#include <AdaptiveHBE.h>

Inheritance diagram for AdaptiveHBE:

Public Member Functions
	AdaptiveHBE (shared_ptr< MatrixXd > data, shared_ptr< Kernel > k, double lb, double eps, bool sketch)

Public Member Functions inherited from AdaptiveEstimator
std::vector< double >	query (VectorXd q)

void	setMedians (int l)

Public Attributes
vector< UniformHBE >	u_levels

vector< SketchHBE >	s_levels

Public Attributes inherited from AdaptiveEstimator
double	totalTime = 0

Protected Member Functions
std::vector< double >	evaluateQuery (VectorXd q, int level)

Additional Inherited Members
Protected Attributes inherited from AdaptiveEstimator
int	numPoints

double	gamma = 0.5

int	I

int	L = 3

std::vector< double >	mui

std::vector< int >	Mi

std::vector< double >	ti

std::vector< int >	ki

std::vector< double >	wi

double	r

std::string	EXP_STR = "exp"

Detailed Description

Adaptive sampling via HBE.

Constructor & Destructor Documentation

◆ AdaptiveHBE()

AdaptiveHBE::AdaptiveHBE	(	shared_ptr< MatrixXd >	data,
		shared_ptr< Kernel >	k,
		double	lb,
		double	eps,
		bool	sketch
	)

Parameters

data	dataset
k	kernel
lb	tau (minimum density)
eps	relative error
sketch	if true, use HBS as a sketch; otherwise use uniform sampling as a sketch

Member Function Documentation

◆ evaluateQuery()

std::vector< double > AdaptiveHBE::evaluateQuery	(	VectorXd	q,
		int	level
	)

protectedvirtual

For subclasses to implement: evaluate density of query q at the given level.

Implements AdaptiveEstimator.

Member Data Documentation

◆ s_levels

vector<SketchHBE> AdaptiveHBE::s_levels

Collection of estimators at all levels. At each level, we have a collection of hashing tables created by evaluating i.i.d hash function with a partiuclar hashing schemes on samples drawn from HBS.

◆ u_levels

vector<UniformHBE> AdaptiveHBE::u_levels

Collection of estimators at all levels. At each level, we have a collection of hashing tables created by evaluating i.i.d hash function with a partiuclar hashing schemes on random samples from the dataset.

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

AdaptiveHBE.h
AdaptiveHBE.cpp

Public Member Functions

Public Attributes

Protected Member Functions

Additional Inherited Members