The NearestNeighbors class. More...

#include <NearestNeighbors.hpp>

Public Types
typedef std::pair< size_t, size_t >	point_t

Public Member Functions
std::vector< std::vector< size_t > >	getAllInteractions (size_t level, double threshold) const
	calculates all interaction terms with l2Distance(center, other) \(\leq\) threshold More...

	NearestNeighbors (size_t rows, size_t cols)
	NearestNeighbors. More...

Detailed Description

The NearestNeighbors class.

Generates interactions for images, that only consider interactions between pixels that are close to each other, measured by an \( l_2 \)-distance. The pixel-neighborhood for a threshold of \( \sqrt{2} \) is

Member Typedef Documentation

◆ point_t

typedef std::pair<size_t, size_t> sgpp::datadriven::NearestNeighbors::point_t

Constructor & Destructor Documentation

◆ NearestNeighbors()

sgpp::datadriven::NearestNeighbors::NearestNeighbors	(	size_t	rows,
		size_t	cols
	)

NearestNeighbors.

Parameters

rows	is the number of rows of each image
cols	is the number of columns of each image

References chess::b, python.statsfileInfo::f, friedman::p, and create_scripts::s.

Member Function Documentation

◆ getAllInteractions()

std::vector< std::vector< size_t > > sgpp::datadriven::NearestNeighbors::getAllInteractions	(	size_t	level,
		double	threshold
	)		const

calculates all interaction terms with l2Distance(center, other) \(\leq\) threshold

Parameters

level	is the maximum level of interactions to include
threshold	is the maximum distance

Returns: all interactions

References python.statsfileInfo::i, level, and create_scripts::s.

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

datadriven/src/sgpp/datadriven/tools/NearestNeighbors.hpp
datadriven/src/sgpp/datadriven/tools/NearestNeighbors.cpp

Public Types