/*******************************************************************************
* 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.plot.PlotCanvas;
import smile.plot.BarPlot;
import smile.plot.Histogram;
import smile.stat.distribution.PoissonDistribution;
/**
*
* @author Haifeng Li
*/
@SuppressWarnings("serial")
public class PoissonDistributionDemo extends JPanel implements ChangeListener {
private JPanel optionPane;
private JPanel canvas;
private PlotCanvas pdf;
private PlotCanvas cdf;
private PlotCanvas histogram;
private JSlider lambdaSlider;
private double lambda = 3;
public PoissonDistributionDemo() {
super(new BorderLayout());
Hashtable labelTable = new Hashtable<>();
for (int i = 0; i <= 10; i+=2) {
labelTable.put(new Integer(i), new JLabel(String.valueOf(i)));
}
lambdaSlider = new JSlider(0, 10, (int) Math.round(lambda));
lambdaSlider.addChangeListener(this);
lambdaSlider.setLabelTable(labelTable);
lambdaSlider.setMajorTickSpacing(5);
lambdaSlider.setMinorTickSpacing(1);
lambdaSlider.setPaintTicks(true);
lambdaSlider.setPaintLabels(true);
optionPane = new JPanel(new FlowLayout(FlowLayout.LEFT));
optionPane.setBorder(BorderFactory.createRaisedBevelBorder());
optionPane.add(new JLabel("\u03BB:"));
optionPane.add(lambdaSlider);
add(optionPane, BorderLayout.NORTH);
canvas = new JPanel(new GridLayout(1, 3));
add(canvas, BorderLayout.CENTER);
PoissonDistribution dist = new PoissonDistribution(lambda);
double[][] p = new double[21][2];
double[][] q = new double[21][2];
for (int i = 0; i < p.length; i++) {
p[i][0] = i;
p[i][1] = dist.p(p[i][0]);
q[i][0] = i;
q[i][1] = dist.cdf(p[i][0]);
}
double[] lowerBound = {0.0, 0.0};
double[] upperBound = {20.0, 1.0};
pdf = new PlotCanvas(lowerBound, upperBound);
pdf.add(new BarPlot(p));
pdf.setTitle("PDF");
canvas.add(pdf);
cdf = new PlotCanvas(lowerBound, upperBound);
cdf.staircase(q, Color.BLACK);
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, 10);
histogram.setTitle("Histogram");
canvas.add(histogram);
}
@Override
public void stateChanged(ChangeEvent e) {
if (e.getSource() == lambdaSlider) {
lambda = lambdaSlider.getValue();
if (lambda == 0) lambda = 1;
PoissonDistribution dist = new PoissonDistribution(lambda);
double[][] p = new double[21][2];
double[][] q = new double[21][2];
for (int i = 0; i < p.length; i++) {
p[i][0] = i;
p[i][1] = dist.p(p[i][0]);
q[i][0] = i;
q[i][1] = dist.cdf(p[i][0]);
}
pdf.clear();
pdf.add(new BarPlot(p));
cdf.clear();
cdf.staircase(q, Color.BLACK);
double[] data = new double[500];
for (int i = 0; i < data.length; i++) {
data[i] = dist.rand();
}
histogram.clear();
histogram.histogram(data, 10, Color.BLUE);
}
}
@Override
public String toString() {
return "Poisson";
}
public static void main(String[] args) {
JFrame frame = new JFrame("Poisson Distribution");
frame.setDefaultCloseOperation(JFrame.EXIT_ON_CLOSE);
frame.setLocationRelativeTo(null);
frame.getContentPane().add(new PoissonDistributionDemo());
frame.setVisible(true);
}
}
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