[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 | * Rule.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 | package weka.classifiers.rules; |
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| 23 | |
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| 24 | import weka.core.Copyable; |
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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 | import weka.core.WeightedInstancesHandler; |
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| 29 | |
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| 30 | import java.io.Serializable; |
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| 31 | |
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| 32 | /** |
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| 33 | * Abstract class of generic rule |
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| 34 | * |
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| 35 | * @author Xin Xu (xx5@cs.waikato.ac.nz) |
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| 36 | * @version $Revision: 1.8 $ |
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| 37 | */ |
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| 38 | public abstract class Rule |
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| 39 | implements WeightedInstancesHandler, Copyable, Serializable, RevisionHandler { |
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| 40 | |
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| 41 | /** for serialization */ |
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| 42 | private static final long serialVersionUID = 8815687740470471229L; |
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| 43 | |
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| 44 | /** |
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| 45 | * Get a shallow copy of this rule |
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| 46 | * |
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| 47 | * @return the copy |
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| 48 | */ |
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| 49 | public Object copy(){ return this;} |
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| 50 | |
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| 51 | /** |
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| 52 | * Whether the instance covered by this rule |
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| 53 | * |
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| 54 | * @param datum the instance in question |
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| 55 | * @return the boolean value indicating whether the instance |
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| 56 | * is covered by this rule |
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| 57 | */ |
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| 58 | public abstract boolean covers(Instance datum); |
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| 59 | |
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| 60 | /** |
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| 61 | * Build this rule |
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| 62 | * |
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| 63 | * @param data the data used to build the rule |
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| 64 | * @exception Exception if rule cannot be built |
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| 65 | */ |
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| 66 | public abstract void grow(Instances data) throws Exception; |
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| 67 | |
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| 68 | /** |
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| 69 | * Whether this rule has antecedents, i.e. whether it is a default rule |
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| 70 | * |
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| 71 | * @return the boolean value indicating whether the rule has antecedents |
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| 72 | */ |
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| 73 | public abstract boolean hasAntds(); |
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| 74 | |
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| 75 | /** |
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| 76 | * Get the consequent of this rule, i.e. the predicted class |
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| 77 | * |
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| 78 | * @return the consequent |
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| 79 | */ |
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| 80 | public abstract double getConsequent(); |
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| 81 | |
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| 82 | /** |
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| 83 | * The size of the rule. Could be number of antecedents in the case |
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| 84 | * of conjunctive rule |
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| 85 | * |
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| 86 | * @return the size of the rule |
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| 87 | */ |
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| 88 | public abstract double size(); |
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| 89 | } |
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