#include <itkQuickPropLearningRule.h>

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

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

Detailed Description

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

The QuickPropLearningRule 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 43 of file itkQuickPropLearningRule.h.

Public Types
typedef SmartPointer< const Self >	ConstPointer

typedef SmartPointer< Self >	Pointer

typedef QuickPropLearningRule	Self

typedef LearningFunctionBase < LayerType, TTargetVector >	Superclass

typedef Superclass::ValueType	ValueType

Public Types inherited from itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >
typedef SmartPointer< const Self >	ConstPointer

typedef SmartPointer< Self >	Pointer

typedef LearningFunctionBase	Self

typedef LightProcessObject	Superclass

typedef LayerType::ValueType	ValueType

Public Types inherited from itk::LightProcessObject
typedef SmartPointer< const Self >	ConstPointer

typedef SmartPointer< Self >	Pointer

typedef LightProcessObject	Self

typedef Object	Superclass

Public Types inherited from itk::Object
typedef SmartPointer< const Self >	ConstPointer

typedef SmartPointer< Self >	Pointer

typedef Object	Self

typedef LightObject	Superclass

Public Types inherited from itk::LightObject
typedef SmartPointer< const Self >	ConstPointer

typedef SmartPointer< Self >	Pointer

typedef LightObject	Self

Public Member Functions
virtual ::itk::LightObject::Pointer	CreateAnother (void) const

virtual const ValueType &	GetDecay ()

virtual const ValueType &	GetMax_Growth_Factor ()

virtual const char *	GetNameOfClass () const

virtual void	Learn (LayerType *layer, ValueType learningrate)

virtual void	Learn (LayerType *layer, TTargetVector errors, ValueType learningrate)

virtual void	SetDecay (ValueType _arg)

virtual void	SetMax_Growth_Factor (ValueType _arg)

Static Public Member Functions
static Pointer	New ()

Protected Member Functions
virtual void	PrintSelf (std::ostream &os, Indent indent) const

	QuickPropLearningRule ()

virtual	~QuickPropLearningRule ()

Protected Member Functions inherited from itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >
	LearningFunctionBase ()

	~LearningFunctionBase ()

Protected Member Functions inherited from itk::LightProcessObject
virtual void	GenerateData ()

	LightProcessObject ()

	~LightProcessObject ()

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_Decay

ValueType	m_Epsilon

ValueType	m_Max_Growth_Factor

ValueType	m_Momentum

ValueType	m_SigmoidPrimeOffset

ValueType	m_SplitEpsilon

ValueType	m_Threshold

Additional Inherited Members
Protected Types inherited from itk::LightObject
typedef int	InternalReferenceCountType