Grid Point based refinement for classification problems solved by a SG density estimation approach. More...

#include <GridPointBasedRefinementFunctor.hpp>

Inheritance diagram for sgpp::datadriven::GridPointBasedRefinementFunctor:

Public Member Functions
size_t	getNumGrids () override
	Returns the number of grids the functor can / does refine. More...

size_t	getRefinementsNum () const override
	Returns the maximal number of points that should be refined. More...

double	getRefinementThreshold () const override
	Returns the threshold for refinement. More...

	GridPointBasedRefinementFunctor (std::vector< base::Grid > grids, std::vector< base::DataVector > alphas, size_t refinements_num=1, bool level_penalize=false, bool pre_compute=false, double threshold=0.0)
	Constructor. More...

double	operator() (base::GridStorage &storage, size_t seq) const override
	This should be returning a refinement value for every grid point. More...

void	preComputeEvaluations () override
	Precomputes grid evaluations for all grids. More...

void	setGridIndex (size_t grid_index) override
	Sets the index (into the vector of grids) of the grid to be refined. More...

double	start () const override
	Returns the lower bound of refinement criterion (e.g., alpha or error) (lower bound). More...

virtual	~GridPointBasedRefinementFunctor ()

Public Member Functions inherited from sgpp::datadriven::MultiGridRefinementFunctor
virtual	~MultiGridRefinementFunctor ()

Public Member Functions inherited from sgpp::base::RefinementFunctor
virtual double	getTotalRefinementValue (GridStorage &storage) const
	Returns the total sum of local (error) indicators used for refinement. More...

	RefinementFunctor ()
	Constructor. More...

virtual	~RefinementFunctor ()
	Destructor. More...

Protected Attributes
std::vector< base::DataVector * >	alphas

size_t	current_grid_index

std::vector< base::Grid * >	grids

bool	level_penalize

std::vector< std::map< std::string, double > >	pre_comp_evals
	Stores grid evaluations at all grids (vector) at the union of grid point coordinates over all grids (hashed by string representation in the map) More...

bool	pre_compute

size_t	refinements_num

double	threshold

Additional Inherited Members
Public Types inherited from sgpp::base::RefinementFunctor
typedef double	value_type

Detailed Description

Grid Point based refinement for classification problems solved by a SG density estimation approach.

The scoring is only based on function values of the respective PDF at grid points.

Constructor & Destructor Documentation

◆ GridPointBasedRefinementFunctor()

sgpp::datadriven::GridPointBasedRefinementFunctor::GridPointBasedRefinementFunctor	(	std::vector< base::Grid *>	grids,
		std::vector< base::DataVector *>	alphas,
		size_t	refinements_num = `1`,
		bool	level_penalize = `false`,
		bool	pre_compute = `false`,
		double	threshold = `0.0`
	)

Constructor.

Parameters

grids	Vector of grids. current_grid_index specifies the grid to be refined
alphas	Vector of surpluses related to the grids
refinements_num	Maximum number of refinements done
level_penalize	If a level penalizing is multiplied to the score (2^{\|l\|_1})
pre_compute	Flag for precomputation of necessary grid evals. If true preComputeEvaluations needs to be called before each refinement step
threshold	Threshold for refinement scores

References python.statsfileInfo::i, and pre_comp_evals.

◆ ~GridPointBasedRefinementFunctor()

virtual sgpp::datadriven::GridPointBasedRefinementFunctor::~GridPointBasedRefinementFunctor ( )

inlinevirtual

References getNumGrids(), preComputeEvaluations(), and setGridIndex().

Member Function Documentation

◆ getNumGrids()

size_t sgpp::datadriven::GridPointBasedRefinementFunctor::getNumGrids ( )

overridevirtual

Returns the number of grids the functor can / does refine.

Implements sgpp::datadriven::MultiGridRefinementFunctor.

References grids.

Referenced by ~GridPointBasedRefinementFunctor().

◆ getRefinementsNum()

size_t sgpp::datadriven::GridPointBasedRefinementFunctor::getRefinementsNum ( ) const

overridevirtual

Returns the maximal number of points that should be refined.

The maximal number of points to refine is set in the constructor of the implementing class.

Returns: number of points that should refined. Default value: 1.

Reimplemented from sgpp::base::RefinementFunctor.

References refinements_num.

◆ getRefinementThreshold()

double sgpp::datadriven::GridPointBasedRefinementFunctor::getRefinementThreshold ( ) const

overridevirtual

Returns the threshold for refinement.

Only the grid points with absolute value of refinement criterion (e.g., alpha or error) greater or equal to this threshold will be refined.

Returns: threshold value for refinement. Default value: 0.

Implements sgpp::base::RefinementFunctor.

References threshold.

◆ operator()()

double sgpp::datadriven::GridPointBasedRefinementFunctor::operator()	(	base::GridStorage &	storage,
		size_t	seq
	)		const

overridevirtual

This should be returning a refinement value for every grid point.

The point with the highest value will be refined first.

Parameters

storage	reference to the grids storage object
seq	sequence number in the coefficients array

Returns: refinement value

Implements sgpp::base::RefinementFunctor.

References alphas, sgpp::op_factory::createOperationEval(), current_grid_index, sgpp::base::HashGridStorage::getDimension(), sgpp::base::HashGridPoint::getLevelSum(), sgpp::base::HashGridStorage::getPoint(), sgpp::base::HashGridPoint::getStandardCoordinates(), grids, python.statsfileInfo::i, level_penalize, friedman::p, sgpp::combigrid::pow(), pre_comp_evals, and pre_compute.

◆ preComputeEvaluations()

void sgpp::datadriven::GridPointBasedRefinementFunctor::preComputeEvaluations ( )

overridevirtual

Precomputes grid evaluations for all grids.

Used in combination with pre_compute flag = true. Should be called before refinement is done and needs to be re-called after a refinement step is over ie. the surplus vectors got recomputed

Reimplemented from sgpp::datadriven::MultiGridRefinementFunctor.

References alphas, sgpp::op_factory::createOperationEval(), grids, python.statsfileInfo::i, python.utils.statsfile2gnuplot::j, friedman::p, and pre_comp_evals.

Referenced by ~GridPointBasedRefinementFunctor().

◆ setGridIndex()

void sgpp::datadriven::GridPointBasedRefinementFunctor::setGridIndex ( size_t grid_index )

overridevirtual

Sets the index (into the vector of grids) of the grid to be refined.

Parameters

grid_index The index of the grid to be refined

Implements sgpp::datadriven::MultiGridRefinementFunctor.

References current_grid_index.

Referenced by ~GridPointBasedRefinementFunctor().

◆ start()

double sgpp::datadriven::GridPointBasedRefinementFunctor::start ( ) const

overridevirtual

Returns the lower bound of refinement criterion (e.g., alpha or error) (lower bound).

The refinement value of grid points to be refined have to be larger than this value

Returns: lower bound

Implements sgpp::base::RefinementFunctor.

Member Data Documentation

◆ alphas

std::vector<base::DataVector*> sgpp::datadriven::GridPointBasedRefinementFunctor::alphas

protected

Referenced by operator()(), and preComputeEvaluations().

◆ current_grid_index

size_t sgpp::datadriven::GridPointBasedRefinementFunctor::current_grid_index

protected

Referenced by operator()(), and setGridIndex().

◆ grids

std::vector<base::Grid*> sgpp::datadriven::GridPointBasedRefinementFunctor::grids

protected

Referenced by getNumGrids(), operator()(), and preComputeEvaluations().

◆ level_penalize

bool sgpp::datadriven::GridPointBasedRefinementFunctor::level_penalize

protected

Referenced by operator()().

◆ pre_comp_evals

std::vector<std::map<std::string, double> > sgpp::datadriven::GridPointBasedRefinementFunctor::pre_comp_evals

protected

Stores grid evaluations at all grids (vector) at the union of grid point coordinates over all grids (hashed by string representation in the map)

Referenced by GridPointBasedRefinementFunctor(), operator()(), and preComputeEvaluations().

◆ pre_compute

bool sgpp::datadriven::GridPointBasedRefinementFunctor::pre_compute

protected

Referenced by operator()().

◆ refinements_num

size_t sgpp::datadriven::GridPointBasedRefinementFunctor::refinements_num

protected

Referenced by getRefinementsNum().

◆ threshold

double sgpp::datadriven::GridPointBasedRefinementFunctor::threshold

protected

Referenced by getRefinementThreshold().

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

datadriven/src/sgpp/datadriven/functors/classification/GridPointBasedRefinementFunctor.hpp
datadriven/src/sgpp/datadriven/functors/classification/GridPointBasedRefinementFunctor.cpp

Public Member Functions

Protected Attributes

Additional Inherited Members

Detailed Description

Constructor & Destructor Documentation

◆ GridPointBasedRefinementFunctor()

◆ ~GridPointBasedRefinementFunctor()

Member Function Documentation

◆ getNumGrids()

◆ getRefinementsNum()

◆ getRefinementThreshold()

◆ operator()()

◆ preComputeEvaluations()

◆ setGridIndex()

◆ start()

Member Data Documentation

◆ alphas

◆ current_grid_index

◆ grids

◆ level_penalize

◆ pre_comp_evals

◆ pre_compute

◆ refinements_num

◆ threshold