/*******************************************************************************
* 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.BinomialDistribution;
/**
*
* @author Haifeng Li
*/
@SuppressWarnings("serial")
public class BinomialDistributionDemo extends JPanel implements ChangeListener {
private JPanel optionPane;
private JPanel canvas;
private PlotCanvas pdf;
private PlotCanvas cdf;
private PlotCanvas histogram;
private JSlider nSlider;
private JSlider probSlider;
private int n = 10;
private double prob = 0.3;
public BinomialDistributionDemo() {
super(new BorderLayout());
Hashtable<Integer, JLabel> nLabelTable = new Hashtable<>();
nLabelTable.put(1, new JLabel(String.valueOf(1)));
for (int i = 10; i <= 50; i+=10) {
nLabelTable.put(new Integer(i), new JLabel(String.valueOf(i)));
}
nSlider = new JSlider(1, 50, n);
nSlider.addChangeListener(this);
nSlider.setLabelTable(nLabelTable);
nSlider.setMajorTickSpacing(10);
nSlider.setMinorTickSpacing(2);
nSlider.setPaintTicks(true);
nSlider.setPaintLabels(true);
Hashtable<Integer, JLabel> probLabelTable = new Hashtable<>();
for (int i = 1; i < 10; i+=2) {
probLabelTable.put(new Integer(i), new JLabel(String.valueOf(i/10.0)));
}
probSlider = new JSlider(1, 9, (int) Math.round(prob * 10));
probSlider.addChangeListener(this);
probSlider.setLabelTable(probLabelTable);
probSlider.setMajorTickSpacing(5);
probSlider.setMinorTickSpacing(1);
probSlider.setPaintTicks(true);
probSlider.setPaintLabels(true);
optionPane = new JPanel(new FlowLayout(FlowLayout.LEFT));
optionPane.setBorder(BorderFactory.createRaisedBevelBorder());
optionPane.add(new JLabel("N:"));
optionPane.add(nSlider);
optionPane.add(new JLabel("Probability:"));
optionPane.add(probSlider);
add(optionPane, BorderLayout.NORTH);
canvas = new JPanel(new GridLayout(1, 3));
add(canvas, BorderLayout.CENTER);
BinomialDistribution dist = new BinomialDistribution(n, prob);
double[][] p = new double[50][2];
double[][] q = new double[50][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 = {50.0, 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);
int[] data = new int[500];
for (int i = 0; i < data.length; i++) {
data[i] = (int) dist.rand();
}
histogram = Histogram.plot(data, 20);
histogram.setTitle("Histogram");
canvas.add(histogram);
}
@Override
public void stateChanged(ChangeEvent e) {
if (e.getSource() == probSlider || e.getSource() == nSlider) {
n = nSlider.getValue();
if (n == 0) n = 1;
prob = probSlider.getValue() / 10.0;
if (prob == 0) prob = 0.01;
BinomialDistribution dist = new BinomialDistribution(n, prob);
double[][] p = new double[50][2];
double[][] q = new double[50][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);
int[] data = new int[500];
for (int i = 0; i < data.length; i++) {
data[i] = (int) dist.rand();
}
histogram.clear();
histogram.histogram(data, 20, Color.BLUE);
}
}
@Override
public String toString() {
return "Binomial";
}
public static void main(String[] args) {
JFrame frame = new JFrame("Binomial Distribution");
frame.setDefaultCloseOperation(JFrame.EXIT_ON_CLOSE);
frame.setLocationRelativeTo(null);
frame.getContentPane().add(new BinomialDistributionDemo());
frame.setVisible(true);
}
}