AdaptiveRS Class Reference

#include <AdaptiveRS.h>

Inheritance diagram for AdaptiveRS:

Public Member Functions
	AdaptiveRS (shared_ptr< MatrixXd > data, shared_ptr< Kernel > k, double lb, double eps)
	AdaptiveRS (shared_ptr< MatrixXd > data, shared_ptr< Kernel > k, int samples, double lb, double eps)
Public Member Functions inherited from AdaptiveEstimator
std::vector< double >	query (VectorXd q)
void	setMedians (int l)

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

Protected Attributes
double	lb
std::mt19937_64	rng
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"

Additional Inherited Members
Public Attributes inherited from AdaptiveEstimator
double	totalTime = 0

Detailed Description

Adaptive sampling via random sampling.

Constructor & Destructor Documentation

AdaptiveRS() [1/2]

AdaptiveRS::AdaptiveRS	(	shared_ptr< MatrixXd >	data,
		shared_ptr< Kernel >	k,
		double	lb,
		double	eps
	)

Parameters

data
k
lb	minimum density
eps	relative error

AdaptiveRS() [2/2]

AdaptiveRS::AdaptiveRS	(	shared_ptr< MatrixXd >	data,
		shared_ptr< Kernel >	k,
		int	samples,
		double	lb,
		double	eps
	)

Parameters

data	dataset
k	kernel
samples	size of random sample reservoir
lb	minimum density
eps	relative error

Member Function Documentation

evaluateQuery()

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

protectedvirtual

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

Implements AdaptiveEstimator.

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

• AdaptiveRS.h
• AdaptiveRS.cpp