|
|||||||||
PREV CLASS NEXT CLASS | FRAMES NO FRAMES | ||||||||
SUMMARY: NESTED | FIELD | CONSTR | METHOD | DETAIL: FIELD | CONSTR | METHOD |
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.SigmoidDeltaRule
org.neuroph.nnet.learning.BackPropagation
org.neuroph.nnet.learning.MomentumBackpropagation
org.neuroph.nnet.learning.DynamicBackPropagation
public class DynamicBackPropagation
Backpropagation learning rule with momentum and dynamic learning rate
Field Summary |
---|
Fields inherited from class org.neuroph.nnet.learning.MomentumBackpropagation |
---|
momentum |
Fields inherited from class org.neuroph.core.learning.SupervisedLearning |
---|
maxError, totalNetworkError |
Fields inherited from class org.neuroph.core.learning.IterativeLearning |
---|
currentIteration, iterationsLimited, learningRate, maxIterations |
Fields inherited from class org.neuroph.core.learning.LearningRule |
---|
neuralNetwork |
Constructor Summary | |
---|---|
DynamicBackPropagation()
|
|
DynamicBackPropagation(NeuralNetwork neuralNetwork)
|
Method Summary | |
---|---|
protected void |
adjustLearningRate()
|
protected void |
adjustMomentum()
|
void |
doLearningEpoch(TrainingSet trainingSet)
This method implements basic logic for one learning epoch for the supervised learning algorithms. |
Methods inherited from class org.neuroph.nnet.learning.MomentumBackpropagation |
---|
getMomentum, setMomentum, updateNeuronWeights |
Methods inherited from class org.neuroph.nnet.learning.BackPropagation |
---|
updateNetworkWeights |
Methods inherited from class org.neuroph.nnet.learning.SigmoidDeltaRule |
---|
adjustOutputNeurons |
Methods inherited from class org.neuroph.nnet.learning.LMS |
---|
updateTotalNetworkError |
Methods inherited from class org.neuroph.core.learning.SupervisedLearning |
---|
getPatternError, getTotalNetworkError, learn, learn, learnPattern, setMaxError |
Methods inherited from class org.neuroph.core.learning.IterativeLearning |
---|
doOneLearningIteration, getCurrentIteration, getLearningRate, isPausedLearning, learn, learn, pause, resume, setLearningRate, setMaxIterations |
Methods inherited from class org.neuroph.core.learning.LearningRule |
---|
getNeuralNetwork, getTrainingSet, isStopped, notifyChange, run, setNeuralNetwork, setTrainingSet, stopLearning |
Methods inherited from class java.util.Observable |
---|
addObserver, clearChanged, countObservers, deleteObserver, deleteObservers, hasChanged, notifyObservers, notifyObservers, setChanged |
Methods inherited from class java.lang.Object |
---|
clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait |
Constructor Detail |
---|
public DynamicBackPropagation()
public DynamicBackPropagation(NeuralNetwork neuralNetwork)
Method Detail |
---|
protected void adjustLearningRate()
protected void adjustMomentum()
public void doLearningEpoch(TrainingSet trainingSet)
SupervisedLearning
doLearningEpoch
in class SupervisedLearning
trainingSet
- training set for training network
|
|||||||||
PREV CLASS NEXT CLASS | FRAMES NO FRAMES | ||||||||
SUMMARY: NESTED | FIELD | CONSTR | METHOD | DETAIL: FIELD | CONSTR | METHOD |