/*
* 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.
*/
/*
* Associator.java
* Copyright (C) 1999 Eibe Frank
*
*/
package weka.associations;
import java.io.Serializable;
import weka.core.Instance;
import weka.core.Instances;
import weka.core.SerializedObject;
import weka.core.Utils;
/**
* Abstract scheme for learning associations. All schemes for learning
* associations implemement this class
*
* @author Eibe Frank (eibe@cs.waikato.ac.nz)
* @version $Revision: 1.1.1.1 $
*/
public abstract class Associator implements Cloneable, Serializable {
/**
* Generates an associator. Must initialize all fields of the associator
* that are not being set via options (ie. multiple calls of buildAssociator
* must always lead to the same result). Must not change the dataset
* in any way.
*
* @param data set of instances serving as training data
* @exception Exception if the associator has not been
* generated successfully
*/
public abstract void buildAssociations(Instances data) throws Exception;
/**
* Creates a new instance of a associator given it's class name and
* (optional) arguments to pass to it's setOptions method. If the
* associator implements OptionHandler and the options parameter is
* non-null, the associator will have it's options set.
*
* @param associatorName the fully qualified class name of the associator
* @param options an array of options suitable for passing to setOptions. May
* be null.
* @return the newly created associator, ready for use.
* @exception Exception if the associator name is invalid, or the options
* supplied are not acceptable to the associator
*/
public static Associator forName(String associatorName,
String [] options) throws Exception {
return (Associator)Utils.forName(Associator.class,
associatorName,
options);
}
/**
* Creates copies of the current associator. Note that this method
* now uses Serialization to perform a deep copy, so the Associator
* object must be fully Serializable. Any currently built model will
* now be copied as well.
*
* @param model an example associator to copy
* @param num the number of associators copies to create.
* @return an array of associators.
* @exception Exception if an error occurs
*/
public static Associator [] makeCopies(Associator model,
int num) throws Exception {
if (model == null) {
throw new Exception("No model associator set");
}
Associator [] associators = new Associator [num];
SerializedObject so = new SerializedObject(model);
for(int i = 0; i < associators.length; i++) {
associators[i] = (Associator) so.getObject();
}
return associators;
}
}