forwardselection.java

一个很好的LIBSVM的JAVA源码。对于要研究和改进SVM算法的学者。可以参考。来自数据挖掘工具YALE工具包。

/*
 *  YALE - Yet Another Learning Environment
 *  Copyright (C) 2001-2004
 *      Simon Fischer, Ralf Klinkenberg, Ingo Mierswa, 
 *          Katharina Morik, Oliver Ritthoff
 *      Artificial Intelligence Unit
 *      Computer Science Department
 *      University of Dortmund
 *      44221 Dortmund,  Germany
 *  email: [e-mail]
 *  web:   http://yale.cs.uni-dortmund.de/
 *
 *  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., 59 Temple Place, Suite 330, Boston, MA 02111-1307
 *  USA.
 */
package edu.udo.cs.yale.operator.features;

import edu.udo.cs.yale.example.AttributeWeightedExampleSet;

import java.util.LinkedList;
import java.util.List;

/** This PopulationOperator realises forwward selection, i.e. creates a list of clones of each individual
 *  and switches on one attribute in each of the clones.
 *
 *  @author simon, ingo
 *  @version $Id: ForwardSelection.java,v 2.9 2004/08/29 20:51:03 ingomierswa Exp $
 */
public class ForwardSelection extends IndividualOperator {

    public List operate(AttributeWeightedExampleSet exampleSet) {
	List l = new LinkedList();
	for (int i = 0; i < exampleSet.getNumberOfAttributes(); i++) {
	    if (!exampleSet.isAttributeUsed(i)) {
		AttributeWeightedExampleSet nes = (AttributeWeightedExampleSet)exampleSet.clone();
		i = nes.flipAttributeUsed(i);
		l.add(nes);
	    }
	}
	return l;
    }
}