * @return True if the set is empty. |
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| 221 | */ |
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| 222 | public final boolean isEmpty() { |
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| 223 | |
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| 224 | return m_literals.size() == 0; |
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| 225 | } |
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| 226 | |
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| 227 | /** |
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| 228 | * Give the number of literals in this set. |
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| 229 | * |
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| 230 | * @return The number of literals. |
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| 231 | */ |
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| 232 | public final int numLiterals() { |
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| 233 | |
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| 234 | return m_literals.size(); |
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| 235 | } |
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| 236 | |
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| 237 | /** |
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| 238 | * Enumerate the literals contained in this set. |
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| 239 | * |
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| 240 | * @return An Iterator for the literals. |
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| 241 | */ |
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| 242 | public final Iterator enumerateLiterals() { |
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| 243 | |
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| 244 | return m_literals.iterator(); |
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| 245 | } |
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| 246 | |
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| 247 | /** |
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| 248 | * Give the last literal added to this set. |
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| 249 | * |
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| 250 | * @return The last literal added. |
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| 251 | */ |
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| 252 | public Literal getLastLiteral() { |
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| 253 | |
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| 254 | return m_lastLiteral; |
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| 255 | } |
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| 256 | |
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| 257 | /** |
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| 258 | * Test if the negation of this LiteralSet is included in another LiteralSet. |
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| 259 | * |
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| 260 | * @param otherSet The other LiteralSet. |
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| 261 | * @return True if the negation of this LiteralSet is included in |
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| 262 | * the other LiteralSet. |
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| 263 | */ |
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| 264 | public boolean negationIncludedIn(LiteralSet otherSet) { |
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| 265 | |
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| 266 | Iterator iter = this.enumerateLiterals(); |
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| 267 | while (iter.hasNext()) { |
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| 268 | Literal current = (Literal) iter.next(); |
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| 269 | if (!otherSet.contains(current.getNegation())) { |
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| 270 | return false; |
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| 271 | } |
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| 272 | } |
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| 273 | return true; |
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| 274 | } |
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| 275 | |
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| 276 | /** |
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| 277 | * Test if this LiteralSet contains a given Literal. |
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| 278 | * |
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| 279 | * @param lit The literal that is looked for. |
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| 280 | * @return True if this literal is contained in this LiteralSet. |
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| 281 | */ |
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| 282 | public boolean contains(Literal lit) { |
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| 283 | |
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| 284 | return m_literals.contains(lit); |
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| 285 | } |
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| 286 | |
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| 287 | /** |
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| 288 | * Give the type of properties in this set (individual or part properties). |
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| 289 | */ |
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| 290 | public int getType() { |
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| 291 | |
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| 292 | return m_type; |
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| 293 | } |
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| 294 | |
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| 295 | /** |
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| 296 | * Test if an individual instance, given a part instance of this individual, |
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| 297 | * is a counter-instance of this LiteralSet. |
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| 298 | * |
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| 299 | * @param individual The individual instance. |
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| 300 | * @param part The part instance. |
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| 301 | * @return True if the individual is a counter-instance. |
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| 302 | */ |
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| 303 | public boolean counterInstance(Instance individual, Instance part) { |
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| 304 | Iterator iter = this.enumerateLiterals(); |
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| 305 | while (iter.hasNext()) { |
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| 306 | IndividualLiteral current = (IndividualLiteral) iter.next(); |
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| 307 | if (current.getType() == IndividualLiteral.INDIVIDUAL_PROPERTY |
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| 308 | && !canKeep(individual, current)) { |
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| 309 | return false; |
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| 310 | } else if (current.getType() == IndividualLiteral.PART_PROPERTY |
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| 311 | && !canKeep(part, current)) { |
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| 312 | return false; |
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| 313 | } |
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| 314 | } |
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| 315 | return true; |
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| 316 | } |
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| 317 | |
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| 318 | /** |
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| 319 | * Test if an instance is a counter-instance of this LiteralSet. |
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| 320 | * |
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| 321 | * @param instance The instance to test. |
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| 322 | * @return True if the instance is a counter-instance. |
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| 323 | */ |
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| 324 | public boolean counterInstance(Instance instance) { |
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| 325 | if ((instance instanceof IndividualInstance) |
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| 326 | && (m_type == IndividualLiteral.PART_PROPERTY)) { |
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| 327 | /* In the case of an individual instance, all the parts of the individual |
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| 328 | * have to be considered. |
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| 329 | * Part properties can be found in the body only, so here we test for |
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| 330 | * an instance satisfying the set. |
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| 331 | * It satisfies the set if there exists a part satisfying the set. |
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| 332 | */ |
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| 333 | Enumeration enu |
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| 334 | = ((IndividualInstance) instance).getParts().enumerateInstances(); |
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| 335 | while (enu.hasMoreElements()) { |
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| 336 | if (counterInstance(instance, (Instance) enu.nextElement())) { |
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| 337 | return true; |
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| 338 | } |
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| 339 | } |
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| 340 | return false; |
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| 341 | } else { |
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| 342 | /* Usual case. */ |
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| 343 | Iterator iter = this.enumerateLiterals(); |
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| 344 | while (iter.hasNext()) { |
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| 345 | Literal current = (Literal) iter.next(); |
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| 346 | if (!canKeep(instance, current)) { |
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| 347 | return false; |
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| 348 | } |
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| 349 | } |
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| 350 | return true; |
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| 351 | } |
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| 352 | } |
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| 353 | |
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| 354 | /** |
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| 355 | * Test if an instance can be kept as a counter-instance, |
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| 356 | * given a new literal. |
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| 357 | * |
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| 358 | * @param instance The instance to test. |
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| 359 | * @param newLit The new literal. |
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| 360 | * @return True if the instance is still a counter-instance. |
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| 361 | */ |
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| 362 | public abstract boolean canKeep(Instance instance, Literal newLit); |
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| 363 | |
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| 364 | /** |
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| 365 | * Test if this LiteralSet is included in a rule. |
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| 366 | * |
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| 367 | * @param otherRule The rule to test. |
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| 368 | * @return True if this set of literals is included in the rule. |
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| 369 | */ |
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| 370 | public abstract boolean isIncludedIn(Rule otherRule); |
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| 371 | |
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| 372 | /** |
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| 373 | * Gives a String representation for this set of literals. |
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| 374 | */ |
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| 375 | public abstract String toString(); |
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| 376 | } |
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| 377 | |
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| 378 | |
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| 379 | |
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| 380 | |
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| 381 | |
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| 382 | |
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| 383 | |
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