C# Class AIMA.Core.Learning.Neural.BackPropLearning

Inheritance: NNTrainingScheme

Show file Open project: PaulMineau/AIMA.Net

Public Methods

Method	Description
BackPropLearning ( double learningRate, double momentum ) : System
calculateBiasUpdates ( LayerSensitivity layerSensitivity, double alpha ) : Vector
calculateBiasUpdates ( LayerSensitivity layerSensitivity, double alpha, double momentum ) : Vector
calculateWeightUpdates ( LayerSensitivity layerSensitivity, Vector previousLayerActivationOrInput, double alpha ) : Matrix
calculateWeightUpdates ( LayerSensitivity layerSensitivity, Vector previousLayerActivationOrInput, double alpha, double momentum ) : Matrix
processError ( FeedForwardNeuralNetwork network, Vector error ) : void
processInput ( FeedForwardNeuralNetwork network, Vector input ) : Vector
setNeuralNetwork ( FunctionApproximator fapp ) : void

Method Details

BackPropLearning() public method

public BackPropLearning ( double learningRate, double momentum ) : System
learningRate	double
momentum	double
return	System

calculateBiasUpdates() public static method

public static calculateBiasUpdates ( LayerSensitivity layerSensitivity, double alpha ) : Vector
layerSensitivity	LayerSensitivity
alpha	double
return	AIMA.Core.Util.Math.Vector

calculateBiasUpdates() public method

public calculateBiasUpdates ( LayerSensitivity layerSensitivity, double alpha, double momentum ) : Vector
layerSensitivity	LayerSensitivity
alpha	double
momentum	double
return	AIMA.Core.Util.Math.Vector

calculateWeightUpdates() public static method

public static calculateWeightUpdates ( LayerSensitivity layerSensitivity, Vector previousLayerActivationOrInput, double alpha ) : Matrix
layerSensitivity	LayerSensitivity
previousLayerActivationOrInput	AIMA.Core.Util.Math.Vector
alpha	double
return	Matrix

calculateWeightUpdates() public method

public calculateWeightUpdates ( LayerSensitivity layerSensitivity, Vector previousLayerActivationOrInput, double alpha, double momentum ) : Matrix
layerSensitivity	LayerSensitivity
previousLayerActivationOrInput	AIMA.Core.Util.Math.Vector
alpha	double
momentum	double
return	Matrix

processError() public method

public processError ( FeedForwardNeuralNetwork network, Vector error ) : void
network	FeedForwardNeuralNetwork
error	Vector
return	void

processInput() public method

public processInput ( FeedForwardNeuralNetwork network, Vector input ) : Vector
network	FeedForwardNeuralNetwork
input	Vector
return	Vector

setNeuralNetwork() public method

public setNeuralNetwork ( FunctionApproximator fapp ) : void
fapp	FunctionApproximator
return	void