/*
* Copyright (C) 2008-2015 by Holger Arndt
*
* This file is part of the Java Data Mining Package (JDMP).
* See the NOTICE file distributed with this work for additional
* information regarding copyright ownership and licensing.
*
* JDMP is free software; you can redistribute it and/or modify
* it under the terms of the GNU Lesser General Public License as
* published by the Free Software Foundation; either version 2
* of the License, or (at your option) any later version.
*
* JDMP 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 Lesser General Public License for more details.
*
* You should have received a copy of the GNU Lesser General Public
* License along with JDMP; if not, write to the
* Free Software Foundation, Inc., 51 Franklin St, Fifth Floor,
* Boston, MA 02110-1301 USA
*/
package org.jdmp.gui.dataset.actions;
import javax.swing.Action;
import javax.swing.JComponent;
import org.jdmp.core.algorithm.compression.Compressor;
import org.jdmp.core.algorithm.compression.PCA;
import org.jdmp.core.dataset.ListDataSet;
import org.ujmp.core.interfaces.GUIObject;
import org.ujmp.gui.actions.AbstractObjectAction;
import org.ujmp.gui.util.GUIUtil;
public class PCAAction extends AbstractObjectAction {
private static final long serialVersionUID = 8353299127855271999L;
public PCAAction(JComponent c, GUIObject i) {
super(c, i);
putValue(Action.NAME, "PCA");
putValue(Action.SHORT_DESCRIPTION, "Compress a DataSet using Principal Component Analysis");
}
public Object call() {
try {
ListDataSet ds = (ListDataSet) getCoreObject();
Compressor c = new PCA(GUIUtil.getInt("number of dimensions", 1, ds.getFeatureCount()));
c.train(ds);
c.compress(ds);
c.decompress(ds);
} catch (Exception e) {
e.printStackTrace();
}
return null;
}
}
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