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

The LearningFunctionBase is the base class for all the learning strategies. More...

#include <itkLearningFunctionBase.h>

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

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

List of all members.

Public Types
typedef SmartPointer< const Self >	ConstPointer
typedef SmartPointer< Self >	Pointer
typedef LearningFunctionBase	Self
typedef LightProcessObject	Superclass
typedef LayerType::ValueType	ValueType
Public Member Functions
virtual const char *	GetNameOfClass () const
virtual void	Learn (LayerType *layer, TTargetVector error, ValueType)=0
virtual void	Learn (LayerType *layer, ValueType)=0
Protected Member Functions
	LearningFunctionBase ()
	~LearningFunctionBase ()
virtual void	PrintSelf (std::ostream &os, Indent indent) const

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Detailed Description

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

The LearningFunctionBase is the base class for all the learning strategies.

These include error back propagation, bp+momentum, conjugte gradient descent, 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 39 of file itkLearningFunctionBase.h.

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Member Typedef Documentation

template<class LayerType, class TTargetVector>

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

Reimplemented from itk::LightProcessObject.

Reimplemented in itk::Statistics::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >, itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >, itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, and itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >.

Definition at line 46 of file itkLearningFunctionBase.h.

template<class LayerType, class TTargetVector>

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

Reimplemented from itk::LightProcessObject.

Reimplemented in itk::Statistics::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >, itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >, itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, and itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >.

Definition at line 45 of file itkLearningFunctionBase.h.

template<class LayerType, class TTargetVector>

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

Standard class typedefs.

Reimplemented from itk::LightProcessObject.

Reimplemented in itk::Statistics::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >, itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >, itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, and itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >.

Definition at line 43 of file itkLearningFunctionBase.h.

template<class LayerType, class TTargetVector>

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

Reimplemented from itk::LightProcessObject.

Reimplemented in itk::Statistics::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >, itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >, itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, and itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >.

Definition at line 44 of file itkLearningFunctionBase.h.

template<class LayerType, class TTargetVector>

typedef LayerType::ValueType itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >::ValueType

Reimplemented in itk::Statistics::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >, itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >, itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, and itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >.

Definition at line 49 of file itkLearningFunctionBase.h.

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Constructor & Destructor Documentation

template<class LayerType, class TTargetVector>

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

(

)

[inline, protected]

Definition at line 57 of file itkLearningFunctionBase.h.

template<class LayerType, class TTargetVector>

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

(

)

[inline, protected]

Definition at line 58 of file itkLearningFunctionBase.h.

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Member Function Documentation

template<class LayerType, class TTargetVector>

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

(

)

const [virtual]

Method for creation through the object factory.

Reimplemented from itk::LightProcessObject.

Reimplemented in itk::Statistics::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >, itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >, itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, and itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >.

template<class LayerType, class TTargetVector>

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

Implemented in itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, and itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >.

template<class LayerType, class TTargetVector>

virtual void itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >::Learn	(	LayerType *	layer,
		TTargetVector	error,
		ValueType
	)		[pure virtual]

Implemented in itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, and itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >.

template<class LayerType, class TTargetVector>

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

Method to print the object.

Reimplemented from itk::LightProcessObject.

Reimplemented in itk::Statistics::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >, itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >, itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, and itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >.

Definition at line 61 of file itkLearningFunctionBase.h.

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

• itkLearningFunctionBase.h