itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector > Class Template Reference

The ErrorBackPropagationLearningWithMomentum is the base class for all the ErrorBackPropagationLearning strategies. More...

#include <itkErrorBackPropagationLearningWithMomentum.h>

Inheritance diagram for itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >:

Collaboration diagram for itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >:

List of all members.

Public Types
typedef SmartPointer< const Self >	ConstPointer
typedef LayerType::LayerInterfaceType	LayerInterfaceType
typedef SmartPointer< Self >	Pointer
typedef ErrorBackPropagationLearningWithMomentum	Self
typedef LearningFunctionBase < typename LayerType::LayerInterfaceType, TTargetVector >	Superclass
typedef Superclass::ValueType	ValueType
Public Member Functions
virtual ::itk::LightObject::Pointer	CreateAnother (void) const
virtual const char *	GetNameOfClass () const
virtual void	Learn (LayerInterfaceType *layer, ValueType learningrate)
virtual void	Learn (LayerInterfaceType *layer, TTargetVector errors, ValueType learningrate)
Static Public Member Functions
static Pointer	New ()
Protected Member Functions
	ErrorBackPropagationLearningWithMomentum ()
virtual void	PrintSelf (std::ostream &os, Indent indent) const
virtual	~ErrorBackPropagationLearningWithMomentum ()
Protected Attributes
ValueType	m_Momentum

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Detailed Description

template<class LayerType, class TTargetVector>
class itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >

The ErrorBackPropagationLearningWithMomentum is the base class for all the ErrorBackPropagationLearning strategies.

ErrorBackPropagationLearning strategies include error back propagation, bp+momentum, conjugte gradient descent, and quick prop.

This class specifies how the errors are backpropagated for a layer. They take a LayerBase object as input and compute the input for the layers input weightset

Definition at line 42 of file itkErrorBackPropagationLearningWithMomentum.h.

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Member Typedef Documentation

template<class LayerType , class TTargetVector >

typedef SmartPointer<const Self> itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::ConstPointer

Reimplemented from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >.

Definition at line 49 of file itkErrorBackPropagationLearningWithMomentum.h.

template<class LayerType , class TTargetVector >

typedef LayerType::LayerInterfaceType itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::LayerInterfaceType

Definition at line 58 of file itkErrorBackPropagationLearningWithMomentum.h.

template<class LayerType , class TTargetVector >

typedef SmartPointer<Self> itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::Pointer

Reimplemented from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >.

Definition at line 48 of file itkErrorBackPropagationLearningWithMomentum.h.

template<class LayerType , class TTargetVector >

typedef ErrorBackPropagationLearningWithMomentum itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::Self

Standard class typedefs.

Reimplemented from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >.

Definition at line 45 of file itkErrorBackPropagationLearningWithMomentum.h.

template<class LayerType , class TTargetVector >

typedef LearningFunctionBase<typename LayerType::LayerInterfaceType, TTargetVector> itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::Superclass

Reimplemented from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >.

Definition at line 47 of file itkErrorBackPropagationLearningWithMomentum.h.

template<class LayerType , class TTargetVector >

typedef Superclass::ValueType itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::ValueType

Reimplemented from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >.

Definition at line 55 of file itkErrorBackPropagationLearningWithMomentum.h.

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Constructor & Destructor Documentation

template<class LayerType , class TTargetVector >

itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::ErrorBackPropagationLearningWithMomentum

(

)

[protected]

template<class LayerType , class TTargetVector >

virtual itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::~ErrorBackPropagationLearningWithMomentum

(

)

[inline, protected, virtual]

Definition at line 65 of file itkErrorBackPropagationLearningWithMomentum.h.

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Member Function Documentation

template<class LayerType , class TTargetVector >

virtual::itk::LightObject::Pointer itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::CreateAnother

(

void

)

const [virtual]

Create an object from an instance, potentially deferring to a factory. This method allows you to create an instance of an object that is exactly the same type as the referring object. This is useful in cases where an object has been cast back to a base class.

Reimplemented from itk::LightProcessObject.

template<class LayerType , class TTargetVector >

virtual const char* itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::GetNameOfClass

(

)

const [virtual]

Method for creation through the object factory.

Reimplemented from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >.

template<class LayerType , class TTargetVector >

virtual void itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::Learn	(	LayerInterfaceType *	layer,
		TTargetVector	errors,
		ValueType	learningrate
	)		[virtual]

template<class LayerType , class TTargetVector >

virtual void itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::Learn	(	LayerInterfaceType *	layer,
		ValueType	learningrate
	)		[virtual]

template<class LayerType , class TTargetVector >

static Pointer itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::New

(

)

[static]

Method for creation through the object factory.

Reimplemented from itk::LightProcessObject.

template<class LayerType , class TTargetVector >

virtual void itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::PrintSelf	(	std::ostream &	os,
		Indent	indent
	)		const [protected, virtual]

Method to print the object.

Reimplemented from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >.

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Member Data Documentation

template<class LayerType , class TTargetVector >

ValueType itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::m_Momentum [protected]

Definition at line 69 of file itkErrorBackPropagationLearningWithMomentum.h.

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

• itkErrorBackPropagationLearningWithMomentum.h