[29] | 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 | * CARuleMiner.java |
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| 19 | * Copyright (C) 2004 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.associations; |
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| 24 | |
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| 25 | import weka.core.FastVector; |
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| 26 | import weka.core.Instances; |
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| 27 | import weka.core.OptionHandler; |
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| 28 | |
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| 29 | /** |
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| 30 | * Interface for learning class association rules. All schemes for learning |
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| 31 | * class association rules implemement this interface. |
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| 32 | * |
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| 33 | * @author Stefan Mutter (mutter@cs.waikato.ac.nz) |
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| 34 | * @version $Revision: 1.3 $ |
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| 35 | */ |
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| 36 | public interface CARuleMiner extends OptionHandler { |
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| 37 | |
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| 38 | /** |
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| 39 | * Method for mining class association rules. |
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| 40 | * Must initialize all fields of the CARuleMiner that are not being set via options (ie. multiple calls of mineCARs |
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| 41 | * must always lead to the same result). Must not change the dataset in any way. |
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| 42 | * @param data the insatnces for which class association rules are mined |
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| 43 | * @throws Exception throws exception if class association rules cannot be mined |
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| 44 | * @return class association rules and their scoring metric in an FastVector array |
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| 45 | */ |
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| 46 | public FastVector[] mineCARs(Instances data) throws Exception; |
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| 47 | |
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| 48 | /** |
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| 49 | * Gets the instances without the class attribute |
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| 50 | * @return the instances withoput the class attribute |
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| 51 | */ |
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| 52 | public Instances getInstancesNoClass(); |
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| 53 | |
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| 54 | /** |
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| 55 | * Gets the class attribute and its values for all instances |
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| 56 | * @return the class attribute and its values for all instances |
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| 57 | */ |
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| 58 | public Instances getInstancesOnlyClass(); |
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| 59 | |
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| 60 | /** |
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| 61 | * Gets name of the scoring metric used for car mining |
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| 62 | * @return string containing the name of the scoring metric |
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| 63 | */ |
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| 64 | public String metricString(); |
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| 65 | |
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| 66 | /** |
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| 67 | * Sets the class index for the class association rule miner |
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| 68 | * @param index the class index |
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| 69 | */ |
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| 70 | public void setClassIndex(int index); |
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| 71 | |
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| 72 | } |
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