Neuroph

org.neuroph.nnet
Class Perceptron

java.lang.Object
  extended by java.util.Observable
      extended by org.neuroph.core.NeuralNetwork
          extended by org.neuroph.nnet.Perceptron
All Implemented Interfaces:
java.io.Serializable, java.lang.Runnable

public class Perceptron
extends NeuralNetwork

The Perceptron class that represents Perceptron neural network with some LMS based learning algorithm.

See Also:
neuroph.nnet.learning.LMS, neuroph.nnet.learning.StepDeltaRule, neuroph.nnet.learning.SigmoidDeltaRule, Serialized Form

Field Summary
private static long serialVersionUID
          The class fingerprint that is set to indicate serialization compatibility with a previous version of the class.
 
Constructor Summary
Perceptron(int inputNeuronsNum, int outputNeuronsNum)
          Creates new Perceptron with specified number of neurons in input and output layer, with Step trqansfer function
Perceptron(int inputNeuronsNum, int outputNeuronsNum, TransferFunctionType transferFunctionType)
          Creates new Perceptron with specified number of neurons in input and output layer, and specified transfer function
 
Method Summary
private  void createNetwork(int inputNeuronsNum, int outputNeuronsNum, TransferFunctionType transferFunctionType)
          Creates perceptron architecture with specified number of neurons in input and output layer, specified transfer function
 
Methods inherited from class org.neuroph.core.NeuralNetwork
addLayer, addLayer, addPlugin, calculate, createConnection, getInputNeurons, getLayerAt, getLayers, getLayersCount, getLayersIterator, getLearningRule, getNetworkType, getOutput, getOutputNeurons, getPlugin, indexOf, learn, load, notifyChange, randomizeWeights, removeLayer, removeLayerAt, removePlugin, reset, run, save, 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
 

Field Detail

serialVersionUID

private static final long serialVersionUID
The class fingerprint that is set to indicate serialization compatibility with a previous version of the class.

See Also:
Constant Field Values
Constructor Detail

Perceptron

public Perceptron(int inputNeuronsNum,
                  int outputNeuronsNum)
Creates new Perceptron with specified number of neurons in input and output layer, with Step trqansfer function

Parameters:
inputNeuronsNum - number of neurons in input layer
outputNeuronsNum - number of neurons in output layer

Perceptron

public Perceptron(int inputNeuronsNum,
                  int outputNeuronsNum,
                  TransferFunctionType transferFunctionType)
Creates new Perceptron with specified number of neurons in input and output layer, and specified transfer function

Parameters:
inputNeuronsNum - number of neurons in input layer
outputNeuronsNum - number of neurons in output layer
transferFunctionType - neuron transfer function type
Method Detail

createNetwork

private void createNetwork(int inputNeuronsNum,
                           int outputNeuronsNum,
                           TransferFunctionType transferFunctionType)
Creates perceptron architecture with specified number of neurons in input and output layer, specified transfer function

Parameters:
inputNeuronsNum - number of neurons in input layer
outputNeuronsNum - number of neurons in output layer
transferFunctionType - neuron transfer function type

Neuroph