/*
* 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.
*/
/*
* SelectRandom.java
* Copyright (C) 2009-2010 Aristotle University of Thessaloniki, Thessaloniki, Greece
*/
package mulan.transformations.multiclass;
import java.util.List;
import weka.core.Instance;
import java.util.ArrayList;
import java.util.logging.Level;
import java.util.logging.Logger;
import mulan.transformations.RemoveAllLabels;
/**
* Class that implement the Select-Random transformation method
* @author Stavros
*/
public class SelectRandom extends MultiClassTransformationBase {
/**
* Transforms a multi-label example to a list containing a single-label
* multi-class example by randomly selecting one of the labels
*
* @param instance the multi-label example
* @return the list with the single-label multi-class example
*/
List<Instance> transformInstance(Instance instance) {
ArrayList<Integer> labels = new ArrayList<Integer>();
for (int counter = 0; counter < numOfLabels; counter++) {
if (instance.attribute(labelIndices[counter]).value((int) instance.value(labelIndices[counter])).equals("1")) {
labels.add(counter);
}
}
int randomLabel = labels.get((int) (Math.random() * labels.size()));
Instance transformed = null;
try {
transformed = RemoveAllLabels.transformInstance(instance, labelIndices);
transformed.setDataset(null);
transformed.insertAttributeAt(transformed.numAttributes());
transformed.setValue(transformed.numAttributes() - 1, randomLabel);
} catch (Exception ex) {
Logger.getLogger(Copy.class.getName()).log(Level.SEVERE, null, ex);
}
List<Instance> result = new ArrayList<Instance>();
result.add(transformed);
return result;
}
}