Schema-agnostic vs schema-based configurations for blocking methods on homogeneous data

Proceedings of The Vldb Endowment, Volume 9, Issue 4, 2015, Pages 312-323.

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Abstract:

Entity Resolution constitutes a core task for data integration that, due to its quadratic complexity, typically scales to large datasets through blocking methods. These can be configured in two ways. The schema-based configuration relies on schema information in order to select signatures of high distinctiveness and low noise, while the s...More

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