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java.lang.Objectjava.util.Observable
org.neuroph.core.learning.LearningRule
org.neuroph.core.learning.IterativeLearning
org.neuroph.core.learning.SupervisedLearning
org.neuroph.nnet.learning.LMS
org.neuroph.nnet.learning.PerceptronLearning
public class PerceptronLearning
Perceptron learning rule for perceptron neural networks.
Field Summary |
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Fields inherited from class org.neuroph.core.learning.SupervisedLearning |
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maxError, previousEpochError, totalNetworkError |
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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PerceptronLearning()
Creates new PerceptronLearning instance |
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PerceptronLearning(NeuralNetwork neuralNetwork)
Creates new PerceptronLearning learning 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 In addition to weights change in LMS it applies change to neuron's threshold |
Methods inherited from class org.neuroph.nnet.learning.LMS |
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updateNetworkWeights, updateTotalNetworkError |
Methods inherited from class org.neuroph.core.learning.SupervisedLearning |
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doLearningEpoch, errorChangeStalled, getMaxError, getMinErrorChange, getMinErrorChangeIterationsCount, getMinErrorChangeIterationsLimit, getPatternError, getPreviousEpochError, getTotalNetworkError, hasReachedStopCondition, learn, learn, learnPattern, reset, setMaxError, setMinErrorChange, setMinErrorChangeIterationsLimit |
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 PerceptronLearning()
public PerceptronLearning(NeuralNetwork neuralNetwork)
neuralNetwork
- Method Detail |
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protected void updateNeuronWeights(Neuron neuron)
updateNeuronWeights
in class LMS
neuron
- neuron to update weights
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