lsh_search.hpp File Reference

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Classes
class	mlpack::neighbor::LSHSearch< SortPolicy >
	The LSHSearch class; this class builds a hash on the reference set and uses this hash to compute the distance-approximate nearest-neighbors of the given queries. More...
struct	mlpack::neighbor::LSHSearch< SortPolicy >::CandidateCmp
	Compare two candidates based on the distance. More...

Namespaces
	mlpack
	Linear algebra utility functions, generally performed on matrices or vectors.
	mlpack::neighbor
	Neighbor-search routines.

Functions
	BOOST_TEMPLATE_CLASS_VERSION (template< typename SortPolicy >, mlpack::neighbor::LSHSearch< SortPolicy >, 1)
	Set the serialization version of the LSHSearch class. More...

Detailed Description

Author

Parikshit Ram

Defines the LSHSearch class, which performs an approximate nearest neighbor search for a queries in a query set over a given dataset using Locality-sensitive hashing with 2-stable distributions.

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

{datar2004locality, title={Locality-sensitive hashing scheme based on p-stable distributions}, author={Datar, M. and Immorlica, N. and Indyk, P. and Mirrokni, V.S.}, booktitle= {Proceedings of the 12th Annual Symposium on Computational Geometry}, pages={253–262}, year={2004}, organization={ACM} }

Additionally, the class implements Multiprobe LSH, which improves approximation results during the search for approximate nearest neighbors. The Multiprobe LSH algorithm was presented in the paper:

{Lv2007multiprobe, tile={Multi-probe LSH: efficient indexing for high-dimensional similarity search}, author={Lv, Qin and Josephson, William and Wang, Zhe and Charikar, Moses and Li, Kai}, booktitle={Proceedings of the 33rd international conference on Very large data bases}, year={2007}, pages={950–961} }

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.

Definition in file lsh_search.hpp.

Function Documentation

BOOST_TEMPLATE_CLASS_VERSION	(	template< typename SortPolicy >	,
		mlpack::neighbor::LSHSearch< SortPolicy >	,
		1
	)

Set the serialization version of the LSHSearch class.