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

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

#include <itkErrorBackPropagationLearningFunctionBase.h>

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

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

List of all members.

Public Types
typedef SmartPointer< const Self >	ConstPointer
typedef LayerType::LayerInterfaceType	LayerInterfaceType
typedef SmartPointer< Self >	Pointer
typedef ErrorBackPropagationLearningFunctionBase	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 error, ValueType learningrate)
Static Public Member Functions
static Pointer	New ()
Protected Member Functions
	ErrorBackPropagationLearningFunctionBase ()
virtual void	PrintSelf (std::ostream &os, Indent indent) const
	~ErrorBackPropagationLearningFunctionBase ()

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Detailed Description

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

The ErrorBackPropagationLearningFunctionBase 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 itkErrorBackPropagationLearningFunctionBase.h.

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Member Typedef Documentation

template<class LayerType , class TTargetVector >

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

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

Definition at line 49 of file itkErrorBackPropagationLearningFunctionBase.h.

template<class LayerType , class TTargetVector >

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

Definition at line 52 of file itkErrorBackPropagationLearningFunctionBase.h.

template<class LayerType , class TTargetVector >

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

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

Definition at line 48 of file itkErrorBackPropagationLearningFunctionBase.h.

template<class LayerType , class TTargetVector >

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

Standard class typedefs.

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

Definition at line 45 of file itkErrorBackPropagationLearningFunctionBase.h.

template<class LayerType , class TTargetVector >

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

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

Definition at line 47 of file itkErrorBackPropagationLearningFunctionBase.h.

template<class LayerType , class TTargetVector >

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

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

Definition at line 51 of file itkErrorBackPropagationLearningFunctionBase.h.

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Constructor & Destructor Documentation

template<class LayerType , class TTargetVector >

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

(

)

[inline, protected]

Definition at line 65 of file itkErrorBackPropagationLearningFunctionBase.h.

template<class LayerType , class TTargetVector >

itk::Statistics::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >::~ErrorBackPropagationLearningFunctionBase

(

)

[inline, protected]

Definition at line 66 of file itkErrorBackPropagationLearningFunctionBase.h.

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Member Function Documentation

template<class LayerType , class TTargetVector >

virtual::itk::LightObject::Pointer itk::Statistics::ErrorBackPropagationLearningFunctionBase< 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::ErrorBackPropagationLearningFunctionBase< 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::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >::Learn	(	LayerInterfaceType *	layer,
		TTargetVector	error,
		ValueType	learningrate
	)		[virtual]

template<class LayerType , class TTargetVector >

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

template<class LayerType , class TTargetVector >

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

(

)

[static]

Method for creation through the object factory.

Reimplemented from itk::LightProcessObject.

template<class LayerType , class TTargetVector >

virtual void itk::Statistics::ErrorBackPropagationLearningFunctionBase< 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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The documentation for this class was generated from the following file:

• itkErrorBackPropagationLearningFunctionBase.h