ITK
4.4.0
Insight Segmentation and Registration Toolkit
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#include <itkLearningFunctionBase.h>
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.
Public Types | |
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 const char * | GetNameOfClass () const |
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 ::itk::LightObject::Pointer | CreateAnother (void) const |
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 ModifiedTimeType | 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 |
Protected Member Functions | |
LearningFunctionBase () | |
~LearningFunctionBase () | |
virtual void | PrintSelf (std::ostream &os, Indent indent) const |
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 () |
Additional Inherited Members | |
Static Public Member Functions inherited from itk::LightProcessObject | |
static Pointer | New () |
Protected Types inherited from itk::LightObject | |
typedef int | InternalReferenceCountType |
Protected Attributes inherited from itk::LightObject | |
InternalReferenceCountType | m_ReferenceCount |
SimpleFastMutexLock | m_ReferenceCountLock |
typedef SmartPointer<const Self> itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >::ConstPointer |
Definition at line 46 of file itkLearningFunctionBase.h.
typedef SmartPointer<Self> itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >::Pointer |
Definition at line 45 of file itkLearningFunctionBase.h.
typedef LearningFunctionBase itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >::Self |
Definition at line 43 of file itkLearningFunctionBase.h.
typedef LightProcessObject itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >::Superclass |
Definition at line 44 of file itkLearningFunctionBase.h.
typedef LayerType::ValueType itk::Statistics::LearningFunctionBase< LayerType, TTargetVector >::ValueType |
Definition at line 49 of file itkLearningFunctionBase.h.
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inlineprotected |
Definition at line 57 of file itkLearningFunctionBase.h.
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inlineprotected |
Definition at line 58 of file itkLearningFunctionBase.h.
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virtual |
Method for creation through the object factory.
Reimplemented from itk::LightProcessObject.
Reimplemented in itk::Statistics::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >, itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >, and itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >.
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pure virtual |
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pure virtual |
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inlineprotectedvirtual |
Method to print the object.
Reimplemented from itk::LightProcessObject.
Reimplemented in itk::Statistics::QuickPropLearningRule< LayerType, TTargetVector >, itk::Statistics::RBFBackPropagationLearningFunction< LayerType, TTargetVector >, itk::Statistics::ErrorBackPropagationLearningFunctionBase< LayerType, TTargetVector >, and itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >.
Definition at line 61 of file itkLearningFunctionBase.h.