Query-driven approach to entity resolution

Authors:
Hotham Altwaijry;Dmitri V. Kalashnikov;Sharad Mehrotra
Affiliations:
Department of Computer Science, University of California, Irvine;Department of Computer Science, University of California, Irvine;Department of Computer Science, University of California, Irvine
Venue:
Proceedings of the VLDB Endowment
Year:
2013

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Abstract

This paper explores "on-the-fly" data cleaning in the context of a user query. A novel Query-Driven Approach (QDA) is developed that performs a minimal number of cleaning steps that are only necessary to answer a given selection query correctly. The comprehensive empirical evaluation of the proposed approach demonstrates its significant advantage in terms of efficiency over traditional techniques for query-driven applications.