org.neuroph.nnet.learning

Class BinaryHebbianLearning

java.lang.Object

org.neuroph.core.learning.LearningRule

org.neuroph.core.learning.IterativeLearning

org.neuroph.core.learning.UnsupervisedLearning

org.neuroph.nnet.learning.UnsupervisedHebbianLearning

org.neuroph.nnet.learning.BinaryHebbianLearning

All Implemented Interfaces:

Serializable

public class BinaryHebbianLearning
extends UnsupervisedHebbianLearning

Hebbian-like learning algorithm used for Hopfield network. Works with [0, 1] values

Author:

Zoran Sevarac

See Also:

Serialized Form

Field Summary

Fields inherited from class org.neuroph.core.learning.IterativeLearning

currentIteration, learningRate, stopConditions

Fields inherited from class org.neuroph.core.learning.LearningRule

listeners, neuralNetwork, trainingSet

Constructor Summary

Constructors

Constructor and Description
BinaryHebbianLearning() Creates new instance of BinaryHebbianLearning

Method Summary

Modifier and Type	Method and Description
protected void	updateNeuronWeights(Neuron neuron) This method implements weights update procedure for the single neuron

Methods inherited from class org.neuroph.nnet.learning.UnsupervisedHebbianLearning

doLearningEpoch, updateNetworkWeights

Methods inherited from class org.neuroph.core.learning.UnsupervisedLearning

learnPattern

Methods inherited from class org.neuroph.core.learning.IterativeLearning

afterEpoch, beforeEpoch, doOneLearningIteration, getCurrentIteration, getLearningRate, getMaxIterations, hasReachedStopCondition, isIterationsLimited, isPausedLearning, learn, learn, onStart, pause, resume, setLearningRate, setMaxIterations

Methods inherited from class org.neuroph.core.learning.LearningRule

addListener, fireLearningEvent, getNeuralNetwork, getTrainingSet, isStopped, onStop, removeListener, setNeuralNetwork, setTrainingSet, stopLearning

Methods inherited from class java.lang.Object

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

Constructor Detail

BinaryHebbianLearning

public BinaryHebbianLearning()

Creates new instance of BinaryHebbianLearning

Method Detail

updateNeuronWeights

protected void updateNeuronWeights(Neuron neuron)

This method implements weights update procedure for the single neuron

Overrides:

updateNeuronWeights in class UnsupervisedHebbianLearning

Parameters:

neuron - neuron to update weights