Package weka.gui.explorer

Class ClassifierPanel

java.lang.Object

java.awt.Component

java.awt.Container

javax.swing.JComponent

javax.swing.JPanel

weka.gui.AbstractPerspective

weka.gui.explorer.ClassifierPanel

All Implemented Interfaces:

java.awt.image.ImageObserver, java.awt.MenuContainer, java.io.Serializable, java.util.EventListener, javax.accessibility.Accessible, Explorer.CapabilitiesFilterChangeListener, Explorer.ExplorerPanel, Explorer.LogHandler, Perspective

@PerspectiveInfo(ID="weka.gui.explorer.classifierpanel",
                 title="Classify",
                 toolTipText="Classify instances",
                 iconPath="weka/gui/weka_icon_new_small.png")
public class ClassifierPanel
extends AbstractPerspective
implements Explorer.CapabilitiesFilterChangeListener, Explorer.ExplorerPanel, Explorer.LogHandler

This panel allows the user to select and configure a classifier, set the attribute of the current dataset to be used as the class, and evaluate the classifier using a number of testing modes (test on the training data, train/test on a percentage split, n-fold cross-validation, test on a separate split). The results of classification runs are stored in a result history so that previous results are accessible.

Version:

$Revision: 15305 $

Author:

Len Trigg (trigg@cs.waikato.ac.nz), Mark Hall (mhall@cs.waikato.ac.nz), Richard Kirkby (rkirkby@cs.waikato.ac.nz)

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class	Description
static class	ClassifierPanel.TestMode

Nested classes/interfaces inherited from class javax.swing.JComponent

javax.swing.JComponent.AccessibleJComponent

Nested classes/interfaces inherited from class java.awt.Component

java.awt.Component.BaselineResizeBehavior

Field Summary

Fields

Modifier and Type	Field	Description
static java.lang.String	MODEL_FILE_EXTENSION	The filename extension that should be used for model files.
static java.lang.String	PMML_FILE_EXTENSION	The filename extension that should be used for PMML xml files.

Fields inherited from class javax.swing.JComponent

TOOL_TIP_TEXT_KEY, UNDEFINED_CONDITION, WHEN_ANCESTOR_OF_FOCUSED_COMPONENT, WHEN_FOCUSED, WHEN_IN_FOCUSED_WINDOW

Fields inherited from class java.awt.Component

BOTTOM_ALIGNMENT, CENTER_ALIGNMENT, LEFT_ALIGNMENT, RIGHT_ALIGNMENT, TOP_ALIGNMENT

Fields inherited from interface java.awt.image.ImageObserver

ABORT, ALLBITS, ERROR, FRAMEBITS, HEIGHT, PROPERTIES, SOMEBITS, WIDTH

Constructor Summary

Constructors

Constructor	Description
ClassifierPanel()	Creates the classifier panel.

Method Summary

Modifier and Type	Method	Description
boolean	acceptsInstances()	Returns true if this perspective can do something meaningful with a set of instances
void	capabilitiesFilterChanged(Explorer.CapabilitiesFilterChangeEvent e)	method gets called in case of a change event.
java.lang.Object	getClassificationOutputFormatter()	Get the formatter for classifcation output
Classifier	getClassifier()	Get the currently configured classifier from the GenericObjectEditor
CostMatrix	getCostMatrix()	Get the cost matrix (if any)
Defaults	getDefaultSettings()	Get the default settings for this perspective (or null if there are none)
Explorer	getExplorer()	returns the parent Explorer frame.
Instances	getInstances()	Get the current set of instances
Logger	getLog()	Get the log
int	getNumCVFolds()	Get the number of cross-validation folds to use
double	getPercentageSplit()	Get the percentage to use for percentage split evaluation
int	getRandomSeed()	Get the random seed
ResultHistoryPanel	getResultHistory()	Get the result history panel
int	getSelectedClassIndex()	Get the selected (0-based) class index
int	getSeparateTestSetClassIndex()	Get the class index specified for the separate test set
Loader	getSeparateTestSetLoader()	Get the loader object used for loading a separate test set
java.lang.String	getSourceCodeClassName()	Gets the name of the source code class to be generated
java.lang.String	getTabTitle()	Returns the title for the tab in the Explorer.
java.lang.String	getTabTitleToolTip()	Returns the tooltip for the tab in the Explorer.
boolean	isSelectedCollectPredictionsForEvaluation()	Gets whether the user has opted to collect the predictions for computing evaluation statistics
boolean	isSelectedCV()	Gets whether cross-validation has been selected by the user
boolean	isSelectedEvalWithRespectToCosts()	Gets whether evaluation with respect to costs has been selected by the user
boolean	isSelectedOutputConfusion()	Gets whether the user has opted to output the confusion matrix
boolean	isSelectedOutputEntropy()	Gets whether the user has opted to output entropy metrics
boolean	isSelectedOutputModel()	Gets whether the user has opted to output the model
boolean	isSelectedOutputModelsForTrainingSplits()	Gets whether the user has opted to output the models for the training splits
boolean	isSelectedOutputPerClassStats()	Gets whether the user has opted to output per-class stats
boolean	isSelectedOutputSourceCode()	Gets whether the user has opted to output source code
boolean	isSelectedPercentageSplit()	Gets whether a percentage split has been selected by the user
boolean	isSelectedPreserveOrder()	Gets whether the user has opted to preserve order of instances in a percentage split
boolean	isSelectedSeparateTestSet()	Gets whether a separate test set has been selected by the user
boolean	isSelectedStoreTestDataAndPredictions()	Gets whether the user has opted to store the test data and the predictions in the history
boolean	isSelectedTestOnTrain()	Gets whether test on train has been selected by the user
static void	main(java.lang.String[] args)	Tests out the classifier panel from the command line.
boolean	okToBeActive()	Returns true if the perspective is usable at this time.
boolean	requiresLog()	Whether this perspective requires a graphical log to write to
void	saveClassifier(java.lang.String name, Classifier classifier, Instances trainHeader)	Saves the currently selected classifier.
void	setActive(boolean active)	Set active status of this perspective.
void	setExplorer(Explorer parent)	Sets the Explorer to use as parent frame (used for sending notifications about changes in the data).
void	setInstances(Instances inst)	Tells the panel to use a new set of instances.
void	setLog(Logger newLog)	Sets the Logger to receive informational messages.
void	settingsChanged()	Called when the user alters settings.
static Evaluation	setupEval(Evaluation eval, Classifier classifier, Instances inst, CostMatrix costMatrix, ClassifierErrorsPlotInstances plotInstances, AbstractOutput classificationOutput, boolean onlySetPriors)	Configures an evaluation object with respect to a classifier, cost matrix, output and plotting.
static Evaluation	setupEval(Evaluation eval, Classifier classifier, Instances inst, CostMatrix costMatrix, ClassifierErrorsPlotInstances plotInstances, AbstractOutput classificationOutput, boolean onlySetPriors, boolean collectPredictions)	Configures an evaluation object with respect to a classifier, cost matrix, output and plotting.

Methods inherited from class weka.gui.AbstractPerspective

getMainApplication, getMenus, getPerspectiveIcon, getPerspectiveID, getPerspectiveTipText, getPerspectiveTitle, instantiationComplete, setLoaded, setMainApplication, terminate, toString

Methods inherited from class javax.swing.JPanel

getAccessibleContext, getUI, getUIClassID, setUI, updateUI

Methods inherited from class javax.swing.JComponent

addAncestorListener, addNotify, addVetoableChangeListener, computeVisibleRect, contains, createToolTip, disable, enable, firePropertyChange, firePropertyChange, firePropertyChange, getActionForKeyStroke, getActionMap, getAlignmentX, getAlignmentY, getAncestorListeners, getAutoscrolls, getBaseline, getBaselineResizeBehavior, getBorder, getBounds, getClientProperty, getComponentPopupMenu, getConditionForKeyStroke, getDebugGraphicsOptions, getDefaultLocale, getFontMetrics, getGraphics, getHeight, getInheritsPopupMenu, getInputMap, getInputMap, getInputVerifier, getInsets, getInsets, getListeners, getLocation, getMaximumSize, getMinimumSize, getNextFocusableComponent, getPopupLocation, getPreferredSize, getRegisteredKeyStrokes, getRootPane, getSize, getToolTipLocation, getToolTipText, getToolTipText, getTopLevelAncestor, getTransferHandler, getVerifyInputWhenFocusTarget, getVetoableChangeListeners, getVisibleRect, getWidth, getX, getY, grabFocus, hide, isDoubleBuffered, isLightweightComponent, isManagingFocus, isOpaque, isOptimizedDrawingEnabled, isPaintingForPrint, isPaintingTile, isRequestFocusEnabled, isValidateRoot, paint, paintImmediately, paintImmediately, print, printAll, putClientProperty, registerKeyboardAction, registerKeyboardAction, removeAncestorListener, removeNotify, removeVetoableChangeListener, repaint, repaint, requestDefaultFocus, requestFocus, requestFocus, requestFocusInWindow, resetKeyboardActions, reshape, revalidate, scrollRectToVisible, setActionMap, setAlignmentX, setAlignmentY, setAutoscrolls, setBackground, setBorder, setComponentPopupMenu, setDebugGraphicsOptions, setDefaultLocale, setDoubleBuffered, setEnabled, setFocusTraversalKeys, setFont, setForeground, setInheritsPopupMenu, setInputMap, setInputVerifier, setMaximumSize, setMinimumSize, setNextFocusableComponent, setOpaque, setPreferredSize, setRequestFocusEnabled, setToolTipText, setTransferHandler, setVerifyInputWhenFocusTarget, setVisible, unregisterKeyboardAction, update

Methods inherited from class java.awt.Container

add, add, add, add, add, addContainerListener, addPropertyChangeListener, addPropertyChangeListener, applyComponentOrientation, areFocusTraversalKeysSet, countComponents, deliverEvent, doLayout, findComponentAt, findComponentAt, getComponent, getComponentAt, getComponentAt, getComponentCount, getComponents, getComponentZOrder, getContainerListeners, getFocusTraversalKeys, getFocusTraversalPolicy, getLayout, getMousePosition, insets, invalidate, isAncestorOf, isFocusCycleRoot, isFocusCycleRoot, isFocusTraversalPolicyProvider, isFocusTraversalPolicySet, layout, list, list, locate, minimumSize, paintComponents, preferredSize, printComponents, remove, remove, removeAll, removeContainerListener, setComponentZOrder, setFocusCycleRoot, setFocusTraversalPolicy, setFocusTraversalPolicyProvider, setLayout, transferFocusDownCycle, validate

Methods inherited from class java.awt.Component

action, add, addComponentListener, addFocusListener, addHierarchyBoundsListener, addHierarchyListener, addInputMethodListener, addKeyListener, addMouseListener, addMouseMotionListener, addMouseWheelListener, bounds, checkImage, checkImage, contains, createImage, createImage, createVolatileImage, createVolatileImage, dispatchEvent, enable, enableInputMethods, firePropertyChange, firePropertyChange, firePropertyChange, firePropertyChange, firePropertyChange, getBackground, getBounds, getColorModel, getComponentListeners, getComponentOrientation, getCursor, getDropTarget, getFocusCycleRootAncestor, getFocusListeners, getFocusTraversalKeysEnabled, getFont, getForeground, getGraphicsConfiguration, getHierarchyBoundsListeners, getHierarchyListeners, getIgnoreRepaint, getInputContext, getInputMethodListeners, getInputMethodRequests, getKeyListeners, getLocale, getLocation, getLocationOnScreen, getMouseListeners, getMouseMotionListeners, getMousePosition, getMouseWheelListeners, getName, getParent, getPropertyChangeListeners, getPropertyChangeListeners, getSize, getToolkit, getTreeLock, gotFocus, handleEvent, hasFocus, imageUpdate, inside, isBackgroundSet, isCursorSet, isDisplayable, isEnabled, isFocusable, isFocusOwner, isFocusTraversable, isFontSet, isForegroundSet, isLightweight, isMaximumSizeSet, isMinimumSizeSet, isPreferredSizeSet, isShowing, isValid, isVisible, keyDown, keyUp, list, list, list, location, lostFocus, mouseDown, mouseDrag, mouseEnter, mouseExit, mouseMove, mouseUp, move, nextFocus, paintAll, postEvent, prepareImage, prepareImage, remove, removeComponentListener, removeFocusListener, removeHierarchyBoundsListener, removeHierarchyListener, removeInputMethodListener, removeKeyListener, removeMouseListener, removeMouseMotionListener, removeMouseWheelListener, removePropertyChangeListener, removePropertyChangeListener, repaint, repaint, repaint, requestFocus, requestFocusInWindow, resize, resize, setBounds, setBounds, setComponentOrientation, setCursor, setDropTarget, setFocusable, setFocusTraversalKeysEnabled, setIgnoreRepaint, setLocale, setLocation, setLocation, setMixingCutoutShape, setName, setSize, setSize, show, show, size, transferFocus, transferFocusBackward, transferFocusUpCycle

Methods inherited from class java.lang.Object

equals, getClass, hashCode, notify, notifyAll, wait, wait, wait

Field Detail

MODEL_FILE_EXTENSION

public static java.lang.String MODEL_FILE_EXTENSION

The filename extension that should be used for model files.

PMML_FILE_EXTENSION

public static java.lang.String PMML_FILE_EXTENSION

The filename extension that should be used for PMML xml files.

Constructor Detail

ClassifierPanel

public ClassifierPanel()

Creates the classifier panel.

Method Detail

setLog

public void setLog(Logger newLog)

Sets the Logger to receive informational messages.

Specified by:

setLog in interface Explorer.LogHandler

Specified by:

setLog in interface Perspective

Overrides:

setLog in class AbstractPerspective

Parameters:

newLog - the Logger that will now get info messages

setInstances

public void setInstances(Instances inst)

Tells the panel to use a new set of instances.

Specified by:

setInstances in interface Explorer.ExplorerPanel

Specified by:

setInstances in interface Perspective

Overrides:

setInstances in class AbstractPerspective

Parameters:

inst - a set of Instances

getInstances

public Instances getInstances()

Get the current set of instances

Returns:

the current set of instances

setupEval

public static Evaluation setupEval(Evaluation eval,
                                   Classifier classifier,
                                   Instances inst,
                                   CostMatrix costMatrix,
                                   ClassifierErrorsPlotInstances plotInstances,
                                   AbstractOutput classificationOutput,
                                   boolean onlySetPriors)
                            throws java.lang.Exception

Configures an evaluation object with respect to a classifier, cost matrix, output and plotting. Predictions are kept for calculating AUROC, etc.

Parameters:

eval - the Evaluation object to configure

classifier - the Classifier being used

inst - the Instances involved

costMatrix - a cost matrix (if any)

plotInstances - a ClassifierErrorsPlotInstances for visualization of errors (can be null)

classificationOutput - an output object for printing predictions (can be null)

onlySetPriors - true to only set priors

Returns:

the configured Evaluation object

Throws:

java.lang.Exception - if a problem occurs

setupEval

public static Evaluation setupEval(Evaluation eval,
                                   Classifier classifier,
                                   Instances inst,
                                   CostMatrix costMatrix,
                                   ClassifierErrorsPlotInstances plotInstances,
                                   AbstractOutput classificationOutput,
                                   boolean onlySetPriors,
                                   boolean collectPredictions)
                            throws java.lang.Exception

Configures an evaluation object with respect to a classifier, cost matrix, output and plotting.

Parameters:

eval - the Evaluation object to configure

classifier - the Classifier being used

inst - the Instances involved

costMatrix - a cost matrix (if any)

plotInstances - a ClassifierErrorsPlotInstances for visualization of errors (can be null)

classificationOutput - an output object for printing predictions (can be null)

onlySetPriors - true to only set priors

collectPredictions - whether to collect predictions for calculating ROC, etc.

Returns:

the configured Evaluation object

Throws:

java.lang.Exception - if a problem occurs

saveClassifier

public void saveClassifier(java.lang.String name,
                           Classifier classifier,
                           Instances trainHeader)

Saves the currently selected classifier.

Parameters:

name - the name of the run

classifier - the classifier to save

trainHeader - the header of the training instances

capabilitiesFilterChanged

public void capabilitiesFilterChanged(Explorer.CapabilitiesFilterChangeEvent e)

method gets called in case of a change event.

Specified by:

capabilitiesFilterChanged in interface Explorer.CapabilitiesFilterChangeListener

Parameters:

e - the associated change event

setExplorer

public void setExplorer(Explorer parent)

Sets the Explorer to use as parent frame (used for sending notifications about changes in the data).

Specified by:

setExplorer in interface Explorer.ExplorerPanel

Parameters:

parent - the parent frame

getExplorer

public Explorer getExplorer()

returns the parent Explorer frame.

Specified by:

getExplorer in interface Explorer.ExplorerPanel

Returns:

the parent

getTabTitle

public java.lang.String getTabTitle()

Returns the title for the tab in the Explorer.

Specified by:

getTabTitle in interface Explorer.ExplorerPanel

Returns:

the title of this tab

getTabTitleToolTip

public java.lang.String getTabTitleToolTip()

Returns the tooltip for the tab in the Explorer.

Specified by:

getTabTitleToolTip in interface Explorer.ExplorerPanel

Returns:

the tooltip of this tab

requiresLog

public boolean requiresLog()

Description copied from class: AbstractPerspective

Whether this perspective requires a graphical log to write to

Specified by:

requiresLog in interface Perspective

Overrides:

requiresLog in class AbstractPerspective

Returns:

true if a log is needed by this perspective

acceptsInstances

public boolean acceptsInstances()

Description copied from class: AbstractPerspective

Returns true if this perspective can do something meaningful with a set of instances

Specified by:

acceptsInstances in interface Perspective

Overrides:

acceptsInstances in class AbstractPerspective

Returns:

true if this perspective accepts instances

getDefaultSettings

public Defaults getDefaultSettings()

Description copied from class: AbstractPerspective

Get the default settings for this perspective (or null if there are none)

Specified by:

getDefaultSettings in interface Perspective

Overrides:

getDefaultSettings in class AbstractPerspective

Returns:

the default settings for this perspective, or null if the perspective does not have any settings

okToBeActive

public boolean okToBeActive()

Description copied from class: AbstractPerspective

Returns true if the perspective is usable at this time. This is a no-opp implementation that always returns true. Subclasses should override if there are specific conditions that need to be met (e.g. can't operate if there are no instances set).

Specified by:

okToBeActive in interface Perspective

Overrides:

okToBeActive in class AbstractPerspective

Returns:

true if this perspective is usable at this time

setActive

public void setActive(boolean active)

Description copied from class: AbstractPerspective

Set active status of this perspective. True indicates that this perspective is the visible active perspective in the application

Specified by:

setActive in interface Perspective

Overrides:

setActive in class AbstractPerspective

Parameters:

active - true if this perspective is the active one

settingsChanged

public void settingsChanged()

Description copied from class: AbstractPerspective

Called when the user alters settings. The settings altered by the user are not necessarily ones related to this perspective

Specified by:

settingsChanged in interface Perspective

Overrides:

settingsChanged in class AbstractPerspective

isSelectedCV

public boolean isSelectedCV()

Gets whether cross-validation has been selected by the user

Returns:

true if cross-validation has been selected

isSelectedTestOnTrain

public boolean isSelectedTestOnTrain()

Gets whether test on train has been selected by the user

Returns:

true if testing is to be done on the training set

isSelectedPercentageSplit

public boolean isSelectedPercentageSplit()

Gets whether a percentage split has been selected by the user

Returns:

true if a percentage split has been selected

isSelectedSeparateTestSet

public boolean isSelectedSeparateTestSet()

Gets whether a separate test set has been selected by the user

Returns:

true if a separate test set has been selected by the user

isSelectedEvalWithRespectToCosts

public boolean isSelectedEvalWithRespectToCosts()

Gets whether evaluation with respect to costs has been selected by the user

Returns:

true if eval with respect to costs

isSelectedOutputModel

public boolean isSelectedOutputModel()

Gets whether the user has opted to output the model

Returns:

true if the model is to be output

isSelectedOutputModelsForTrainingSplits

public boolean isSelectedOutputModelsForTrainingSplits()

Gets whether the user has opted to output the models for the training splits

Returns:

true if the models for the training splits are to be output

isSelectedOutputConfusion

public boolean isSelectedOutputConfusion()

Gets whether the user has opted to output the confusion matrix

Returns:

true if the confusion matrix is to be output

isSelectedOutputPerClassStats

public boolean isSelectedOutputPerClassStats()

Gets whether the user has opted to output per-class stats

Returns:

true if per-class stats are to be output

isSelectedOutputEntropy

public boolean isSelectedOutputEntropy()

Gets whether the user has opted to output entropy metrics

Returns:

true if entropy metrics are to be output

isSelectedStoreTestDataAndPredictions

public boolean isSelectedStoreTestDataAndPredictions()

Gets whether the user has opted to store the test data and the predictions in the history

Returns:

true if test data and predictions are to be stored

isSelectedCollectPredictionsForEvaluation

public boolean isSelectedCollectPredictionsForEvaluation()

Gets whether the user has opted to collect the predictions for computing evaluation statistics

Returns:

true if predictions are to be stored

isSelectedOutputSourceCode

public boolean isSelectedOutputSourceCode()

Gets whether the user has opted to output source code

Returns:

true if source code is to be output

isSelectedPreserveOrder

public boolean isSelectedPreserveOrder()

Gets whether the user has opted to preserve order of instances in a percentage split

Returns:

whether the user has opted to preserve the instance order

getSourceCodeClassName

public java.lang.String getSourceCodeClassName()

Gets the name of the source code class to be generated

Returns:

the name of the source code class to be generated

getSelectedClassIndex

public int getSelectedClassIndex()

Get the selected (0-based) class index

Returns:

the selected class index

getNumCVFolds

public int getNumCVFolds()

Get the number of cross-validation folds to use

Returns:

the number of cross-validation folds to use

getPercentageSplit

public double getPercentageSplit()

Get the percentage to use for percentage split evaluation

Returns:

the percentage to use in a percent split evaluation

getClassifier

public Classifier getClassifier()

Get the currently configured classifier from the GenericObjectEditor

Returns:

the currently configured classifier

getCostMatrix

public CostMatrix getCostMatrix()

Get the cost matrix (if any)

Returns:

the cost matrix

getClassificationOutputFormatter

public java.lang.Object getClassificationOutputFormatter()

Get the formatter for classifcation output

Returns:

the formatter for classification output

getResultHistory

public ResultHistoryPanel getResultHistory()

Get the result history panel

Returns:

the result history panel

getSeparateTestSetLoader

public Loader getSeparateTestSetLoader()

Get the loader object used for loading a separate test set

Returns:

the loader used for loading a separate test set

getSeparateTestSetClassIndex

public int getSeparateTestSetClassIndex()

Get the class index specified for the separate test set

Returns:

the class index specified for the separate test set

getRandomSeed

public int getRandomSeed()

Get the random seed

Returns:

the random seed

getLog

public Logger getLog()

Get the log

Returns:

the log object

main

public static void main(java.lang.String[] args)

Tests out the classifier panel from the command line.

Parameters:

args - may optionally contain the name of a dataset to load.