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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