| 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 | * TwoWayNominalSplit.java |
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| 19 | * Copyright (C) 2001 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.classifiers.trees.adtree; |
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| 24 | |
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| 25 | import weka.core.Attribute; |
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| 26 | import weka.core.Instance; |
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| 27 | import weka.core.Instances; |
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| 28 | import weka.core.RevisionUtils; |
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| 29 | |
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| 30 | import java.util.Enumeration; |
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| 31 | |
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| 32 | /** |
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| 33 | * Class representing a two-way split on a nominal attribute, of the form: |
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| 34 | * either 'is some_value' or 'is not some_value'. |
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| 35 | * |
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| 36 | * @author Richard Kirkby (rkirkby@cs.waikato.ac.nz) |
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| 37 | * @version $Revision: 1.6 $ |
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| 38 | */ |
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| 39 | public class TwoWayNominalSplit |
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| 40 | extends Splitter { |
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| 41 | |
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| 42 | /** for serialization */ |
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| 43 | private static final long serialVersionUID = -4598366190152721355L; |
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| 44 | |
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| 45 | /** The index of the attribute the split depends on */ |
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| 46 | private int attIndex; |
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| 47 | |
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| 48 | /** The attribute value that is compared against */ |
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| 49 | private int trueSplitValue; |
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| 50 | |
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| 51 | /** The children of this split */ |
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| 52 | private PredictionNode[] children; |
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| 53 | |
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| 54 | /** |
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| 55 | * Creates a new two-way nominal splitter. |
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| 56 | * |
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| 57 | * @param _attIndex the index of the attribute this split depeneds on |
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| 58 | * @param _trueSplitValue the attribute value that the splitter splits on |
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| 59 | */ |
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| 60 | public TwoWayNominalSplit(int _attIndex, int _trueSplitValue) { |
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| 61 | |
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| 62 | attIndex = _attIndex; trueSplitValue = _trueSplitValue; |
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| 63 | children = new PredictionNode[2]; |
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| 64 | } |
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| 65 | |
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| 66 | /** |
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| 67 | * Gets the number of branches of the split. |
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| 68 | * |
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| 69 | * @return the number of branches (always = 2) |
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| 70 | */ |
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| 71 | public int getNumOfBranches() { |
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| 72 | |
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| 73 | return 2; |
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| 74 | } |
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| 75 | |
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| 76 | /** |
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| 77 | * Gets the index of the branch that an instance applies to. Returns -1 if no branches |
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| 78 | * apply. |
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| 79 | * |
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| 80 | * @param inst the instance |
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| 81 | * @return the branch index |
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| 82 | */ |
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| 83 | public int branchInstanceGoesDown(Instance inst) { |
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| 84 | |
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| 85 | if (inst.isMissing(attIndex)) return -1; |
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| 86 | else if (inst.value(attIndex) == trueSplitValue) return 0; |
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| 87 | else return 1; |
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| 88 | } |
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| 89 | |
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| 90 | /** |
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| 91 | * Gets the subset of instances that apply to a particluar branch of the split. If the |
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| 92 | * branch index is -1, the subset will consist of those instances that don't apply to |
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| 93 | * any branch. |
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| 94 | * |
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| 95 | * @param branch the index of the branch |
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| 96 | * @param instances the instances from which to find the subset |
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| 97 | * @return the set of instances that apply |
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| 98 | */ |
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| 99 | public ReferenceInstances instancesDownBranch(int branch, Instances instances) { |
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| 100 | |
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| 101 | ReferenceInstances filteredInstances = new ReferenceInstances(instances, 1); |
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| 102 | if (branch == -1) { |
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| 103 | for (Enumeration e = instances.enumerateInstances(); e.hasMoreElements(); ) { |
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| 104 | Instance inst = (Instance) e.nextElement(); |
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| 105 | if (inst.isMissing(attIndex)) filteredInstances.addReference(inst); |
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| 106 | } |
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| 107 | } else if (branch == 0) { |
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| 108 | for (Enumeration e = instances.enumerateInstances(); e.hasMoreElements(); ) { |
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| 109 | Instance inst = (Instance) e.nextElement(); |
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| 110 | if (!inst.isMissing(attIndex) && inst.value(attIndex) == trueSplitValue) |
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| 111 | filteredInstances.addReference(inst); |
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| 112 | } |
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| 113 | } else { |
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| 114 | for (Enumeration e = instances.enumerateInstances(); e.hasMoreElements(); ) { |
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| 115 | Instance inst = (Instance) e.nextElement(); |
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| 116 | if (!inst.isMissing(attIndex) && inst.value(attIndex) != trueSplitValue) |
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| 117 | filteredInstances.addReference(inst); |
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| 118 | } |
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| 119 | } |
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| 120 | return filteredInstances; |
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| 121 | } |
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| 122 | |
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| 123 | /** |
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| 124 | * Gets the string describing the attributes the split depends on. |
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| 125 | * i.e. the left hand side of the description of the split. |
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| 126 | * |
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| 127 | * @param dataset the dataset that the split is based on |
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| 128 | * @return a string describing the attributes |
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| 129 | */ |
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| 130 | public String attributeString(Instances dataset) { |
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| 131 | |
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| 132 | return dataset.attribute(attIndex).name(); |
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| 133 | } |
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| 134 | |
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| 135 | /** |
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| 136 | * Gets the string describing the comparision the split depends on for a particular |
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| 137 | * branch. i.e. the right hand side of the description of the split. |
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| 138 | * |
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| 139 | * @param branchNum the branch of the split |
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| 140 | * @param dataset the dataset that the split is based on |
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| 141 | * @return a string describing the comparison |
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| 142 | */ |
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| 143 | public String comparisonString(int branchNum, Instances dataset) { |
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| 144 | |
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| 145 | Attribute att = dataset.attribute(attIndex); |
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| 146 | if (att.numValues() != 2) |
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| 147 | return ((branchNum == 0 ? "= " : "!= ") + att.value(trueSplitValue)); |
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| 148 | else return ("= " + (branchNum == 0 ? |
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| 149 | att.value(trueSplitValue) : |
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| 150 | att.value(trueSplitValue == 0 ? 1 : 0))); |
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| 151 | } |
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| 152 | |
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| 153 | /** |
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| 154 | * Tests whether two splitters are equivalent. |
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| 155 | * |
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| 156 | * @param compare the splitter to compare with |
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| 157 | * @return whether or not they match |
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| 158 | */ |
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| 159 | public boolean equalTo(Splitter compare) { |
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| 160 | |
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| 161 | if (compare instanceof TwoWayNominalSplit) { // test object type |
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| 162 | TwoWayNominalSplit compareSame = (TwoWayNominalSplit) compare; |
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| 163 | return (attIndex == compareSame.attIndex && |
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| 164 | trueSplitValue == compareSame.trueSplitValue); |
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| 165 | } else return false; |
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| 166 | } |
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| 167 | |
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| 168 | /** |
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| 169 | * Sets the child for a branch of the split. |
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| 170 | * |
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| 171 | * @param branchNum the branch to set the child for |
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| 172 | * @param childPredictor the new child |
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| 173 | */ |
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| 174 | public void setChildForBranch(int branchNum, PredictionNode childPredictor) { |
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| 175 | |
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| 176 | children[branchNum] = childPredictor; |
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| 177 | } |
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| 178 | |
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| 179 | /** |
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| 180 | * Gets the child for a branch of the split. |
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| 181 | * |
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| 182 | * @param branchNum the branch to get the child for |
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| 183 | * @return the child |
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| 184 | */ |
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| 185 | public PredictionNode getChildForBranch(int branchNum) { |
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| 186 | |
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| 187 | return children[branchNum]; |
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| 188 | } |
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| 189 | |
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| 190 | /** |
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| 191 | * Clones this node. Performs a deep copy, recursing through the tree. |
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| 192 | * |
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| 193 | * @return a clone |
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| 194 | */ |
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| 195 | public Object clone() { |
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| 196 | |
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| 197 | TwoWayNominalSplit clone = new TwoWayNominalSplit(attIndex, trueSplitValue); |
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| 198 | clone.orderAdded = orderAdded; |
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| 199 | if (children[0] != null) |
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| 200 | clone.setChildForBranch(0, (PredictionNode) children[0].clone()); |
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| 201 | if (children[1] != null) |
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| 202 | clone.setChildForBranch(1, (PredictionNode) children[1].clone()); |
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| 203 | return clone; |
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| 204 | } |
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| 205 | |
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| 206 | /** |
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| 207 | * Returns the revision string. |
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| 208 | * |
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| 209 | * @return the revision |
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| 210 | */ |
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| 211 | public String getRevision() { |
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| 212 | return RevisionUtils.extract("$Revision: 1.6 $"); |
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| 213 | } |
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| 214 | } |
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