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java.lang.Objectjava.util.Observable
org.neuroph.core.learning.LearningRule
org.neuroph.core.learning.IterativeLearning
org.neuroph.core.learning.UnsupervisedLearning
org.neuroph.nnet.learning.UnsupervisedHebbianLearning
org.neuroph.nnet.learning.OjaLearning
public class OjaLearning
Oja learning rule wich is a modification of unsupervised hebbian learning.
| Field Summary |
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| Fields inherited from class org.neuroph.core.learning.IterativeLearning |
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currentIteration, iterationsLimited, learningRate, maxIterations |
| Fields inherited from class org.neuroph.core.learning.LearningRule |
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neuralNetwork |
| Constructor Summary | |
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OjaLearning()
Creates an instance of OjaLearning algorithm |
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OjaLearning(NeuralNetwork neuralNetwork)
Creates an instance of OjaLearning algorithm for the specified neural network |
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| Method Summary | |
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protected void |
updateNeuronWeights(Neuron neuron)
This method implements weights update procedure for the single neuron |
| Methods inherited from class org.neuroph.nnet.learning.UnsupervisedHebbianLearning |
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adjustWeights, doLearningEpoch |
| Methods inherited from class org.neuroph.core.learning.UnsupervisedLearning |
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learnPattern |
| Methods inherited from class org.neuroph.core.learning.IterativeLearning |
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getCurrentIteration, getLearningRate, learn, setLearningRate, setMaxIterations |
| Methods inherited from class org.neuroph.core.learning.LearningRule |
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getNeuralNetwork, getTrainingSet, isStopped, notifyChange, run, setNeuralNetwork, setTrainingSet, stopLearning |
| Methods inherited from class java.util.Observable |
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addObserver, clearChanged, countObservers, deleteObserver, deleteObservers, hasChanged, notifyObservers, notifyObservers, setChanged |
| Methods inherited from class java.lang.Object |
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clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait |
| Constructor Detail |
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public OjaLearning()
public OjaLearning(NeuralNetwork neuralNetwork)
neuralNetwork - neural network to train| Method Detail |
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protected void updateNeuronWeights(Neuron neuron)
updateNeuronWeights in class UnsupervisedHebbianLearningneuron - neuron to update weights
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