dkm.hpp File Reference

#include <algorithm>
#include <array>
#include <cassert>
#include <cstddef>
#include <cstdint>
#include <random>
#include <tuple>
#include <type_traits>
#include <vector>

Include dependency graph for dkm.hpp:

This graph shows which files directly or indirectly include this file:

Go to the source code of this file.

Classes
class	dkm::clustering_parameters< T >

Namespaces
namespace	dkm
namespace	dkm::details

Macros
#define	DKM_KMEANS_H

Functions
template<typename T , size_t N>
T	dkm::details::distance_squared (const std::array< T, N > &point_a, const std::array< T, N > &point_b)
template<typename T , size_t N>
T	dkm::details::distance (const std::array< T, N > &point_a, const std::array< T, N > &point_b)
template<typename T , size_t N>
std::vector< T >	dkm::details::closest_distance (const std::vector< std::array< T, N > > &means, const std::vector< std::array< T, N > > &data)
template<typename T , size_t N>
std::vector< std::array< T, N > >	dkm::details::random_plusplus (const std::vector< std::array< T, N > > &data, uint32_t k, uint64_t seed)
template<typename T , size_t N>
uint32_t	dkm::details::closest_mean (const std::array< T, N > &point, const std::vector< std::array< T, N > > &means)
template<typename T , size_t N>
std::vector< uint32_t >	dkm::details::calculate_clusters (const std::vector< std::array< T, N > > &data, const std::vector< std::array< T, N > > &means)
template<typename T , size_t N>
std::vector< std::array< T, N > >	dkm::details::calculate_means (const std::vector< std::array< T, N > > &data, const std::vector< uint32_t > &clusters, const std::vector< std::array< T, N > > &old_means, uint32_t k)
template<typename T , size_t N>
std::vector< T >	dkm::details::deltas (const std::vector< std::array< T, N > > &old_means, const std::vector< std::array< T, N > > &means)
template<typename T >
bool	dkm::details::deltas_below_limit (const std::vector< T > &deltas, T min_delta)
template<typename T , size_t N>
std::tuple< std::vector< std::array< T, N > >, std::vector< uint32_t > >	dkm::kmeans_lloyd (const std::vector< std::array< T, N > > &data, const clustering_parameters< T > &parameters)
template<typename T , size_t N>
std::tuple< std::vector< std::array< T, N > >, std::vector< uint32_t > >	dkm::kmeans_lloyd (const std::vector< std::array< T, N > > &data, uint32_t k, uint64_t max_iter=0, T min_delta=-1.0)

Macro Definition Documentation

DKM_KMEANS_H

#define DKM_KMEANS_H

Definition at line 5 of file dkm.hpp.