template implementation of the IMixture interface allowing to bridge a STK++ mixture with the composer. More...

#include <STK_HDGaussianBridge.h>

Inheritance diagram for STK::HDGaussianBridge< Id, Data >:

Public Types
enum	{ idMixtureClass_ = Clust::HDGaussian_ }

typedef IMixtureBridge< HDGaussianBridge< Id, Data > >	Base

typedef hidden::MixtureBridgeTraits< HDGaussianBridge< Id, Data > >::Mixture	Mixture

typedef hidden::MixtureBridgeTraits< HDGaussianBridge< Id, Data > >::Parameters	Parameters

typedef hidden::MixtureBridgeTraits< HDGaussianBridge< Id, Data > >::Type	Type

typedef std::vector< std::pair< int, int > >::const_iterator	ConstIterator

Public Types inherited from STK::IMixtureBridge< HDGaussianBridge< Id, Data > >
enum

typedef hidden::MixtureBridgeTraits< HDGaussianBridge< Id, Data > >::Mixture	Mixture

typedef hidden::MixtureBridgeTraits< HDGaussianBridge< Id, Data > >::Data	Data

typedef hidden::MixtureBridgeTraits< HDGaussianBridge< Id, Data > >::Type	Type

typedef hidden::MixtureBridgeTraits< HDGaussianBridge< Id, Data > >::Parameters	Parameters

typedef hidden::MixtureBridgeTraits< HDGaussianBridge< Id, Data > >::MissingIndexes	MissingIndexes

typedef hidden::MixtureBridgeTraits< HDGaussianBridge< Id, Data > >::MissingValues	MissingValues

typedef MissingIndexes::const_iterator	ConstIterator

Public Member Functions
	HDGaussianBridge (Data *p_dataij, String const &idData, int nbCluster)
	default constructor.

	HDGaussianBridge (HDGaussianBridge const &bridge)
	copy constructor

virtual	~HDGaussianBridge ()
	destructor

virtual HDGaussianBridge *	clone () const
	This is a standard clone function in usual sense.

virtual HDGaussianBridge *	create () const
	This is a standard create function in usual sense.

Type	safeValue (int j) const

Public Member Functions inherited from STK::IMixtureBridge< HDGaussianBridge< Id, Data > >
Mixture const &	mixture () const

MissingIndexes const &	v_missing () const

Data *const	p_dataij () const

int	nbMissing () const

void	getMissingValues (MissingValues &data) const
	get the (imputed) missing values of a data set.

void	getParameters (Parameters &param) const
	get the parameters of the model

void	getParameters (Array &param) const
	This function is used in order to get the current values of the parameters in an array.

void	setParameters (Parameters const &param)
	set the parameters of the model

void	setParameters (ExprBase< Array > const &param)
	This function is used in order to set the current values of the parameters to the parameters using an array.

virtual void	initializeStep ()
	Initialize the mixture model before its use by the composer.

virtual Real	lnComponentProbability (int i, int k)
	This function must be defined to return the component probability distribution function (PDF) for corresponding sample i and cluster k.

virtual void	paramUpdateStep ()
	This function is equivalent to Mstep and must be defined to update parameters.

virtual void	randomInit ()
	This function should be used in order to initialize randomly the parameters of the mixture.

virtual int	nbFreeParameter () const
	This function must return the number of free parameters.

virtual int	nbMissingValues () const
	This function must return the number of missing value in data set identified by idData_.

virtual void	storeIntermediateResults (int iteration)
	This function should be used to store any intermediate results during various iterations after the burn-in period.

virtual void	releaseIntermediateResults ()
	This step can be used to signal to the mixtures that they must release the stored results.

virtual void	setParametersStep ()
	set the parameters of the model.

virtual void	finalizeStep ()
	This step can be used by developer to finalize any thing.

virtual void	imputationStep ()
	This function should be used for imputation of data.

virtual void	samplingStep ()
	This function must be defined for simulation of all the latent variables and/or missing data excluding class labels.

virtual void	writeParameters (ostream &os) const
	This function can be used to write summary of parameters to the output stream.

Public Member Functions inherited from STK::IMixture
	IMixture (String const &idData=String())
	Constructor with identification character.

	IMixture (IMixture const &mixture)
	copy constructor.

virtual	~IMixture ()
	Virtual destructor.

String const &	idData () const

IMixtureStatModel const *const	p_composer () const

void	setMixtureModel (IMixtureStatModel const *p_composer)
	set the mixture composer to the mixture

virtual void	writeParameters (std::ostream &out) const
	This function can be used to write summary of parameters on to the output stream.

Public Member Functions inherited from STK::IRecursiveTemplate< Derived >
Derived &	asDerived ()
	static cast : return a reference of this with a cast to the derived class.

Derived const &	asDerived () const
	static cast : return a const reference of this with a cast to the derived class.

Derived *	asPtrDerived ()
	static cast : return a ptr on a `Derived` of this with a cast to the derived class.

Derived const *	asPtrDerived () const
	static cast : return a ptr on a constant `Derived` of this with a cast to the derived class.

Derived *	clone () const
	create a leaf using the copy constructor of the Derived class.

Derived *	clone (bool isRef) const
	create a leaf using the copy constructor of the Derived class and a flag determining if the clone is a reference or not.

Private Member Functions
	HDGaussianBridge (Mixture const &mixture, String const &idData, int nbCluster)
	protected constructor to use in order to create a bridge.

Additional Inherited Members
Protected Member Functions inherited from STK::IMixtureBridge< HDGaussianBridge< Id, Data > >
	IMixtureBridge (Data *p_data, String const &idData, int nbCluster)
	default constructor.

	IMixtureBridge (IMixtureBridge const &bridge)
	copy constructor

	IMixtureBridge (Mixture const &mixture, String const &idData, int nbCluster)
	protected constructor to use in order to create a bridge.

virtual	~IMixtureBridge ()
	destructor

virtual std::vector< std::pair< int, int > >::size_type	findMissing ()
	utility function for lookup the data set and find missing values coordinates.

virtual void	removeMissing ()
	This function will be used once for imputation of missing data at the initialization step (.

Protected Member Functions inherited from STK::IMixture
int	nbSample () const
	This function can be used in derived classes to get number of samples.

int	nbCluster () const
	This function can be used in derived classes to get number of classes.

CPointX const *	p_pk () const
	This function can be used in derived classes to get estimated number of individuals from the framework.

CPointX const *	p_tk () const
	This function can be used in derived classes to get proportions from the framework.

CArrayXX const *	p_tik () const
	This function can be used in derived classes to get posterior probabilities from the framework.

CVectorXi const *	p_zi () const
	This function can be used in derived classes to get class labels from the framework.

Protected Member Functions inherited from STK::IRecursiveTemplate< Derived >
	IRecursiveTemplate ()
	constructor.

	~IRecursiveTemplate ()
	destructor.

Protected Attributes inherited from STK::IMixtureBridge< HDGaussianBridge< Id, Data > >
Mixture	mixture_
	The Mixture to bridge with the composer.

MissingIndexes	v_missing_
	vector with the coordinates of the missing values

Data *	p_dataij_
	pointer on the data set

Detailed Description

template<int Id, class Data>
class STK::HDGaussianBridge< Id, Data >

template implementation of the IMixture interface allowing to bridge a STK++ mixture with the composer.

This class inherit from the interface IMixture and delegate almost all the treatments to the wrapped class. The bridge handles the missing values and the averaging of the parameters and imputed/simulated missing values during the estimation process.

Template Parameters

Id	is any identifier of a concrete model deriving from the interface STK::IMixtureDensity class. This identifier should be find in the Clust::Mixture enum.
Data	container of the data used by the STK::DataBridge class

Definition at line 94 of file STK_HDGaussianBridge.h.

Member Typedef Documentation

◆ Base

template<int Id, class Data >

typedef IMixtureBridge< HDGaussianBridge<Id,Data> > STK::HDGaussianBridge< Id, Data >::Base

Definition at line 98 of file STK_HDGaussianBridge.h.

◆ ConstIterator

template<int Id, class Data >

typedef std::vector<std::pair<int,int>>::const_iterator STK::HDGaussianBridge< Id, Data >::ConstIterator

Definition at line 109 of file STK_HDGaussianBridge.h.

◆ Mixture

template<int Id, class Data >

typedef hidden::MixtureBridgeTraits<HDGaussianBridge<Id,Data>>::Mixture STK::HDGaussianBridge< Id, Data >::Mixture

Definition at line 100 of file STK_HDGaussianBridge.h.

◆ Parameters

template<int Id, class Data >

typedef hidden::MixtureBridgeTraits<HDGaussianBridge<Id,Data>>::Parameters STK::HDGaussianBridge< Id, Data >::Parameters

Definition at line 101 of file STK_HDGaussianBridge.h.

◆ Type

template<int Id, class Data >

typedef hidden::MixtureBridgeTraits<HDGaussianBridge<Id,Data>>::Type STK::HDGaussianBridge< Id, Data >::Type

Definition at line 103 of file STK_HDGaussianBridge.h.

Member Enumeration Documentation

◆ anonymous enum

template<int Id, class Data >

anonymous enum

Enumerator
idMixtureClass_

Definition at line 105 of file STK_HDGaussianBridge.h.

    {
      idMixtureClass_ = Clust::HDGaussian_
    };

Constructor & Destructor Documentation

◆ HDGaussianBridge() [1/3]

template<int Id, class Data >

STK::HDGaussianBridge< Id, Data >::HDGaussianBridge	(	Data *	p_dataij,
		String const &	idData,
		int	nbCluster
	)

inline

default constructor.

Remove the missing values from the data set and initialize the mixture by setting the data set.

Parameters

p_dataij	pointer on the data set used by the bridge.
idData	id name of the mixture model
nbCluster	number of cluster

Definition at line 122 of file STK_HDGaussianBridge.h.

                    : Base( p_dataij, idData, nbCluster)
    {
      removeMissing(); // remove missing from data only once at creation
      mixture_.setData(p_data_->dataij());
    }

References STK::IMixtureBridge< HDGaussianBridge< Id, Data > >::mixture_, and STK::IMixtureBridge< HDGaussianBridge< Id, Data > >::removeMissing().

◆ HDGaussianBridge() [2/3]

template<int Id, class Data >

STK::HDGaussianBridge< Id, Data >::HDGaussianBridge ( HDGaussianBridge< Id, Data > const & bridge )

inline

copy constructor

Definition at line 129 of file STK_HDGaussianBridge.h.

129: Base(bridge) {}

◆ ~HDGaussianBridge()

template<int Id, class Data >

virtual STK::HDGaussianBridge< Id, Data >::~HDGaussianBridge ( )

inlinevirtual

destructor

Definition at line 131 of file STK_HDGaussianBridge.h.

131{}

◆ HDGaussianBridge() [3/3]

template<int Id, class Data >

STK::HDGaussianBridge< Id, Data >::HDGaussianBridge	(	Mixture const &	mixture,
		String const &	idData,
		int	nbCluster
	)

inlineprivate

protected constructor to use in order to create a bridge.

Parameters

mixture	the mixture to copy
idData	id name of the mixture
nbCluster	number of cluster

Definition at line 164 of file STK_HDGaussianBridge.h.

165 : Base(mixture, idData, nbCluster)

166 {}

STK::IMixtureBridge< HDGaussianBridge< Id, Data > >::mixture

Mixture const & mixture() const

Definition STK_IMixtureBridge.h:113

Member Function Documentation

◆ clone()

template<int Id, class Data >

virtual HDGaussianBridge * STK::HDGaussianBridge< Id, Data >::clone ( ) const

inlinevirtual

This is a standard clone function in usual sense.

It must be defined to provide new object of your class with values of various parameters equal to the values of calling object. In other words, this is equivalent to polymorphic copy constructor.

Returns: New instance of class as that of calling object.

Implements STK::IMixture.

Definition at line 138 of file STK_HDGaussianBridge.h.

138{ return new HDGaussianBridge(*this);}

STK::HDGaussianBridge::HDGaussianBridge

HDGaussianBridge(Data *p_dataij, String const &idData, int nbCluster)

default constructor.

Definition STK_HDGaussianBridge.h:122

◆ create()

template<int Id, class Data >

virtual HDGaussianBridge * STK::HDGaussianBridge< Id, Data >::create ( ) const

inlinevirtual

This is a standard create function in usual sense.

It must be defined to provide new object of your class with correct dimensions and state. In other words, this is equivalent to virtual constructor.

Returns: New instance of class as that of calling object.

Implements STK::IMixture.

Definition at line 144 of file STK_HDGaussianBridge.h.

    {
      HDGaussianBridge* p_bridge = new HDGaussianBridge( mixture_, this->idData(), this->nbCluster());
      p_bridge->p_data_ = p_data_;
      p_bridge->p_dataij_ = p_dataij_;
      p_bridge->mixture_.setData(*p_dataij_);
      p_bridge->v_missing_ = v_missing_;
      return p_bridge;
    }

References STK::IMixture::idData(), STK::IMixtureBridge< HDGaussianBridge< Id, Data > >::mixture_, STK::IMixture::nbCluster(), STK::IMixtureBridge< HDGaussianBridge< Id, Data > >::p_dataij_, STK::IRunnerSupervised< YArray_, XArray_, Weights_ >::setData(), and STK::IMixtureBridge< HDGaussianBridge< Id, Data > >::v_missing_.

◆ safeValue()

template<int Id, class Data >

Type STK::HDGaussianBridge< Id, Data >::safeValue ( int j ) const

inline

Returns: a safe value for the jth variable

Parameters

j	index of the column with the safe value needed

Definition at line 155 of file STK_HDGaussianBridge.h.

156 { return p_data_->dataij().col(j).meanSafe();}

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

STK_HDGaussianBridge.h

Public Types

Public Member Functions

Private Member Functions

Additional Inherited Members

Detailed Description

Member Typedef Documentation

◆ Base

◆ ConstIterator

◆ Mixture

◆ Parameters

◆ Type

Member Enumeration Documentation

◆ anonymous enum

Constructor & Destructor Documentation

◆ HDGaussianBridge() [1/3]

◆ HDGaussianBridge() [2/3]

◆ ~HDGaussianBridge()

◆ HDGaussianBridge() [3/3]

Member Function Documentation

◆ clone()

◆ create()

◆ safeValue()