NeuralNetwork< TYPE > Class Template Reference

#include <NeuralNetwork.H>

Public Member Functions
	NeuralNetwork (void)
	Constructor. More...
virtual	~NeuralNetwork (void)
	Destructor. More...
void	activate (vector< NeuralLayer< TYPE > *> &layers, Eigen::Matrix< TYPE, Eigen::Dynamic, 1 > &input)

Detailed Description

template<typename TYPE>
class NeuralNetwork< TYPE >

Implements a feed forward neural network. The network is used as follows :

// Begin constructing the neural network topology
vector<NeuralLayer<double> *> networkLayers;
networkLayers.push_back(new TanhLayer<double>(weights, bias));
networkLayers.push_back(new TanhLayer<double>(weights, bias));

// setup some input
Eigen::Matrix<double, Eigen::Dynamic, 1> input(10,1);
input<<0.8333,0.8333,0.8333,0.8333,0.8333,0.6871,0.5833,0.4371,0.3333,0.4000;

// Actiave the Neural Network
NeuralNetwork<double> nn;
nn.activate(networkLayers, input);

// the result is in the last layer
cout<<networkLayers[networkLayers.size()-1]->output<<endl;

Template Parameters

TYPE	the precision of the data to use, e.g. float, double

Examples:

NeuralNetworkFnTest.C, and NeuralNetworkTest.C.

Definition at line 222 of file NeuralNetwork.H.

Constructor & Destructor Documentation

NeuralNetwork()

template<typename TYPE>

NeuralNetwork< TYPE >::NeuralNetwork ( void  )

inline

Constructor.

Definition at line 225 of file NeuralNetwork.H.

~NeuralNetwork()

template<typename TYPE>

virtual NeuralNetwork< TYPE >::~NeuralNetwork ( void  )

inlinevirtual

Destructor.

Definition at line 228 of file NeuralNetwork.H.

Member Function Documentation

activate()

template<typename TYPE>

void NeuralNetwork< TYPE >::activate ( vector< NeuralLayer< TYPE > *> &  layers, Eigen::Matrix< TYPE, Eigen::Dynamic, 1 > &  input  )

inline

Activates all layers in the neural network. The last layer has the output

Parameters

layers	Various neural network layers, 0 being the input layer
input	The input vector to feed forward

Definition at line 235 of file NeuralNetwork.H.

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The documentation for this class was generated from the following file:

• /tmp/gtkiostream/include/NeuralNetwork.H