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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.OutstarLearning
public class OutstarLearning
Hebbian-like learning rule for Outstar network.
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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OutstarLearning()
Creates new instance of OutstarLearning algorithm |
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OutstarLearning(NeuralNetwork neuralNetwork)
Creates new instance of OutstarLearning algorithm for the specified neural network. |
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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doOneLearningIteration, getCurrentIteration, getLearningRate, isPausedLearning, learn, learn, pause, resume, 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 OutstarLearning()
public OutstarLearning(NeuralNetwork neuralNetwork)
neuralNetwork
- neural network to trainMethod Detail |
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protected void updateNeuronWeights(Neuron neuron)
updateNeuronWeights
in class UnsupervisedHebbianLearning
neuron
- neuron to update weights for
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