14 #ifndef MLPACK_METHODS_KMEANS_NAIVE_KMEANS_HPP
15 #define MLPACK_METHODS_KMEANS_NAIVE_KMEANS_HPP
29 template<
typename MetricType,
typename MatType>
39 NaiveKMeans(
const MatType& dataset, MetricType& metric);
51 double Iterate(
const arma::mat& centroids,
52 arma::mat& newCentroids,
53 arma::Col<size_t>& counts);
59 const MatType& dataset;
64 size_t distanceCalculations;
71 #include "naive_kmeans_impl.hpp"
NaiveKMeans(const MatType &dataset, MetricType &metric)
Construct the NaiveKMeans object with the given dataset and metric.
double Iterate(const arma::mat ¢roids, arma::mat &newCentroids, arma::Col< size_t > &counts)
Run a single iteration of the Lloyd algorithm, updating the given centroids into the newCentroids mat...
This is an implementation of a single iteration of Lloyd's algorithm for k-means. ...
size_t DistanceCalculations() const