#include <itkTwoHiddenLayerBackPropagationNeuralNetwork.h>

Inheritance diagram for itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TMeasurementVector, TTargetVector >:

Collaboration diagram for itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TMeasurementVector, TTargetVector >:

Detailed Description

template<typename TMeasurementVector, typename TTargetVector>
class itk::Statistics::TwoHiddenLayerBackPropagationNeuralNetwork< TMeasurementVector, TTargetVector >

This is the itkTwoHiddenLayerBackPropagationNeuralNetwork class.

Definition at line 44 of file itkTwoHiddenLayerBackPropagationNeuralNetwork.h.

Public Types
typedef SmartPointer< const Self >	ConstPointer

typedef Superclass::InputFunctionInterfaceType	InputFunctionInterfaceType

typedef Superclass::LayerInterfaceType	LayerInterfaceType

typedef Superclass::LayerVectorType	LayerVectorType

typedef Superclass::LearningLayerType	LearningLayerType

typedef Superclass::MeasurementVectorType	MeasurementVectorType

typedef Superclass::NetworkOutputType	NetworkOutputType

typedef SmartPointer< Self >	Pointer

typedef TwoHiddenLayerBackPropagationNeuralNetwork	Self

typedef MultilayerNeuralNetworkBase < TMeasurementVector, TTargetVector, BackPropagationLayer < TMeasurementVector, TTargetVector > >	Superclass

typedef Superclass::TargetVectorType	TargetVectorType

typedef Superclass::TransferFunctionInterfaceType	TransferFunctionInterfaceType

typedef Superclass::ValueType	ValueType

typedef Superclass::WeightVectorType	WeightVectorType

Public Types inherited from itk::Statistics::MultilayerNeuralNetworkBase< TMeasurementVector, TTargetVector, BackPropagationLayer< TMeasurementVector, TTargetVector > >
typedef SmartPointer< const Self >	ConstPointer

typedef InputFunctionBase < ValueType *, ValueType >	InputFunctionInterfaceType

typedef Superclass::LayerInterfaceType	LayerInterfaceType

typedef std::vector< typename LayerInterfaceType::Pointer >	LayerVectorType

typedef LearningFunctionBase < typename BackPropagationLayer < TMeasurementVector, TTargetVector > ::LayerInterfaceType, TTargetVector >	LearningFunctionInterfaceType

typedef BackPropagationLayer < TMeasurementVector, TTargetVector >	LearningLayerType

typedef Superclass::MeasurementVectorType	MeasurementVectorType

typedef Superclass::NetworkOutputType	NetworkOutputType

typedef SmartPointer< Self >	Pointer

typedef MultilayerNeuralNetworkBase	Self

typedef NeuralNetworkObject < TMeasurementVector, TTargetVector >	Superclass

typedef Superclass::TargetVectorType	TargetVectorType

typedef TransferFunctionBase < ValueType >	TransferFunctionInterfaceType

typedef Superclass::ValueType	ValueType

typedef std::vector< typename LayerInterfaceType::WeightSetInterfaceType::Pointer >	WeightVectorType

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

typedef LayerBase < TMeasurementVector, TTargetVector >	LayerInterfaceType

typedef TMeasurementVector	MeasurementVectorType

typedef Array< ValueType >	NetworkOutputType

typedef SmartPointer< Self >	Pointer

typedef NeuralNetworkObject	Self

typedef DataObject	Superclass

typedef TTargetVector	TargetVectorType

typedef MeasurementVectorType::ValueType	ValueType

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

typedef std::string	DataObjectIdentifierType

typedef std::vector< Pointer > ::size_type	DataObjectPointerArraySizeType

typedef SmartPointer< Self >	Pointer

typedef DataObject	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 NetworkOutputType	GenerateOutput (TMeasurementVector samplevector) override

virtual const ValueType &	GetFirstHiddenLayerBias () const

virtual const unsigned int &	GetNumOfFirstHiddenNodes () const

virtual const unsigned int &	GetNumOfInputNodes () const

virtual const unsigned int &	GetNumOfOutputNodes () const

virtual const unsigned int &	GetNumOfSecondHiddenNodes () const

virtual const ValueType &	GetOutputLayerBias () const

virtual const ValueType &	GetSecondHiddenLayerBias () const

void	Initialize () override

virtual void	SetFirstHiddenLayerBias (ValueType _arg)

void	SetFirstHiddenTransferFunction (TransferFunctionInterfaceType *f)

void	SetInputFunction (InputFunctionInterfaceType *f)

void	SetInputTransferFunction (TransferFunctionInterfaceType *f)

virtual void	SetNumOfFirstHiddenNodes (unsigned int _arg)

virtual void	SetNumOfInputNodes (unsigned int _arg)

virtual void	SetNumOfOutputNodes (unsigned int _arg)

virtual void	SetNumOfSecondHiddenNodes (unsigned int _arg)

virtual void	SetOutputLayerBias (ValueType _arg)

void	SetOutputTransferFunction (TransferFunctionInterfaceType *f)

virtual void	SetSecondHiddenLayerBias (ValueType _arg)

void	SetSecondHiddenTransferFunction (TransferFunctionInterfaceType *f)

Public Member Functions inherited from itk::Statistics::MultilayerNeuralNetworkBase< TMeasurementVector, TTargetVector, BackPropagationLayer< TMeasurementVector, TTargetVector > >
void	AddLayer (LayerInterfaceType *)

void	AddWeightSet (typename LayerInterfaceType::WeightSetInterfaceType *)

virtual void	BackwardPropagate (NetworkOutputType errors) override

virtual ::itk::LightObject::Pointer	CreateAnother () const

LayerInterfaceType *	GetLayer (int layer_id)

const LayerInterfaceType *	GetLayer (int layer_id) const

int	GetNumOfLayers (void) const

int	GetNumOfWeightSets (void) const

LayerInterfaceType::WeightSetInterfaceType *	GetWeightSet (unsigned int id)

void	InitializeWeights ()

void	SetLearningFunction (LearningFunctionInterfaceType *f)

void	SetLearningRate (ValueType learningrate)

void	SetLearningRule (LearningFunctionInterfaceType *)

virtual void	UpdateWeights (ValueType) override

Public Member Functions inherited from itk::DataObject
virtual void	CopyInformation (const DataObject *)

virtual void	DataHasBeenGenerated ()

void	DisconnectPipeline ()

bool	GetDataReleased () const

virtual const bool &	GetReleaseDataFlag () const

SmartPointerForwardReference < ProcessObject >	GetSource () const

DataObjectPointerArraySizeType	GetSourceOutputIndex () const

const DataObjectIdentifierType &	GetSourceOutputName () const

virtual ModifiedTimeType	GetUpdateMTime () const

virtual void	Graft (const DataObject *)

virtual void	PrepareForNewData ()

virtual void	PropagateRequestedRegion ()

void	ReleaseData ()

virtual void	ReleaseDataFlagOff ()

virtual void	ReleaseDataFlagOn ()

virtual bool	RequestedRegionIsOutsideOfTheBufferedRegion ()

virtual void	ResetPipeline ()

void	SetReleaseDataFlag (bool flag)

virtual void	SetRequestedRegion (const DataObject *)

virtual void	SetRequestedRegionToLargestPossibleRegion ()

bool	ShouldIReleaseData () const

virtual void	Update ()

virtual void	UpdateOutputData ()

virtual void	UpdateOutputInformation ()

virtual bool	VerifyRequestedRegion ()

void	SetPipelineMTime (ModifiedTimeType time)

virtual const ModifiedTimeType &	GetPipelineMTime () const

virtual void	SetRealTimeStamp (RealTimeStamp _arg)

virtual const RealTimeStamp &	GetRealTimeStamp () const

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 ()

const MetaDataDictionary &	GetMetaDataDictionary () 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 override

void	RemoveAllObservers ()

void	RemoveObserver (unsigned long tag)

void	SetDebug (bool debugFlag) const

void	SetMetaDataDictionary (const MetaDataDictionary &rhs)

virtual void	SetReferenceCount (int) override

virtual void	UnRegister () const noexceptoverride

virtual void	SetObjectName (std::string _arg)

virtual const std::string &	GetObjectName () 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
virtual void	PrintSelf (std::ostream &os, Indent indent) const override

	TwoHiddenLayerBackPropagationNeuralNetwork ()

virtual	~TwoHiddenLayerBackPropagationNeuralNetwork () override

Protected Member Functions inherited from itk::Statistics::MultilayerNeuralNetworkBase< TMeasurementVector, TTargetVector, BackPropagationLayer< TMeasurementVector, TTargetVector > >
	MultilayerNeuralNetworkBase ()

	~MultilayerNeuralNetworkBase () override

Protected Member Functions inherited from itk::Statistics::NeuralNetworkObject< TMeasurementVector, TTargetVector >
	NeuralNetworkObject ()

virtual	~NeuralNetworkObject () override

Protected Member Functions inherited from itk::DataObject
	DataObject ()

virtual void	PropagateResetPipeline ()

virtual	~DataObject () override

Protected Member Functions inherited from itk::Object
	Object ()

bool	PrintObservers (std::ostream &os, Indent indent) const

virtual void	SetTimeStamp (const TimeStamp &time)

virtual	~Object () override

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 ()

Private Attributes
ValueType	m_FirstHiddenLayerBias

TransferFunctionInterfaceType::Pointer	m_FirstHiddenTransferFunction

InputFunctionInterfaceType::Pointer	m_InputFunction

TransferFunctionInterfaceType::Pointer	m_InputTransferFunction

unsigned int	m_NumOfFirstHiddenNodes

unsigned int	m_NumOfInputNodes

unsigned int	m_NumOfOutputNodes

unsigned int	m_NumOfSecondHiddenNodes

ValueType	m_OutputLayerBias

TransferFunctionInterfaceType::Pointer	m_OutputTransferFunction

ValueType	m_SecondHiddenLayerBias

TransferFunctionInterfaceType::Pointer	m_SecondHiddenTransferFunction

virtual const char *	GetNameOfClass () const

virtual ::itk::LightObject::Pointer	CreateAnother () const

static Pointer	New ()

Additional Inherited Members
Static Public Member Functions inherited from itk::Statistics::MultilayerNeuralNetworkBase< TMeasurementVector, TTargetVector, BackPropagationLayer< TMeasurementVector, TTargetVector > >
static Pointer	New ()

Static Public Member Functions inherited from itk::DataObject
static bool	GetGlobalReleaseDataFlag ()

static void	GlobalReleaseDataFlagOff ()

static void	GlobalReleaseDataFlagOn ()

static void	SetGlobalReleaseDataFlag (bool val)

Static Public Member Functions inherited from itk::Object
static bool	GetGlobalWarningDisplay ()

static void	GlobalWarningDisplayOff ()

static void	GlobalWarningDisplayOn ()

static Pointer	New ()

static void	SetGlobalWarningDisplay (bool flag)

Static Public Member Functions inherited from itk::LightObject
static void	BreakOnError ()

static Pointer	New ()

Protected Attributes inherited from itk::Statistics::MultilayerNeuralNetworkBase< TMeasurementVector, TTargetVector, BackPropagationLayer< TMeasurementVector, TTargetVector > >
LayerVectorType	m_Layers

LearningFunctionInterfaceType::Pointer	m_LearningFunction

ValueType	m_LearningRate

WeightVectorType	m_Weights

Protected Attributes inherited from itk::Statistics::NeuralNetworkObject< TMeasurementVector, TTargetVector >
ValueType	m_LearningRate

Protected Attributes inherited from itk::LightObject
AtomicInt< int >	m_ReferenceCount