org.neuroph.nnet
Class UnsupervisedHebbianNetwork

java.lang.Object
  extended by java.util.Observable
      extended by org.neuroph.core.NeuralNetwork
          extended by 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.

Author:
Zoran Sevarac
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, 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