weka.associations.CARuleMiner Maven / Gradle / Ivy
/*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation; either version 2 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA.
*/
/*
* CARuleMiner.java
* Copyright (C) 2004 University of Waikato, Hamilton, New Zealand
*
*/
package weka.associations;
import weka.core.FastVector;
import weka.core.Instances;
import weka.core.OptionHandler;
/**
* Interface for learning class association rules. All schemes for learning
* class association rules implemement this interface.
*
* @author Stefan Mutter ([email protected])
* @version $Revision: 1.3 $
*/
public interface CARuleMiner extends OptionHandler {
/**
* Method for mining class association rules.
* Must initialize all fields of the CARuleMiner that are not being set via options (ie. multiple calls of mineCARs
* must always lead to the same result). Must not change the dataset in any way.
* @param data the insatnces for which class association rules are mined
* @throws Exception throws exception if class association rules cannot be mined
* @return class association rules and their scoring metric in an FastVector array
*/
public FastVector[] mineCARs(Instances data) throws Exception;
/**
* Gets the instances without the class attribute
* @return the instances withoput the class attribute
*/
public Instances getInstancesNoClass();
/**
* Gets the class attribute and its values for all instances
* @return the class attribute and its values for all instances
*/
public Instances getInstancesOnlyClass();
/**
* Gets name of the scoring metric used for car mining
* @return string containing the name of the scoring metric
*/
public String metricString();
/**
* Sets the class index for the class association rule miner
* @param index the class index
*/
public void setClassIndex(int index);
}
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