org.neuroph.nnet
Class UnsupervisedHebbianNetwork

java.lang.Object
  java.util.Observable
      org.neuroph.core.NeuralNetwork
          org.neuroph.nnet.UnsupervisedHebbianNetwork

All Implemented Interfaces:

java.io.Serializable, java.lang.Runnable

public class UnsupervisedHebbianNetwork
extends NeuralNetwork

Hebbian neural network with unsupervised Hebbian learning algorithm.

See Also:

Serialized Form

Constructor Summary

UnsupervisedHebbianNetwork(int inputNeuronsNum, int outputNeuronsNum)
Creates an instance of Unsuervised Hebian net with specified number of neurons in input and output layer

UnsupervisedHebbianNetwork(int inputNeuronsNum, int outputNeuronsNum, TransferFunctionType transferFunctionType)
Creates an instance of Unsuervised Hebian net with specified number of neurons in input layer and output layer, and transfer function

Method Summary

Methods inherited from class org.neuroph.core.NeuralNetwork

addLayer, addLayer, addPlugin, calculate, createConnection, getInputNeurons, getLayerAt, getLayers, getLayersCount, getLayersIterator, getLearningRule, getLearningThread, getNetworkType, getOutput, getOutputAsArray, getOutputNeurons, getPlugin, indexOf, initializeWeights, initializeWeights, initializeWeights, learn, learnInNewThread, learnInNewThread, learnInSameThread, learnInSameThread, load, load, notifyChange, pauseLearning, randomizeWeights, removeLayer, removeLayerAt, removePlugin, reset, resumeLearning, run, save, setInput, setInput, setInputNeurons, setLearningRule, setNetworkType, setOutputNeurons, stopLearning, toString

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, wait, wait, wait

Constructor Detail

UnsupervisedHebbianNetwork

public UnsupervisedHebbianNetwork(int inputNeuronsNum,
                                  int outputNeuronsNum)

Creates an instance of Unsuervised Hebian net with specified number of neurons in input and output layer

Parameters:

inputNeuronsNum - number of neurons in input layer

outputNeuronsNum - number of neurons in output layer

UnsupervisedHebbianNetwork

public UnsupervisedHebbianNetwork(int inputNeuronsNum,
                                  int outputNeuronsNum,
                                  TransferFunctionType transferFunctionType)

Creates an instance of Unsuervised Hebian net with specified number of neurons in input layer and output layer, and transfer function

Parameters:

inputNeuronsNum - number of neurons in input layer

outputNeuronsNum - number of neurons in output layer

transferFunctionType - transfer function type id