Query-driven approach to entity resolution

Hotham Altwaijry · Dmitri V. Kalashnikov · Sharad Mehrotra

50 citations0/0 files storedProceedings of the VLDB Endowment

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Data Quality and Management Advanced Database Systems and Queries Data Management and Algorithms

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.

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References

1969A Theory for Record Linkage 2006Duplicate Record Detection: A Survey 1989Advances in Record-Linkage Methodology as Applied to Matching the 1985 Census of Tampa, Florida 2003A comparison of string distance metrics for name-matching tasks 1998Real-world Data is Dirty: Data Cleansing and The Merge/Purge Problem 1995The merge/purge problem for large databases 1959Automatic Linkage of Vital Records 2005Reference reconciliation in complex information spaces

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