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Locality-sensitive hashing for massive string-based ontology matching

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Cochez, M. (2014). Locality-sensitive hashing for massive string-based ontology matching. In D. Ślęzak, B. Dunin-Kęplicz, M. Lewis, & T. Terano (Eds.), 2014 IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT) (pp. 134-140). IEEE. https://doi.org/10.1109/WI-IAT.2014.26
Authors
Cochez, Michael
Editors
Ślęzak, Dominik |
Dunin-Kęplicz, Barbara |
Lewis, Mike |
Terano, Takao
Date
2014
Discipline
TietotekniikkaMathematical Information Technology
Copyright
© 2014 IEEE. This is an author's post-print version of an article whose final and definitive form has been published in the conference proceeding by IEEE. Published in this repository with the kind permission of the publisher.

 
This paper reports initial research results related to the use of locality-sensitive hashing (LSH) for string-based matching of big ontologies. Two ways of transforming the matching problem into a LSH problem are proposed and experimental results are reported. The performed experiments show that using LSH for ontology matching could lead to a very fast matching process. The quality of the alignment achieved in these experiments is comparable to state-of-the-art matchers, but much faster. Further research is needed to find out whether the use of different metrics or specific hardware would improve the results.
Publisher
IEEE
ISBN
978-1-4799-4143-8
Parent publication ISBN
Conference
IEEE/wic/ACM international joint conference on web intelligence and intelligent agent technology
Is part of publication
2014 IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT)
Keywords
locality-sensitive hashing string-based ontology matching

Original source
http://ieeexplore.ieee.org/Xplore/home.jsp

DOI
https://doi.org/10.1109/WI-IAT.2014.26
URI

http://urn.fi/URN:NBN:fi:jyu-201411043162

Publication in research information system

https://converis.jyu.fi/converis/portal/detail/Publication/23938005

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