sample_initialization.hpp

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#ifndef __MLPACK_METHODS_KMEANS_SAMPLE_INITIALIZATION_HPP
#define __MLPACK_METHODS_KMEANS_SAMPLE_INITIALIZATION_HPP
 
#include <mlpack/prereqs.hpp>
#include <mlpack/core/math/random.hpp>
 
namespace mlpack {
namespace kmeans {
 
class SampleInitialization
{
 public:
  SampleInitialization() { }
 
  template<typename MatType>
  inline static void Cluster(const MatType& data,
                             const size_t clusters,
                             arma::mat& centroids)
  {
    centroids.set_size(data.n_rows, clusters);
    for (size_t i = 0; i < clusters; ++i)
    {
      // Randomly sample a point.
      const size_t index = math::RandInt(0, data.n_cols);
      centroids.col(i) = data.col(index);
    }
  }
};
 
} // namespace kmeans
} // namespace mlpack
 
#endif