Approximate nearest-neighbour search with inverted signature slice lists
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.
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.
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|Item Type:||Journal Article|
|Additional Information:||Special issue: Proceedings of the 37th European Conference on IR Research|
|Keywords:||Locality-sensitive hashing, Hamming distance, Clustering|
|Divisions:||Current > Schools > School of Electrical Engineering & Computer Science
Current > Schools > School of Information Systems
Current > QUT Faculties and Divisions > Science & Engineering Faculty
|Copyright Owner:||Copyright 2015 by Springer International Publishing Switzerland|
|Copyright Statement:||The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-319-16354-3_16|
|Deposited On:||14 May 2015 03:42|
|Last Modified:||07 Jun 2016 22:49|
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