#include <itkErrorBackPropagationLearningWithMomentum.h>

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

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

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 Types inherited from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >
Public Types inherited from itk::LightProcessObject
Public Types inherited from itk::Object
Public Types inherited from itk::LightObject

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)
Public Member Functions inherited from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >
virtual void	Learn (LayerType *layer, ValueType)=0
virtual void	Learn (LayerType *layer, TTargetVector error, ValueType)=0
Public Member Functions inherited from itk::LightProcessObject
virtual void	AbortGenerateDataOff ()
virtual void	AbortGenerateDataOn ()
virtual const bool &	GetAbortGenerateData ()
virtual void	SetAbortGenerateData (bool _arg)
virtual void	UpdateOutputData ()
void	UpdateProgress (float amount)
virtual void	SetProgress (float _arg)
virtual const float &	GetProgress ()
Public Member Functions inherited from itk::Object
unsigned long	AddObserver (const EventObject &event, Command *)
unsigned long	AddObserver (const EventObject &event, Command *) const
virtual void	DebugOff () const
virtual void	DebugOn () const
Command *	GetCommand (unsigned long tag)
bool	GetDebug () const
MetaDataDictionary &	GetMetaDataDictionary (void)
const MetaDataDictionary &	GetMetaDataDictionary (void) const
virtual unsigned long	GetMTime () const
virtual const TimeStamp &	GetTimeStamp () const
bool	HasObserver (const EventObject &event) const
void	InvokeEvent (const EventObject &)
void	InvokeEvent (const EventObject &) const
virtual void	Modified () const
virtual void	Register () const
void	RemoveAllObservers ()
void	RemoveObserver (unsigned long tag)
void	SetDebug (bool debugFlag) const
void	SetMetaDataDictionary (const MetaDataDictionary &rhs)
virtual void	SetReferenceCount (int)
virtual void	UnRegister () const
Public Member Functions inherited from itk::LightObject
virtual void	Delete ()
virtual int	GetReferenceCount () const
	itkCloneMacro (Self)
void	Print (std::ostream &os, Indent indent=0) const

Static Public Member Functions
static Pointer	New ()

Protected Member Functions
	ErrorBackPropagationLearningWithMomentum ()
virtual void	PrintSelf (std::ostream &os, Indent indent) const
virtual	~ErrorBackPropagationLearningWithMomentum ()
Protected Member Functions inherited from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >
	LearningFunctionBase ()
	~LearningFunctionBase ()
Protected Member Functions inherited from itk::LightProcessObject
	LightProcessObject ()
	~LightProcessObject ()
virtual void	GenerateData ()
Protected Member Functions inherited from itk::Object
	Object ()
bool	PrintObservers (std::ostream &os, Indent indent) const
virtual void	SetTimeStamp (const TimeStamp &time)
virtual	~Object ()
Protected Member Functions inherited from itk::LightObject
virtual LightObject::Pointer	InternalClone () const
	LightObject ()
virtual void	PrintHeader (std::ostream &os, Indent indent) const
virtual void	PrintTrailer (std::ostream &os, Indent indent) const
virtual	~LightObject ()

Protected Attributes
ValueType	m_Momentum

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.