Approximate nearest-neighbour search with inverted signature slice lists


Autoria(s): Chappell, Timothy; Geva, Shlomo; Zuccon, Guido
Data(s)

2015

Resumo

In this paper we present an original approach for finding approximate nearest neighbours in collections of locality-sensitive hashes. The paper demonstrates that this approach makes high-performance nearest-neighbour searching feasible on Web-scale collections and commodity hardware with minimal degradation in search quality.

Formato

application/pdf

Identificador

http://eprints.qut.edu.au/84126/

Publicador

Springer International Publishing

Relação

http://eprints.qut.edu.au/84126/7/84126.pdf

DOI:10.1007/978-3-319-16354-3_16

Chappell, Timothy, Geva, Shlomo, & Zuccon, Guido (2015) Approximate nearest-neighbour search with inverted signature slice lists. Lecture Notes in Computer Science : Advances in Information Retrieval, 9022, pp. 147-158.

Direitos

Copyright 2015 by Springer International Publishing Switzerland

The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-319-16354-3_16

Fonte

School of Electrical Engineering & Computer Science; School of Information Systems; Science & Engineering Faculty

Palavras-Chave #Locality-sensitive hashing #Hamming distance #Clustering
Tipo

Journal Article