mlpack
Classes | Namespaces
ra_search.hpp File Reference
#include <mlpack/prereqs.hpp>
#include <mlpack/core/tree/binary_space_tree.hpp>
#include <mlpack/core/metrics/lmetric.hpp>
#include <mlpack/methods/neighbor_search/sort_policies/nearest_neighbor_sort.hpp>
#include "ra_query_stat.hpp"
#include "ra_util.hpp"
#include "ra_search_impl.hpp"
#include "ra_typedef.hpp"
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Classes

class  mlpack::neighbor::LeafSizeRAWrapper< TreeType >
 LeafSizeRAWrapper wraps any RASearch type that needs to be able to take the leaf size into account when building trees. More...
 
class  mlpack::neighbor::RASearch< SortPolicy, MetricType, MatType, TreeType >
 The RASearch class: This class provides a generic manner to perform rank-approximate search via random-sampling. More...
 

Namespaces

 mlpack
 Linear algebra utility functions, generally performed on matrices or vectors.
 

Detailed Description

Author
Parikshit Ram

Defines the RASearch class, which performs an abstract rank-approximate nearest/farthest neighbor query on two datasets.

The details of this method can be found in the following paper:

@inproceedings{ram2009rank,
title={{Rank-Approximate Nearest Neighbor Search: Retaining Meaning and
Speed in High Dimensions}},
author={{Ram, P. and Lee, D. and Ouyang, H. and Gray, A. G.}},
booktitle={{Advances of Neural Information Processing Systems}},
year={2009}
}

mlpack is free software; you may redistribute it and/or modify it under the terms of the 3-clause BSD license. You should have received a copy of the 3-clause BSD license along with mlpack. If not, see http://www.opensource.org/licenses/BSD-3-Clause for more information.