/*
* RapidMiner
*
* Copyright (C) 2001-2008 by Rapid-I and the contributors
*
* Complete list of developers available at our web site:
*
* http://rapid-i.com
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU Affero General Public License as published by
* the Free Software Foundation, either version 3 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 Affero General Public License for more details.
*
* You should have received a copy of the GNU Affero General Public License
* along with this program. If not, see http://www.gnu.org/licenses/.
*/
package com.rapidminer.operator.features.selection;
import java.util.LinkedList;
import java.util.List;
import com.rapidminer.example.Attribute;
import com.rapidminer.example.set.AttributeWeightedExampleSet;
import com.rapidminer.operator.features.Individual;
import com.rapidminer.operator.features.IndividualOperator;
/**
* This PopulationOperator realises forward selection, i.e. creates a list of
* clones of each individual and switches on one attribute in each of the
* clones. In contrast to the normal forward selection this one actually selects
* attributes instead of completely adding them. Although this might use more
* memory for simple selection tasks this might be necessary in case of
* FeatureOperators which generate new attributes.
*
* @author Ingo Mierswa
* @version $Id: SwitchingForwardSelection.java,v 1.1 2006/04/14 11:42:27
* ingomierswa Exp $
*/
public class SwitchingForwardSelection extends IndividualOperator {
public List<Individual> operate(Individual individual) {
AttributeWeightedExampleSet exampleSet = individual.getExampleSet();
List<Individual> l = new LinkedList<Individual>();
for (Attribute attribute : exampleSet.getAttributes()) {
if (!exampleSet.isAttributeUsed(attribute)) {
AttributeWeightedExampleSet nes = (AttributeWeightedExampleSet) exampleSet.clone();
nes.setAttributeUsed(attribute, true);
l.add(new Individual(nes));
}
}
return l;
}
}