attributeselectionpanel.java

一个数据挖掘软件ALPHAMINERR的整个过程的JAVA版源代码

/*
 *    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.
 */

/*
 *    AttributeSelectionPanel.java
 *    Copyright (C) 1999 Mark Hall
 *
 */


package weka.gui.explorer;

import java.awt.BorderLayout;
import java.awt.Dimension;
import java.awt.Font;
import java.awt.GridBagConstraints;
import java.awt.GridBagLayout;
import java.awt.GridLayout;
import java.awt.Insets;
import java.awt.Point;
import java.awt.event.ActionEvent;
import java.awt.event.ActionListener;
import java.awt.event.InputEvent;
import java.awt.event.MouseAdapter;
import java.awt.event.MouseEvent;
import java.beans.PropertyChangeEvent;
import java.beans.PropertyChangeListener;
import java.text.SimpleDateFormat;
import java.util.Date;
import java.util.Random;

import javax.swing.BorderFactory;
import javax.swing.ButtonGroup;
import javax.swing.DefaultComboBoxModel;
import javax.swing.JButton;
import javax.swing.JComboBox;
import javax.swing.JLabel;
import javax.swing.JMenuItem;
import javax.swing.JPanel;
import javax.swing.JPopupMenu;
import javax.swing.JRadioButton;
import javax.swing.JScrollPane;
import javax.swing.JTextArea;
import javax.swing.JTextField;
import javax.swing.JViewport;
import javax.swing.SwingConstants;
import javax.swing.event.ChangeEvent;
import javax.swing.event.ChangeListener;

import weka.attributeSelection.ASEvaluation;
import weka.attributeSelection.ASSearch;
import weka.attributeSelection.AttributeSelection;
import weka.attributeSelection.AttributeTransformer;
import weka.core.Attribute;
import weka.core.FastVector;
import weka.core.Instances;
import weka.core.OptionHandler;
import weka.core.Utils;
import weka.gui.FileEditor;
import weka.gui.GenericObjectEditor;
import weka.gui.Logger;
import weka.gui.PropertyPanel;
import weka.gui.ResultHistoryPanel;
import weka.gui.SaveBuffer;
import weka.gui.SysErrLog;
import weka.gui.TaskLogger;
import weka.gui.visualize.MatrixPanel;

/** 
 * This panel allows the user to select and configure an attribute
 * evaluator and a search method, set the
 * attribute of the current dataset to be used as the class, and perform
 * attribute selection using one of two  selection modes (select using all the
 * training data or perform a n-fold cross validation---on each trial
 * selecting features using n-1 folds of the data).
 * The results of attribute selection runs are stored in a results history
 * so that previous results are accessible.
 *
 * @author Mark Hall ([e-mail])
 * @version $Revision$
 */
public class AttributeSelectionPanel extends JPanel {

  /** Lets the user configure the attribute evaluator */
  protected GenericObjectEditor m_AttributeEvaluatorEditor =
    new GenericObjectEditor();

  /** Lets the user configure the search method */
  protected GenericObjectEditor m_AttributeSearchEditor = 
    new GenericObjectEditor();

  /** The panel showing the current attribute evaluation method */
  protected PropertyPanel m_AEEPanel = 
    new PropertyPanel(m_AttributeEvaluatorEditor);

  /** The panel showing the current search method */
  protected PropertyPanel m_ASEPanel = 
    new PropertyPanel(m_AttributeSearchEditor);
  
  /** The output area for attribute selection results */
  protected JTextArea m_OutText = new JTextArea(20, 40);

  /** The destination for log/status messages */
  protected Logger m_Log = new SysErrLog();

  /** The buffer saving object for saving output */
  SaveBuffer m_SaveOut = new SaveBuffer(m_Log, this);

  /** A panel controlling results viewing */
  protected ResultHistoryPanel m_History = new ResultHistoryPanel(m_OutText);

  /** Lets the user select the class column */
  protected JComboBox m_ClassCombo = new JComboBox();

  /** Click to set evaluation mode to cross-validation */
  protected JRadioButton m_CVBut = new JRadioButton("Cross-validation");

  /** Click to set test mode to test on training data */
  protected JRadioButton m_TrainBut = 
    new JRadioButton("Use full training set");

  /** Label by where the cv folds are entered */
  protected JLabel m_CVLab = new JLabel("Folds", SwingConstants.RIGHT);

  /** The field where the cv folds are entered */
  protected JTextField m_CVText = new JTextField("10");

  /** Label by where cv random seed is entered */
  protected JLabel m_SeedLab = new JLabel("Seed",SwingConstants.RIGHT);

  /** The field where the seed value is entered */
  protected JTextField m_SeedText = new JTextField("1");

  /**
   * Alters the enabled/disabled status of elements associated with each
   * radio button
   */
  ActionListener m_RadioListener = new ActionListener() {
    public void actionPerformed(ActionEvent e) {
      updateRadioLinks();
    }
  };

  /** Click to start running the attribute selector */
  protected JButton m_StartBut = new JButton("Start");

  /** Click to stop a running classifier */
  protected JButton m_StopBut = new JButton("Stop");

 /** Stop the class combo from taking up to much space */
  private Dimension COMBO_SIZE = new Dimension(150, m_StartBut
					       .getPreferredSize().height);
  
  /** The main set of instances we're playing with */
  protected Instances m_Instances;

  /** A thread that attribute selection runs in */
  protected Thread m_RunThread;

  /* Register the property editors we need */
  static {
    java.beans.PropertyEditorManager
      .registerEditor(java.io.File.class,
                      FileEditor.class);
    java.beans.PropertyEditorManager
      .registerEditor(weka.core.SelectedTag.class,
		      weka.gui.SelectedTagEditor.class);
    java.beans.PropertyEditorManager
      .registerEditor(weka.filters.Filter.class,
		      weka.gui.GenericObjectEditor.class);
    java.beans.PropertyEditorManager
      .registerEditor(weka.classifiers.Classifier [].class,
		      weka.gui.GenericArrayEditor.class);
    java.beans.PropertyEditorManager
      .registerEditor(Object [].class,
		      weka.gui.GenericArrayEditor.class);
    java.beans.PropertyEditorManager
      .registerEditor(weka.classifiers.Classifier.class,
		      weka.gui.GenericObjectEditor.class);
    java.beans.PropertyEditorManager
      .registerEditor(weka.attributeSelection.ASEvaluation.class,
		      weka.gui.GenericObjectEditor.class);
    java.beans.PropertyEditorManager
      .registerEditor(weka.attributeSelection.ASSearch.class,
		      weka.gui.GenericObjectEditor.class);
  }
  
  /**
   * Creates the classifier panel
   */
  public AttributeSelectionPanel() {

    // Connect / configure the components
    m_OutText.setEditable(false);
    m_OutText.setFont(new Font("Monospaced", Font.PLAIN, 12));
    m_OutText.setBorder(BorderFactory.createEmptyBorder(5, 5, 5, 5));
    m_OutText.addMouseListener(new MouseAdapter() {
      public void mouseClicked(MouseEvent e) {
	if ((e.getModifiers() & InputEvent.BUTTON1_MASK)
	    != InputEvent.BUTTON1_MASK) {
	  m_OutText.selectAll();
	}
      }
    });
    m_History.setBorder(BorderFactory.createTitledBorder("Result list (right-click for options)"));
    m_AttributeEvaluatorEditor.setClassType(ASEvaluation.class);
    m_AttributeEvaluatorEditor.setValue(new weka.attributeSelection.
					CfsSubsetEval());
    m_AttributeEvaluatorEditor.
      addPropertyChangeListener(new PropertyChangeListener() {
      public void propertyChange(PropertyChangeEvent e) {
	updateRadioLinks();
	repaint();
      }
    });

    m_AttributeSearchEditor.setClassType(ASSearch.class);
    m_AttributeSearchEditor.setValue(new weka.attributeSelection.BestFirst());
    m_AttributeSearchEditor.
      addPropertyChangeListener(new PropertyChangeListener() {
	public void propertyChange(PropertyChangeEvent e) {
	  repaint();
	}
      });

    m_ClassCombo.setToolTipText("Select the attribute to use as the class");
    m_TrainBut.setToolTipText("select attributes using the full training "
			      + "dataset");
    m_CVBut.setToolTipText("Perform a n-fold cross-validation");

    m_StartBut.setToolTipText("Starts attribute selection");
    m_StopBut.setToolTipText("Stops a attribute selection task");
    
    m_ClassCombo.setPreferredSize(COMBO_SIZE);
    m_ClassCombo.setMaximumSize(COMBO_SIZE);
    m_ClassCombo.setMinimumSize(COMBO_SIZE);
    m_History.setPreferredSize(COMBO_SIZE);
    m_History.setMaximumSize(COMBO_SIZE);
    m_History.setMinimumSize(COMBO_SIZE);
    
    m_ClassCombo.setEnabled(false);
    m_TrainBut.setSelected(true);
    updateRadioLinks();
    ButtonGroup bg = new ButtonGroup();
    bg.add(m_TrainBut);
    bg.add(m_CVBut);

    m_TrainBut.addActionListener(m_RadioListener);
    m_CVBut.addActionListener(m_RadioListener);

    m_StartBut.setEnabled(false);
    m_StopBut.setEnabled(false);

    m_StartBut.addActionListener(new ActionListener() {
      public void actionPerformed(ActionEvent e) {
	startAttributeSelection();
      }
    });
    m_StopBut.addActionListener(new ActionListener() {
      public void actionPerformed(ActionEvent e) {
	stopAttributeSelection();
      }
    });
    
    m_History.setHandleRightClicks(false);
    // see if we can popup a menu for the selected result
    m_History.getList().addMouseListener(new MouseAdapter() {
	public void mouseClicked(MouseEvent e) {
	  if (((e.getModifiers() & InputEvent.BUTTON1_MASK)
	       != InputEvent.BUTTON1_MASK) || e.isAltDown()) {
	    int index = m_History.getList().locationToIndex(e.getPoint());
	    if (index != -1) {
	      String name = m_History.getNameAtIndex(index);
	      visualize(name, e.getX(), e.getY());
	    } else {
	      visualize(null, e.getX(), e.getY());
	    }
	  }
	}
      });

    // Layout the GUI
    JPanel p1 = new JPanel();
    p1.setBorder(BorderFactory.createCompoundBorder(
		 BorderFactory.createTitledBorder("Attribute Evaluator"),
		 BorderFactory.createEmptyBorder(0, 5, 5, 5)
		 ));
    p1.setLayout(new BorderLayout());
    p1.add(m_AEEPanel, BorderLayout.NORTH);

    JPanel p1_1 = new JPanel();
    p1_1.setBorder(BorderFactory.createCompoundBorder(
		 BorderFactory.createTitledBorder("Search Method"),
		 BorderFactory.createEmptyBorder(0, 5, 5, 5)
		 ));
    p1_1.setLayout(new BorderLayout());
    p1_1.add(m_ASEPanel, BorderLayout.NORTH);

    JPanel p_new = new JPanel();
    p_new.setLayout(new BorderLayout());
    p_new.add(p1, BorderLayout.NORTH);
    p_new.add(p1_1, BorderLayout.CENTER);

    JPanel p2 = new JPanel();
    GridBagLayout gbL = new GridBagLayout();
    p2.setLayout(gbL);
    p2.setBorder(BorderFactory.createCompoundBorder(
		 BorderFactory.createTitledBorder("Attribute Selection Mode"),
		 BorderFactory.createEmptyBorder(0, 5, 5, 5)
		 ));
    GridBagConstraints gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.WEST;
    gbC.gridy = 2;     gbC.gridx = 0;
    gbL.setConstraints(m_TrainBut, gbC);
    p2.add(m_TrainBut);

    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.WEST;
    gbC.gridy = 4;     gbC.gridx = 0;
    gbL.setConstraints(m_CVBut, gbC);
    p2.add(m_CVBut);

    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.EAST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 4;     gbC.gridx = 1;
    gbC.insets = new Insets(2, 10, 2, 10);
    gbL.setConstraints(m_CVLab, gbC);
    p2.add(m_CVLab);

    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.EAST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 4;     gbC.gridx = 2;  gbC.weightx = 100;
    gbC.ipadx = 20;
    gbL.setConstraints(m_CVText, gbC);
    p2.add(m_CVText);

    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.EAST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 6;     gbC.gridx = 1;
    gbC.insets = new Insets(2, 10, 2, 10);
    gbL.setConstraints(m_SeedLab, gbC);
    p2.add(m_SeedLab);

    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.EAST;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 6;     gbC.gridx = 2;  gbC.weightx = 100;
    gbC.ipadx = 20;
    gbL.setConstraints(m_SeedText, gbC);
    p2.add(m_SeedText);


    JPanel buttons = new JPanel();
    buttons.setLayout(new GridLayout(2, 2));
    buttons.add(m_ClassCombo);
    m_ClassCombo.setBorder(BorderFactory.createEmptyBorder(5, 5, 5, 5));
    JPanel ssButs = new JPanel();
    ssButs.setBorder(BorderFactory.createEmptyBorder(5, 5, 5, 5));
    ssButs.setLayout(new GridLayout(1, 2, 5, 5));
    ssButs.add(m_StartBut);
    ssButs.add(m_StopBut);
    buttons.add(ssButs);
    
    JPanel p3 = new JPanel();
    p3.setBorder(BorderFactory.
		 createTitledBorder("Attribute selection output"));
    p3.setLayout(new BorderLayout());
    final JScrollPane js = new JScrollPane(m_OutText);
    p3.add(js, BorderLayout.CENTER);
    js.getViewport().addChangeListener(new ChangeListener() {
      private int lastHeight;
      public void stateChanged(ChangeEvent e) {
	JViewport vp = (JViewport)e.getSource();
	int h = vp.getViewSize().height; 
	if (h != lastHeight) { // i.e. an addition not just a user scrolling
	  lastHeight = h;
	  int x = h - vp.getExtentSize().height;
	  vp.setViewPosition(new Point(0, x));
	}
      }
    });

    JPanel mondo = new JPanel();
    gbL = new GridBagLayout();
    mondo.setLayout(gbL);
    gbC = new GridBagConstraints();
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 0;     gbC.gridx = 0; gbC.weightx = 0;
    gbL.setConstraints(p2, gbC);
    mondo.add(p2);
    gbC = new GridBagConstraints();
    gbC.anchor = GridBagConstraints.NORTH;
    gbC.fill = GridBagConstraints.HORIZONTAL;
    gbC.gridy = 1;     gbC.gridx = 0; gbC.weightx = 0;
    gbL.setConstraints(buttons, gbC);
    mondo.add(buttons);
    gbC = new GridBagConstraints();
    gbC.fill = GridBagConstraints.BOTH;
    gbC.gridy = 2;     gbC.gridx = 0; gbC.weightx = 0; gbC.weighty = 100;
    gbL.setConstraints(m_History, gbC);
    mondo.add(m_History);
    gbC = new GridBagConstraints();
    gbC.fill = GridBagConstraints.BOTH;
    gbC.gridy = 0;     gbC.gridx = 1;
    gbC.gridheight = 3;
    gbC.weightx = 100; gbC.weighty = 100;
    gbL.setConstraints(p3, gbC);
    mondo.add(p3);

    setLayout(new BorderLayout());
    add(p_new, BorderLayout.NORTH);
    add(mondo, BorderLayout.CENTER);
  }

  
  /**
   * Updates the enabled status of the input fields and labels.
   */
  protected void updateRadioLinks() {
    m_CVBut.setEnabled(true);
    m_CVText.setEnabled(m_CVBut.isSelected());
    m_CVLab.setEnabled(m_CVBut.isSelected());
    m_SeedText.setEnabled(m_CVBut.isSelected());