ITK
4.4.0
Insight Segmentation and Registration Toolkit
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#include <itkErrorBackPropagationLearningWithMomentum.h>
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.
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 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 |
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 | |
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_Momentum |
Additional Inherited Members | |
Protected Types inherited from itk::LightObject | |
typedef int | InternalReferenceCountType |
typedef SmartPointer<const Self> itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::ConstPointer |
Definition at line 49 of file itkErrorBackPropagationLearningWithMomentum.h.
typedef LayerType::LayerInterfaceType itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::LayerInterfaceType |
Definition at line 58 of file itkErrorBackPropagationLearningWithMomentum.h.
typedef SmartPointer<Self> itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::Pointer |
Definition at line 48 of file itkErrorBackPropagationLearningWithMomentum.h.
typedef ErrorBackPropagationLearningWithMomentum itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::Self |
Definition at line 45 of file itkErrorBackPropagationLearningWithMomentum.h.
typedef LearningFunctionBase<typename LayerType::LayerInterfaceType, TTargetVector> itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::Superclass |
Definition at line 47 of file itkErrorBackPropagationLearningWithMomentum.h.
typedef Superclass::ValueType itk::Statistics::ErrorBackPropagationLearningWithMomentum< LayerType, TTargetVector >::ValueType |
Definition at line 55 of file itkErrorBackPropagationLearningWithMomentum.h.
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Definition at line 65 of file itkErrorBackPropagationLearningWithMomentum.h.
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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.
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Method for creation through the object factory.
Reimplemented from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >.
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virtual |
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virtual |
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Method for creation through the object factory.
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protectedvirtual |
Method to print the object.
Reimplemented from itk::Statistics::LearningFunctionBase< LayerType::LayerInterfaceType, TTargetVector >.
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Definition at line 69 of file itkErrorBackPropagationLearningWithMomentum.h.