/*******************************************************************************
* Copyright (c) 2010 Haifeng Li
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*******************************************************************************/
package smile.demo.stat.distribution;
import java.awt.BorderLayout;
import java.awt.Color;
import java.awt.FlowLayout;
import java.awt.GridLayout;
import java.util.Hashtable;
import javax.swing.BorderFactory;
import javax.swing.JFrame;
import javax.swing.JLabel;
import javax.swing.JPanel;
import javax.swing.JSlider;
import javax.swing.event.ChangeEvent;
import javax.swing.event.ChangeListener;
import smile.math.Math;
import smile.plot.Histogram;
import smile.plot.PlotCanvas;
import smile.plot.Line;
import smile.plot.LinePlot;
import smile.plot.QQPlot;
import smile.stat.distribution.LogisticDistribution;
/**
*
* @author Haifeng Li
*/
@SuppressWarnings("serial")
public class LogisticDistributionDemo extends JPanel implements ChangeListener {
private JPanel optionPane;
private JPanel canvas;
private PlotCanvas pdf;
private PlotCanvas cdf;
private PlotCanvas histogram;
private PlotCanvas qqplot;
private JSlider sigmaSlider;
private double sigma = 1;
public LogisticDistributionDemo() {
super(new BorderLayout());
Hashtable labelTable = new Hashtable<>();
for (int i = 0; i <= 50; i+=10) {
labelTable.put(new Integer(i), new JLabel(String.valueOf(i/10)));
}
sigmaSlider = new JSlider(0, 50, (int) Math.round(sigma * 10));
sigmaSlider.addChangeListener(this);
sigmaSlider.setLabelTable(labelTable);
sigmaSlider.setMajorTickSpacing(10);
sigmaSlider.setMinorTickSpacing(2);
sigmaSlider.setPaintTicks(true);
sigmaSlider.setPaintLabels(true);
optionPane = new JPanel(new FlowLayout(FlowLayout.LEFT));
optionPane.setBorder(BorderFactory.createRaisedBevelBorder());
optionPane.add(new JLabel("Scale:"));
optionPane.add(sigmaSlider);
add(optionPane, BorderLayout.NORTH);
canvas = new JPanel(new GridLayout(2, 2));
add(canvas, BorderLayout.CENTER);
LogisticDistribution dist = new LogisticDistribution(0, sigma);
double[][] p = new double[200][2];
double[][] q = new double[200][2];
for (int i = 0; i < p.length; i++) {
p[i][0] = (i - 100) / 10.0;
p[i][1] = dist.p(p[i][0]);
q[i][0] = (i - 100) / 10.0;
q[i][1] = dist.cdf(p[i][0]);
}
pdf = LinePlot.plot(p, Line.Style.SOLID, Color.BLUE);
pdf.setTitle("PDF");
canvas.add(pdf);
cdf = LinePlot.plot(q, Line.Style.SOLID, Color.BLUE);
cdf.setTitle("CDF");
canvas.add(cdf);
double[] data = new double[500];
for (int i = 0; i < data.length; i++) {
data[i] = dist.rand();
}
histogram = Histogram.plot(data, 20);
histogram.setTitle("Histogram");
canvas.add(histogram);
qqplot = QQPlot.plot(data, dist);
qqplot.setTitle("Q-Q Plot");
canvas.add(qqplot);
}
@Override
public void stateChanged(ChangeEvent e) {
if (e.getSource() == sigmaSlider) {
sigma = sigmaSlider.getValue() / 10.0;
if (sigma == 0) sigma = 0.01;
LogisticDistribution dist = new LogisticDistribution(0, sigma);
double[][] p = new double[200][2];
double[][] q = new double[200][2];
for (int i = 0; i < p.length; i++) {
p[i][0] = (i - 100) / 10.0;
p[i][1] = dist.p(p[i][0]);
q[i][0] = (i - 100) / 10.0;
q[i][1] = dist.cdf(p[i][0]);
}
pdf.clear();
pdf.line(p, Line.Style.SOLID, Color.BLUE);
cdf.clear();
cdf.line(q, Line.Style.SOLID, Color.BLUE);
double[] data = new double[500];
for (int i = 0; i < data.length; i++) {
data[i] = dist.rand();
}
histogram.clear();
histogram.histogram(data, 20, Color.BLUE);
qqplot.clear();
qqplot.add(new QQPlot(data, dist));
canvas.repaint();
}
}
@Override
public String toString() {
return "Logistic";
}
public static void main(String[] args) {
JFrame frame = new JFrame("Logistic Distribution");
frame.setDefaultCloseOperation(JFrame.EXIT_ON_CLOSE);
frame.setLocationRelativeTo(null);
frame.getContentPane().add(new LogisticDistributionDemo());
frame.setVisible(true);
}
}
Ads help maintain this website.