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 | * KDTreeNode.java |
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19 | * Copyright (C) 2007 University of Waikato, Hamilton, New Zealand |
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20 | */ |
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21 | |
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22 | package weka.core.neighboursearch.kdtrees; |
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23 | |
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24 | import weka.core.RevisionHandler; |
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25 | import weka.core.RevisionUtils; |
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26 | |
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27 | import java.io.Serializable; |
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28 | |
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29 | /** |
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30 | * A class representing a KDTree node. A node does not explicitly |
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31 | * store the instances that it contains. Instead, it only stores |
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32 | * the start and end index of a portion in a master index array. Each |
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33 | * node is assigned a portion in the master index array that stores |
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34 | * the indices of the instances that the node contains. Every time a |
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35 | * node is split by the KDTree's contruction method, the instances of |
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36 | * its left child are moved to the left and the instances of its |
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37 | * right child are moved to the right, in the portion of the master |
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38 | * index array belonging to the node. The start and end index in each |
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39 | * of its children are then set accordingly within that portion so |
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40 | * that each have their own portion which contains their instances. |
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41 | * P.S.: The master index array is only stored in KDTree class. |
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42 | * |
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43 | * @author Ashraf M. Kibriya (amk14[at-the-rate]cs[dot]waikato[dot]ac[dot]nz) |
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44 | * @version $Revision: 5953 $ |
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45 | */ |
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46 | public class KDTreeNode |
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47 | implements Serializable, RevisionHandler { |
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48 | |
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49 | /** for serialization. */ |
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50 | private static final long serialVersionUID = -3660396067582792648L; |
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51 | |
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52 | /** node number (only for debug). */ |
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53 | public int m_NodeNumber; |
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54 | |
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55 | /** left subtree; contains instances with smaller or equal to split value. */ |
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56 | public KDTreeNode m_Left = null; |
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57 | |
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58 | /** right subtree; contains instances with larger than split value. */ |
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59 | public KDTreeNode m_Right = null; |
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60 | |
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61 | /** value to split on. */ |
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62 | public double m_SplitValue; |
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63 | |
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64 | /** attribute to split on. */ |
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65 | public int m_SplitDim; |
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66 | |
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67 | /** |
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68 | * lowest and highest value and width (= high - low) for each |
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69 | * dimension. |
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70 | */ |
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71 | public double[][] m_NodeRanges; |
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72 | |
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73 | /** |
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74 | * The lo and high bounds of the hyper rectangle described by the |
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75 | * node. |
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76 | */ |
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77 | public double[][] m_NodesRectBounds; |
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78 | |
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79 | /** |
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80 | * The start index of the portion of the master index array, |
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81 | * which stores the indices of the instances/points the node |
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82 | * contains. |
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83 | */ |
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84 | public int m_Start = 0; |
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85 | |
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86 | /** |
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87 | * The end index of the portion of the master index array, |
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88 | * which stores indices of the instances/points the node |
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89 | * contains. |
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90 | */ |
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91 | public int m_End = 0; |
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92 | |
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93 | /** |
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94 | * Constructor. |
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95 | */ |
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96 | public KDTreeNode() {} |
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97 | |
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98 | /** |
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99 | * Constructor. |
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100 | * |
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101 | * @param nodeNum The node number/id. |
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102 | * @param startidx The start index of node's portion |
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103 | * in master index array. |
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104 | * @param endidx The start index of node's portion |
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105 | * in master index array. |
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106 | * @param nodeRanges The attribute ranges of the |
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107 | * Instances/points contained in this node. |
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108 | */ |
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109 | public KDTreeNode(int nodeNum, int startidx, int endidx, double[][] nodeRanges) { |
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110 | m_NodeNumber = nodeNum; |
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111 | m_Start = startidx; m_End = endidx; |
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112 | m_NodeRanges = nodeRanges; |
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113 | } |
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114 | |
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115 | /** |
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116 | * |
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117 | * @param nodeNum The node number/id. |
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118 | * @param startidx The start index of node's portion |
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119 | * in master index array. |
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120 | * @param endidx The start index of node's portion |
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121 | * in master index array. |
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122 | * @param nodeRanges The attribute ranges of the |
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123 | * Instances/points contained in this node. |
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124 | * @param rectBounds The range of the rectangular |
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125 | * region in the point space that this node |
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126 | * represents (points inside this rectangular |
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127 | * region can have different range). |
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128 | */ |
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129 | public KDTreeNode(int nodeNum, int startidx, int endidx, double[][] nodeRanges, double[][] rectBounds) { |
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130 | m_NodeNumber = nodeNum; |
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131 | m_Start = startidx; m_End = endidx; |
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132 | m_NodeRanges = nodeRanges; |
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133 | m_NodesRectBounds = rectBounds; |
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134 | } |
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135 | |
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136 | /** |
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137 | * Gets the splitting dimension. |
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138 | * |
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139 | * @return splitting dimension |
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140 | */ |
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141 | public int getSplitDim() { |
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142 | return m_SplitDim; |
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143 | } |
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144 | |
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145 | /** |
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146 | * Gets the splitting value. |
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147 | * |
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148 | * @return splitting value |
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149 | */ |
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150 | public double getSplitValue() { |
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151 | return m_SplitValue; |
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152 | } |
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153 | |
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154 | /** |
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155 | * Checks if node is a leaf. |
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156 | * |
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157 | * @return true if it is a leaf |
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158 | */ |
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159 | public boolean isALeaf() { |
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160 | return (m_Left == null); |
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161 | } |
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162 | |
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163 | /** |
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164 | * Returns the number of Instances |
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165 | * in the rectangular region defined |
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166 | * by this node. |
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167 | * @return The number of instances in |
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168 | * this KDTreeNode. |
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169 | */ |
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170 | public int numInstances() { |
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171 | return (m_End-m_Start+1); |
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172 | } |
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173 | |
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174 | /** |
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175 | * Returns the revision string. |
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176 | * |
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177 | * @return the revision |
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178 | */ |
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179 | public String getRevision() { |
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180 | return RevisionUtils.extract("$Revision: 5953 $"); |
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181 | } |
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182 | } |
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