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 | * Splitter.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.Instance; |
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26 | import weka.core.Instances; |
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27 | import weka.core.RevisionHandler; |
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28 | |
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29 | import java.io.Serializable; |
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30 | |
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31 | /** |
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32 | * Abstract class representing a splitter node in an alternating tree. |
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33 | * |
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34 | * @author Richard Kirkby (rkirkby@cs.waikato.ac.nz) |
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35 | * @version $Revision: 1.5 $ |
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36 | */ |
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37 | public abstract class Splitter |
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38 | implements Serializable, Cloneable, RevisionHandler { |
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39 | |
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40 | /** for serialization */ |
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41 | private static final long serialVersionUID = 8190449848490055L; |
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42 | |
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43 | /** The number this node was in the order of nodes added to the tree */ |
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44 | public int orderAdded; |
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45 | |
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46 | /** |
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47 | * Gets the number of branches of the split. |
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48 | * |
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49 | * @return the number of branches |
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50 | */ |
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51 | public abstract int getNumOfBranches(); |
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52 | |
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53 | /** |
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54 | * Gets the index of the branch that an instance applies to. Returns -1 if no branches |
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55 | * apply. |
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56 | * |
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57 | * @param i the instance |
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58 | * @return the branch index |
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59 | */ |
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60 | public abstract int branchInstanceGoesDown(Instance i); |
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61 | |
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62 | /** |
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63 | * Gets the subset of instances that apply to a particluar branch of the split. If the |
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64 | * branch index is -1, the subset will consist of those instances that don't apply to |
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65 | * any branch. |
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66 | * |
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67 | * @param branch the index of the branch |
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68 | * @param sourceInstances the instances from which to find the subset |
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69 | * @return the set of instances that apply |
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70 | */ |
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71 | public abstract ReferenceInstances instancesDownBranch(int branch, Instances sourceInstances); |
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72 | |
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73 | /** |
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74 | * Gets the string describing the attributes the split depends on. |
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75 | * i.e. the left hand side of the description of the split. |
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76 | * |
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77 | * @param dataset the dataset that the split is based on |
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78 | * @return a string describing the attributes |
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79 | */ |
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80 | public abstract String attributeString(Instances dataset); |
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81 | |
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82 | /** |
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83 | * Gets the string describing the comparision the split depends on for a particular |
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84 | * branch. i.e. the right hand side of the description of the split. |
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85 | * |
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86 | * @param branchNum the branch of the split |
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87 | * @param dataset the dataset that the split is based on |
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88 | * @return a string describing the comparison |
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89 | */ |
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90 | public abstract String comparisonString(int branchNum, Instances dataset); |
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91 | |
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92 | /** |
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93 | * Tests whether two splitters are equivalent. |
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94 | * |
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95 | * @param compare the splitter to compare with |
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96 | * @return whether or not they match |
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97 | */ |
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98 | public abstract boolean equalTo(Splitter compare); |
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99 | |
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100 | /** |
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101 | * Sets the child for a branch of the split. |
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102 | * |
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103 | * @param branchNum the branch to set the child for |
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104 | * @param childPredictor the new child |
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105 | */ |
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106 | public abstract void setChildForBranch(int branchNum, PredictionNode childPredictor); |
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107 | |
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108 | /** |
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109 | * Gets the child for a branch of the split. |
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110 | * |
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111 | * @param branchNum the branch to get the child for |
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112 | * @return the child |
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113 | */ |
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114 | public abstract PredictionNode getChildForBranch(int branchNum); |
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115 | |
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116 | /** |
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117 | * Clones this node. Performs a deep copy, recursing through the tree. |
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118 | * |
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119 | * @return a clone |
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120 | */ |
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121 | public abstract Object clone(); |
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122 | } |
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