weka.classifiers.timeseries.gui.SimpleConfigPanel Maven / Gradle / Ivy
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Provides a time series forecasting environment for Weka. Includes a wrapper for Weka regression schemes that automates the process of creating lagged variables and date-derived periodic variables and provides the ability to do closed-loop forecasting. New evaluation routines are provided by a special evaluation module and graphing of predictions/forecasts are provided via the JFreeChart library. Includes both command-line and GUI user interfaces. Sample time series data can be found in ${WEKA_HOME}/packages/timeseriesForecasting/sample-data.
/*
* 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 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 General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see
"
+ "i.e. times that shouldn't count as a time step increment.
"
+ "E.g. financial trading does not occur on the weekend, so the
"
+ "difference between Friday and the following Monday is actually one
"
+ "time step (not three).
Examples:
"
+ "\"sat,weekend,aug,2011-01-11@yyyy-MM-dd\"";
JLabel skipLab = new JLabel("Skip list", JLabel.RIGHT);
skipLab.setToolTipText(skipTipText);
skipPanel.add(skipLab, BorderLayout.WEST);
skipPanel.add(m_skipText, BorderLayout.EAST);
m_skipText.setToolTipText(skipTipText);
comboHolder.add(skipPanel);
m_computeConfidence.setHorizontalTextPosition(SwingConstants.LEFT);
JPanel confHolder = new JPanel();
confHolder.setLayout(new BorderLayout());
confHolder.add(new JLabel("Confidence intervals", JLabel.RIGHT),
BorderLayout.WEST);
confHolder.add(m_computeConfidence, BorderLayout.EAST);
comboHolder.add(confHolder);
JPanel confLevHolder = new JPanel();
confLevHolder.setBorder(BorderFactory.createEmptyBorder(1, 0, 1, 0));
confLevHolder.setLayout(new BorderLayout());
final JLabel levelLab = new JLabel("Level (%) ", JLabel.RIGHT);
levelLab.setEnabled(false);
snm = new SpinnerNumberModel();
snm.setValue(95);
snm.setMinimum(1);
snm.setMaximum(99);
m_confidenceLevelSpinner = new JSpinner(snm);
m_confidenceLevelSpinner.setEnabled(false);
confLevHolder.add(m_confidenceLevelSpinner, BorderLayout.EAST);
confLevHolder.add(levelLab, BorderLayout.CENTER);
comboHolder.add(confLevHolder);
m_computeConfidence.addActionListener(new ActionListener() {
@Override
public void actionPerformed(ActionEvent e) {
boolean enable = m_computeConfidence.isSelected();
levelLab.setEnabled(enable);
m_confidenceLevelSpinner.setEnabled(enable);
}
});
JPanel evalHolder = new JPanel();
evalHolder.setLayout(new BorderLayout());
evalHolder.add(new JLabel("Perform evaluation", JLabel.RIGHT),
BorderLayout.WEST);
m_performEvaluation.setHorizontalAlignment(SwingConstants.LEFT);
evalHolder.add(m_performEvaluation, BorderLayout.EAST);
comboHolder.add(evalHolder);
m_performEvaluation.addActionListener(new ActionListener() {
@Override
public void actionPerformed(ActionEvent e) {
m_advancedConfig.m_trainingCheckBox.setSelected(m_performEvaluation
.isSelected());
// don't enable test set evaluation, only disable
if (!m_performEvaluation.isSelected()) {
m_advancedConfig.m_holdoutCheckBox.setSelected(false);
}
}
});
// comboHolder.add(m_horizon);
JPanel temp = new JPanel();
temp.setLayout(new BorderLayout());
temp.setBorder(BorderFactory.createTitledBorder("Parameters"));
temp.add(comboHolder, BorderLayout.NORTH);
add(temp, BorderLayout.EAST);
m_timeStampCombo.addActionListener(new ActionListener() {
@Override
public void actionPerformed(ActionEvent e) {
if (m_advancedConfig != null) {
m_advancedConfig.updateDateDerivedPanel();
checkSkipEnabledStatus();
}
}
});
/*
* m_periodicityCombo.addActionListener(new ActionListener() { public void
* actionPerformed(ActionEvent e) { if (m_forecaster != null) {
*
* } } });
*/
// m_targetPanel
/*
* Dimension d = tempHolder1.getPreferredSize(); Dimension d2 =
* spinnerHolder.getPreferredSize(); tempHolder1.setMinimumSize(new
* Dimension(tempHolder1.getPreferredSize().width, d.height + d2.height));
* tempHolder1.setPreferredSize(new
* Dimension(tempHolder1.getPreferredSize().width, d.height + d2.height));
*/
}
private void checkSkipEnabledStatus() {
boolean enable = false;
if (m_instances != null) {
if (m_timeStampCombo.getSelectedItem() != null) {
String timeName = m_timeStampCombo.getSelectedItem().toString();
Attribute timeAtt = m_instances.attribute(timeName);
if (timeAtt != null) {
if (m_periodicityCombo.getSelectedItem() != null) {
String periodicity = m_periodicityCombo.getSelectedItem()
.toString();
enable =
(timeAtt.isDate() && !periodicity.equals("") && !periodicity
.equals(""));
}
}
}
}
m_skipText.setEnabled(enable);
}
/**
* Get the title for this panel suitable for displaying in a tab.
*
* @return the title for this panel.
*/
public String getTabTitle() {
return "Basic configuration";
}
/**
* Get the tool tip for this panel.
*
* @return the tool tip for this panel.
*/
public String getTabTitleToolTip() {
return "Basic configuration";
}
/**
* Get the value in the horizon spinner (i.e. the number of steps to forecast)
*
* @return the number of steps to forecast.
*/
public int getHorizonValue() {
SpinnerNumberModel snm = (SpinnerNumberModel) m_horizonSpinner.getModel();
return snm.getNumber().intValue();
}
/**
* Set a reference to the advanced configuration panel.
*
* @param adv a reference to the advanced configuration panel.
*/
public void setAdvancedConfig(AdvancedConfigPanel adv) {
m_advancedConfig = adv;
}
/**
* Set the WekaForecaster that is to be configured by this panel.
*
* @param forecaster the WekaForecaster that is to be configured by this
* panel.
*/
public void setForecaster(WekaForecaster forecaster) {
m_forecaster = forecaster;
if (m_instances != null) {
if (!m_forecaster.getTSLagMaker().getAdjustForTrends()) {
m_timeStampCombo.setSelectedItem("");
m_periodicityCombo.setSelectedIndex(0);
} else {
if (m_forecaster.getTSLagMaker().isUsingAnArtificialTimeIndex()) {
m_timeStampCombo.setSelectedItem("