meka.classifiers.multilabel

Class DBPNN

java.lang.Object

weka.classifiers.AbstractClassifier

weka.classifiers.SingleClassifierEnhancer

meka.classifiers.multilabel.MultilabelClassifier

meka.classifiers.multilabel.NN.AbstractNeuralNet

meka.classifiers.multilabel.NN.AbstractDeepNeuralNet

meka.classifiers.multilabel.DBPNN

All Implemented Interfaces:

java.io.Serializable, java.lang.Cloneable, weka.classifiers.Classifier, weka.core.CapabilitiesHandler, weka.core.OptionHandler, weka.core.RevisionHandler, weka.core.TechnicalInformationHandler

public class DBPNN
extends AbstractDeepNeuralNet
implements weka.core.TechnicalInformationHandler

DBPNN.java - Deep Back-Propagation Neural Network. Use an RBM to pre-train the network, then plug in BPNN.
See: Geoffrey Hinton and Ruslan Salakhutdinov. Reducing the Dimensionality of Data with Neural Networks. Science. Vol 313(5786), pages 504 - 507. 2006.

Version:

December 2012

Author:

Jesse Read

See Also:

BPNN, Serialized Form

Constructor Summary

Constructors

Constructor and Description
DBPNN()

Method Summary

Methods

Modifier and Type	Method and Description
void	buildClassifier(weka.core.Instances D)
double[]	distributionForInstance(weka.core.Instance xy)
weka.core.TechnicalInformation	getTechnicalInformation()
java.lang.String	globalInfo() Description to display in the GUI.
static void	main(java.lang.String[] args)

Methods inherited from class meka.classifiers.multilabel.NN.AbstractDeepNeuralNet

getN, getOptions, listOptions, setOptions

Methods inherited from class meka.classifiers.multilabel.NN.AbstractNeuralNet

getE, getH, setE, setH, toString

Methods inherited from class meka.classifiers.multilabel.MultilabelClassifier

evaluation, getCapabilities, getRevision, getTemplate, makeCopies, runClassifier, testCapabilities

Methods inherited from class weka.classifiers.SingleClassifierEnhancer

classifierTipText, getClassifier, setClassifier

Methods inherited from class weka.classifiers.AbstractClassifier

classifyInstance, debugTipText, forName, getDebug, makeCopies, makeCopy, runClassifier, setDebug

Methods inherited from class java.lang.Object

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

Constructor Detail

DBPNN

public DBPNN()

Method Detail

buildClassifier

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

Specified by:

buildClassifier in interface weka.classifiers.Classifier

Specified by:

buildClassifier in class MultilabelClassifier

Throws:

java.lang.Exception

distributionForInstance

public double[] distributionForInstance(weka.core.Instance xy)
                                 throws java.lang.Exception

Specified by:

distributionForInstance in interface weka.classifiers.Classifier

Specified by:

distributionForInstance in class MultilabelClassifier

Throws:

java.lang.Exception

globalInfo

public java.lang.String globalInfo()

Description to display in the GUI.

Overrides:

globalInfo in class MultilabelClassifier

Returns:

the description

getTechnicalInformation

public weka.core.TechnicalInformation getTechnicalInformation()

Specified by:

getTechnicalInformation in interface weka.core.TechnicalInformationHandler

main

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

Throws:

java.lang.Exception