com.github.chen0040.mlp.ann

Class MLPNet

java.lang.Object

com.github.chen0040.mlp.ann.MLPNet

All Implemented Interfaces:

Cloneable

Direct Known Subclasses:

MLP

public class MLPNet
extends Object
implements Cloneable

Field Summary

Fields

Modifier and Type	Field and Description
protected List<MLPLayer>	hiddenLayers
protected MLPLayer	inputLayer
protected double	learningRate
MLPLayer	outputLayer

Constructor Summary

Constructors

Constructor and Description
MLPNet()

Method Summary

Modifier and Type	Method and Description
void	addHiddenLayer(int neuron_count)
void	addHiddenLayer(int neuron_count, TransferFunction transfer_function)
void	copy(MLPNet rhs)
MLPLayer	createInputLayer(int dimension)
MLPLayer	createOutputLayer(int dimension)
protected double	get_target_error(double[] target)
double[]	minus(double[] a, double[] b)
double	train(double[] input, double[] target)
double[]	transform(double[] input)

Methods inherited from class java.lang.Object

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

Field Detail

inputLayer

protected MLPLayer inputLayer

outputLayer

public MLPLayer outputLayer

hiddenLayers

protected List<MLPLayer> hiddenLayers

learningRate

protected double learningRate

Constructor Detail

MLPNet

public MLPNet()

Method Detail

copy

public void copy(MLPNet rhs)
          throws CloneNotSupportedException

Throws:

CloneNotSupportedException

createInputLayer

public MLPLayer createInputLayer(int dimension)

createOutputLayer

public MLPLayer createOutputLayer(int dimension)

addHiddenLayer

public void addHiddenLayer(int neuron_count)

addHiddenLayer

public void addHiddenLayer(int neuron_count,
                           TransferFunction transfer_function)

train

public double train(double[] input,
                    double[] target)

minus

public double[] minus(double[] a,
                      double[] b)

get_target_error

protected double get_target_error(double[] target)

transform

public double[] transform(double[] input)