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

#include <itkQuickPropLearningRule.h>

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

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

List of all members.

Public Types
typedef SmartPointer< const Self >	ConstPointer
typedef SmartPointer< Self >	Pointer
typedef QuickPropLearningRule	Self
typedef LearningFunctionBase < LayerType, TTargetVector >	Superclass
typedef Superclass::ValueType	ValueType
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 Attributes
ValueType	m_Decay
ValueType	m_Epsilon
ValueType	m_Max_Growth_Factor
ValueType	m_Momentum
ValueType	m_SigmoidPrimeOffset
ValueType	m_SplitEpsilon
ValueType	m_Threshold

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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.

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Member Typedef Documentation

template<class LayerType , class TTargetVector >

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

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

Definition at line 50 of file itkQuickPropLearningRule.h.

template<class LayerType , class TTargetVector >

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

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

Definition at line 49 of file itkQuickPropLearningRule.h.

template<class LayerType , class TTargetVector >

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

Standard class typedefs.

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

Definition at line 47 of file itkQuickPropLearningRule.h.

template<class LayerType , class TTargetVector >

typedef LearningFunctionBase<LayerType, TTargetVector> itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::Superclass

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

Definition at line 48 of file itkQuickPropLearningRule.h.

template<class LayerType , class TTargetVector >

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

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

Definition at line 56 of file itkQuickPropLearningRule.h.

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Constructor & Destructor Documentation

template<class LayerType , class TTargetVector >

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

(

)

[protected]

template<class LayerType , class TTargetVector >

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

(

)

[inline, protected, virtual]

Definition at line 70 of file itkQuickPropLearningRule.h.

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Member Function Documentation

template<class LayerType , class TTargetVector >

virtual::itk::LightObject::Pointer itk::Statistics::QuickPropLearningRule< 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 ValueType& itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::GetDecay

(

)

[virtual]

template<class LayerType , class TTargetVector >

virtual const ValueType& itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::GetMax_Growth_Factor

(

)

[virtual]

template<class LayerType , class TTargetVector >

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

(

)

const [virtual]

Method for creation through the object factory.

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

template<class LayerType , class TTargetVector >

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

Implements itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >.

template<class LayerType , class TTargetVector >

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

Implements itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >.

template<class LayerType , class TTargetVector >

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

(

)

[static]

Method for creation through the object factory.

Reimplemented from itk::LightProcessObject.

template<class LayerType , class TTargetVector >

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

Method to print the object.

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

template<class LayerType , class TTargetVector >

virtual void itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::SetDecay

(

ValueType

_arg

)

[virtual]

template<class LayerType , class TTargetVector >

virtual void itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::SetMax_Growth_Factor

(

ValueType

_arg

)

[virtual]

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Member Data Documentation

template<class LayerType , class TTargetVector >

ValueType itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::m_Decay [protected]

Definition at line 74 of file itkQuickPropLearningRule.h.

template<class LayerType , class TTargetVector >

ValueType itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::m_Epsilon [protected]

Definition at line 76 of file itkQuickPropLearningRule.h.

template<class LayerType , class TTargetVector >

ValueType itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::m_Max_Growth_Factor [protected]

Definition at line 73 of file itkQuickPropLearningRule.h.

template<class LayerType , class TTargetVector >

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

Definition at line 70 of file itkQuickPropLearningRule.h.

template<class LayerType , class TTargetVector >

ValueType itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::m_SigmoidPrimeOffset [protected]

Definition at line 77 of file itkQuickPropLearningRule.h.

template<class LayerType , class TTargetVector >

ValueType itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::m_SplitEpsilon [protected]

Definition at line 78 of file itkQuickPropLearningRule.h.

template<class LayerType , class TTargetVector >

ValueType itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >::m_Threshold [protected]

Definition at line 75 of file itkQuickPropLearningRule.h.

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

• itkQuickPropLearningRule.h