/* * RapidMiner * * Copyright (C) 2001-2011 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.gui.viewer; import java.awt.BorderLayout; import java.awt.FlowLayout; import java.awt.event.ActionEvent; import java.awt.event.ActionListener; import java.util.Random; import javax.swing.ButtonGroup; import javax.swing.JComponent; import javax.swing.JPanel; import javax.swing.JRadioButton; import com.rapidminer.datatable.DataTable; import com.rapidminer.datatable.SimpleDataTable; import com.rapidminer.datatable.SimpleDataTableRow; import com.rapidminer.example.Example; import com.rapidminer.example.ExampleSet; import com.rapidminer.gui.graphs.GraphViewer; import com.rapidminer.gui.graphs.SimilarityGraphCreator; import com.rapidminer.gui.plotter.PlotterConfigurationModel; import com.rapidminer.gui.plotter.charts.HistogramChart; import com.rapidminer.operator.similarity.SimilarityMeasureObject; import com.rapidminer.tools.math.similarity.DistanceMeasure; /** * Visualizes a similarity measure interactively. * * @author Ingo Mierswa */ public class SimilarityVisualization extends JPanel { private static final long serialVersionUID = 1976956148942768107L; public SimilarityVisualization(SimilarityMeasureObject sim, ExampleSet exampleSet) { super(); setLayout(new BorderLayout()); DistanceMeasure measure = sim.getDistanceMeasure(); ButtonGroup group = new ButtonGroup(); JPanel togglePanel = new JPanel(new FlowLayout(FlowLayout.LEFT)); // similarity table final JComponent tableView = new SimilarityTable(measure, exampleSet); final JRadioButton tableButton = new JRadioButton("Table View", true); tableButton.addActionListener(new ActionListener() { public void actionPerformed(ActionEvent e) { if (tableButton.isSelected()) { remove(1); add(tableView, BorderLayout.CENTER); repaint(); } } }); group.add(tableButton); togglePanel.add(tableButton); // graph view final JComponent graphView = new GraphViewer<String,String>(new SimilarityGraphCreator(measure, exampleSet)); final JRadioButton graphButton = new JRadioButton("Graph View", false); graphButton.addActionListener(new ActionListener() { public void actionPerformed(ActionEvent e) { if (graphButton.isSelected()) { remove(1); add(graphView, BorderLayout.CENTER); repaint(); } } }); group.add(graphButton); togglePanel.add(graphButton); // histogram view DataTable dataTable = new SimpleDataTable("Histogram", new String[] { "Histogram" }); double sampleRatio = Math.min(1.0d, 500.0d / exampleSet.size()); Random random = new Random(); int i = 0; for (Example example : exampleSet) { int j = 0; for (Example compExample : exampleSet) { if (i != j && random.nextDouble() < sampleRatio) { double simValue = measure.calculateSimilarity(example, compExample); dataTable.add(new SimpleDataTableRow(new double[] { simValue })); } j++; } i++; } final PlotterConfigurationModel settings = new PlotterConfigurationModel(PlotterConfigurationModel.HISTOGRAM_PLOT, dataTable); settings.enablePlotColumn(0); settings.setParameterAsInt(HistogramChart.PARAMETER_NUMBER_OF_BINS, 100); final JRadioButton histogramButton = new JRadioButton("Histogram View", false); histogramButton.addActionListener(new ActionListener() { public void actionPerformed(ActionEvent e) { if (histogramButton.isSelected()) { remove(1); add(settings.getPlotter().getPlotter(), BorderLayout.CENTER); repaint(); } } }); group.add(histogramButton); togglePanel.add(histogramButton); // K distance view final SimilarityKDistanceVisualization kDistancePlotter = new SimilarityKDistanceVisualization(measure, exampleSet); final JRadioButton kdistanceButton = new JRadioButton("k-Distance View", false); kdistanceButton.addActionListener(new ActionListener() { public void actionPerformed(ActionEvent e) { if (kdistanceButton.isSelected()) { remove(1); add(kDistancePlotter, BorderLayout.CENTER); repaint(); } } }); group.add(kdistanceButton); togglePanel.add(kdistanceButton); add(togglePanel, BorderLayout.NORTH); add(tableView, BorderLayout.CENTER); } }