Introduction
Introduction#
As of Weka version >3.5.8 (only developer version, not stable-3.6 branch) one can easily add graph visualization plugins in the Explorer (Classify panel). This makes it easy to implement custom visualizations, if the ones Weka offers are not sufficient.
Note: This is also covered in chapter Extending WEKA of the WEKA manual in versions later than 3.7.0.
Requirements#
- custom visualization class must implement the following interface
weka.gui.visualize.plugins.ErrorVisualizePlugin
- the class must either reside in the following package (visualization classes are automatically discovered during run-time)
weka.gui.visualize.plugins
- or the class' package must be listed in the
weka.gui.visualize.plugins.ErrorVisualizePlugin
key of the weka/gui/GenericPropertiesCreator.props file.
Implementation#
The visualization interface contains the following four methods
- getMinVersion
This method returns the minimal version (inclusive) of Weka that is necessary to execute the plugin, e.g.,
3.5.0
. * getMaxVersion This method returns the maximal version (exclusive) of Weka that is necessary to execute the plugin, e.g.,3.6.0
. - getDesignVersion
Returns the actual version of Weka this plugin was designed for, e.g.,
3.5.1
- getVisualizeMenuItem
The
JMenuItem
that is returned via this method will be added to the plugins menu in the popup in the Explorer. The ActionListener for clicking the menu item will most likely open a new frame containing the visualized data.
Examples#
The following screenshots were generated using weka.classifiers.functions.LinearRegression
with default parameters on the UCI dataset bolts, using a percentage split of 66% for the training set and the remainder for testing.
Using Weka panels#
The ClassifierErrorsWeka.java example simply displays the classifier errors as the Visualize classifier errors menu item already available in Weka. It is just to demonstrate how to use existing Weka classes.
Using JMathtools' Boxplot#
The ClassifierErrorsMathtools.java. The relative error per prediction is displayed as vertical line.
Note: This display is only available for numeric classes.
Downloads#
See also#
- Use Weka in your Java code - general overview of the basic Weka API
- Explorer visualization plugins