meka.classifiers.multilabel.meta

Class CM

java.lang.Object

weka.classifiers.AbstractClassifier

weka.classifiers.SingleClassifierEnhancer

meka.classifiers.multilabel.ProblemTransformationMethod

meka.classifiers.multilabel.meta.EM

meka.classifiers.multilabel.meta.CM

All Implemented Interfaces:

Serializable, Cloneable, MultiLabelClassifier, SemisupervisedClassifier, weka.classifiers.Classifier, weka.core.BatchPredictor, weka.core.CapabilitiesHandler, weka.core.CapabilitiesIgnorer, weka.core.CommandlineRunnable, weka.core.OptionHandler, weka.core.RevisionHandler, weka.core.TechnicalInformationHandler

public class CM
extends EM

CM.java - Classification Maximization using any multi-label classifier. A specified multi-label classifier is built on the training data. This model is then used to classify unlabelled data (e.g., the test data) The classifier is then retrained with all data, and the cycle continues ... (for I iterations).

Version:

July, 2014

Author:

Jesse Read

See Also:

EM, Serialized Form

Field Summary

Fields inherited from class meka.classifiers.multilabel.meta.EM

D_, m_I

Fields inherited from class meka.classifiers.multilabel.ProblemTransformationMethod

m_InstancesTemplate

Fields inherited from class weka.classifiers.SingleClassifierEnhancer

m_Classifier

Fields inherited from class weka.classifiers.AbstractClassifier

BATCH_SIZE_DEFAULT, m_BatchSize, m_Debug, m_DoNotCheckCapabilities, m_numDecimalPlaces, NUM_DECIMAL_PLACES_DEFAULT

Constructor Summary

Constructors

Constructor and Description
CM()

Method Summary

Modifier and Type	Method and Description
void	buildClassifier(weka.core.Instances D)
String	getRevision()
String	globalInfo() Description to display in the GUI.
static void	main(String[] args)
protected void	updateWeights(ProblemTransformationMethod h, weka.core.Instances D)

Methods inherited from class meka.classifiers.multilabel.meta.EM

defaultClassifierString, distributionForInstance, getIterations, getOptions, getTechnicalInformation, introduceUnlabelledData, iterationsTipText, listOptions, setIterations, setOptions

Methods inherited from class meka.classifiers.multilabel.ProblemTransformationMethod

evaluation, getCapabilities, getModel, getTemplate, makeCopies, runClassifier, testCapabilities, toString

Methods inherited from class weka.classifiers.SingleClassifierEnhancer

classifierTipText, defaultClassifierOptions, getClassifier, getClassifierSpec, postExecution, preExecution, setClassifier

Methods inherited from class weka.classifiers.AbstractClassifier

batchSizeTipText, classifyInstance, debugTipText, distributionsForInstances, doNotCheckCapabilitiesTipText, forName, getBatchSize, getDebug, getDoNotCheckCapabilities, getNumDecimalPlaces, implementsMoreEfficientBatchPrediction, makeCopies, makeCopy, numDecimalPlacesTipText, run, runClassifier, setBatchSize, setDebug, setDoNotCheckCapabilities, setNumDecimalPlaces

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Methods inherited from interface meka.classifiers.multilabel.MultiLabelClassifier

debugTipText, getDebug, getModel, setDebug

Methods inherited from interface weka.classifiers.Classifier

classifyInstance, getCapabilities

Constructor Detail

CM

public CM()

Method Detail

globalInfo

public String globalInfo()

Description copied from class: ProblemTransformationMethod

Description to display in the GUI.

Overrides:

globalInfo in class EM

Returns:

the description

buildClassifier

public void buildClassifier(weka.core.Instances D)
                     throws Exception

Specified by:

buildClassifier in interface weka.classifiers.Classifier

Overrides:

buildClassifier in class EM

Throws:

Exception

updateWeights

protected void updateWeights(ProblemTransformationMethod h,
                             weka.core.Instances D)
                      throws Exception

Overrides:

updateWeights in class EM

Throws:

Exception

getRevision

public String getRevision()

Specified by:

getRevision in interface weka.core.RevisionHandler

Overrides:

getRevision in class EM

main

public static void main(String[] args)