org.neuroph.nnet

Class Perceptron

java.lang.Object

org.neuroph.core.NeuralNetwork

org.neuroph.nnet.Perceptron

All Implemented Interfaces:

Serializable

public class Perceptron
extends NeuralNetwork

Perceptron neural network with some LMS based learning algorithm.

Author:

Zoran Sevarac

See Also:

PerceptronLearning, BinaryDeltaRule, SigmoidDeltaRule, Serialized Form

Field Summary

Fields inherited from class org.neuroph.core.NeuralNetwork

outputBuffer

Constructor Summary

Constructors

Constructor and Description
Perceptron(int inputNeuronsCount, int outputNeuronsCount) Creates new Perceptron with specified number of neurons in input and output layer, with Step trqansfer function
Perceptron(int inputNeuronsCount, int outputNeuronsCount, TransferFunctionType transferFunctionType) Creates new Perceptron with specified number of neurons in input and output layer, and specified transfer function

Method Summary

Methods inherited from class org.neuroph.core.NeuralNetwork

addLayer, addLayer, addListener, addPlugin, calculate, createConnection, createFromFile, createFromFile, fireNetworkEvent, getInputNeurons, getInputsCount, getLabel, getLayerAt, getLayers, getLayersCount, getLearningRule, getNetworkType, getOutput, getOutputLabels, getOutputNeurons, getOutputsCount, getPlugin, getWeights, indexOf, isEmpty, learn, learn, load, load, pauseLearning, randomizeWeights, randomizeWeights, randomizeWeights, randomizeWeights, removeLayer, removeLayerAt, removeListener, removePlugin, reset, resumeLearning, save, setInput, setInputNeurons, setLabel, setLearningRule, setNetworkType, setOutputLabels, setOutputNeurons, setWeights, stopLearning, toString

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Constructor Detail

Perceptron

public Perceptron(int inputNeuronsCount,
                  int outputNeuronsCount)

Creates new Perceptron with specified number of neurons in input and output layer, with Step trqansfer function

Parameters:

inputNeuronsCount - number of neurons in input layer

outputNeuronsCount - number of neurons in output layer

Perceptron

public Perceptron(int inputNeuronsCount,
                  int outputNeuronsCount,
                  TransferFunctionType transferFunctionType)

Creates new Perceptron with specified number of neurons in input and output layer, and specified transfer function

Parameters:

inputNeuronsCount - number of neurons in input layer

outputNeuronsCount - number of neurons in output layer

transferFunctionType - transfer function type