itk::Statistics::NeuralNetworkObject< TVector, TOutput > Class Template Reference

#include <itkNeuralNetworkObject.h>

Inheritance diagram for itk::Statistics::NeuralNetworkObject< TVector, TOutput >:

[legend]Collaboration diagram for itk::Statistics::NeuralNetworkObject< TVector, TOutput >:

[legend]List of all members.

template<class TVector, class TOutput>
class itk::Statistics::NeuralNetworkObject< TVector, TOutput >

Public Types
typedef SmartPointer< const Self >	ConstPointer
typedef LayerType::Pointer	LayerPointer
typedef LayerBase< TVector, TOutput >	LayerType
typedef LearningFunctionType::Pointer	LearningFunctionPointer
typedef LearningFunctionBase< LayerType, TOutput >	LearningFunctionType
typedef Array< ValueType >	NetworkOutputType
typedef SmartPointer< Self >	Pointer
typedef NeuralNetworkObject	Self
typedef DataObject	Superclass
typedef TOutput	TargetVectorType
typedef TVector::ValueType	ValueType
typedef WeightSetType::Pointer	WeightSetPointer
typedef WeightSetBase< TVector, TOutput >	WeightSetType
Public Member Functions
virtual void	BackwardPropagate (NetworkOutputType errors)=0
virtual NetworkOutputType	GenerateOutput (TVector samplevector)=0
virtual const char *	GetNameOfClass () const
virtual void	UpdateWeights (ValueType)=0
Protected Member Functions
	NeuralNetworkObject ()
virtual void	PrintSelf (std::ostream &os, Indent indent) const
	~NeuralNetworkObject ()
Protected Attributes
ValueType	m_LearningRate

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Member Typedef Documentation

template<class TVector, class TOutput> typedef SmartPointer<const Self> itk::Statistics::NeuralNetworkObject< TVector, TOutput >::ConstPointer

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >, itk::Statistics::OneHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >, itk::Statistics::RBFNetwork< TVector, TOutput >, and itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >. Definition at line 38 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef LayerType::Pointer itk::Statistics::NeuralNetworkObject< TVector, TOutput >::LayerPointer

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >. Definition at line 47 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef LayerBase<TVector, TOutput> itk::Statistics::NeuralNetworkObject< TVector, TOutput >::LayerType

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >, and itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >. Definition at line 46 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef LearningFunctionType::Pointer itk::Statistics::NeuralNetworkObject< TVector, TOutput >::LearningFunctionPointer

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >. Definition at line 50 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef LearningFunctionBase<LayerType, TOutput> itk::Statistics::NeuralNetworkObject< TVector, TOutput >::LearningFunctionType

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >. Definition at line 49 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef Array<ValueType> itk::Statistics::NeuralNetworkObject< TVector, TOutput >::NetworkOutputType

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >, itk::Statistics::OneHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >, itk::Statistics::RBFNetwork< TVector, TOutput >, and itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >. Definition at line 43 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef SmartPointer<Self> itk::Statistics::NeuralNetworkObject< TVector, TOutput >::Pointer

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >, itk::Statistics::OneHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >, itk::Statistics::RBFNetwork< TVector, TOutput >, and itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >. Definition at line 37 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef NeuralNetworkObject itk::Statistics::NeuralNetworkObject< TVector, TOutput >::Self

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >, itk::Statistics::OneHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >, itk::Statistics::RBFNetwork< TVector, TOutput >, and itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >. Definition at line 35 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef DataObject itk::Statistics::NeuralNetworkObject< TVector, TOutput >::Superclass

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >, itk::Statistics::OneHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >, itk::Statistics::RBFNetwork< TVector, TOutput >, and itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >. Definition at line 36 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef TOutput itk::Statistics::NeuralNetworkObject< TVector, TOutput >::TargetVectorType

Definition at line 42 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef TVector::ValueType itk::Statistics::NeuralNetworkObject< TVector, TOutput >::ValueType

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >, itk::Statistics::OneHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >, itk::Statistics::RBFNetwork< TVector, TOutput >, and itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >. Definition at line 39 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef WeightSetType::Pointer itk::Statistics::NeuralNetworkObject< TVector, TOutput >::WeightSetPointer

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >. Definition at line 48 of file itkNeuralNetworkObject.h.

template<class TVector, class TOutput> typedef WeightSetBase<TVector, TOutput> itk::Statistics::NeuralNetworkObject< TVector, TOutput >::WeightSetType

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >. Definition at line 45 of file itkNeuralNetworkObject.h.

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Constructor & Destructor Documentation

template<class TVector, class TOutput> itk::Statistics::NeuralNetworkObject< TVector, TOutput >::NeuralNetworkObject (   )  [protected]

template<class TVector, class TOutput> itk::Statistics::NeuralNetworkObject< TVector, TOutput >::~NeuralNetworkObject (   )  [protected]

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Member Function Documentation

template<class TVector, class TOutput> virtual void itk::Statistics::NeuralNetworkObject< TVector, TOutput >::BackwardPropagate (  NetworkOutputType  errors  )  [pure virtual]

Implemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >.

template<class TVector, class TOutput> virtual NetworkOutputType itk::Statistics::NeuralNetworkObject< TVector, TOutput >::GenerateOutput (  TVector  samplevector  )  [pure virtual]

Implemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >, itk::Statistics::OneHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >, itk::Statistics::RBFNetwork< TVector, TOutput >, and itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >.

template<class TVector, class TOutput> virtual const char* itk::Statistics::NeuralNetworkObject< TVector, TOutput >::GetNameOfClass (   )  const [virtual]

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >, itk::Statistics::OneHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >, itk::Statistics::RBFNetwork< TVector, TOutput >, and itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >.

template<class TVector, class TOutput> virtual void itk::Statistics::NeuralNetworkObject< TVector, TOutput >::PrintSelf (  std::ostream &  os, Indent  indent )  const [protected, virtual]

Method to print the object. Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >, itk::Statistics::OneHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >, itk::Statistics::RBFNetwork< TVector, TOutput >, and itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TVector, TOutput >.

template<class TVector, class TOutput> virtual void itk::Statistics::NeuralNetworkObject< TVector, TOutput >::UpdateWeights (  ValueType   )  [pure virtual]

Implemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >.

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Member Data Documentation

template<class TVector, class TOutput> ValueType itk::Statistics::NeuralNetworkObject< TVector, TOutput >::m_LearningRate [protected]

Reimplemented in itk::Statistics::MultilayerNeuralNetworkBase< TVector, TOutput >. Definition at line 67 of file itkNeuralNetworkObject.h.

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

• itkNeuralNetworkObject.h

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