Comparative evaluation of entity resolution approaches with FEVER

  • Authors:
  • Hanna Köpcke;Andreas Thor;Erhard Rahm

  • Affiliations:
  • University of Leipzig, Leipzig, Germany;University of Leipzig, Leipzig, Germany;University of Leipzig, Leipzig, Germany

  • Venue:
  • Proceedings of the VLDB Endowment
  • Year:
  • 2009

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Abstract

We present FEVER, a new evaluation platform for entity resolution approaches. The modular structure of the FEVER framework supports the incorporation or reconstruction of many previously proposed approaches for entity resolution. A distinctive feature of FEVER is that it not only evaluates traditional measures such as precision and recall but also the effort for configuring (e.g., parameter tuning, training) a good entity resolution approach. FEVER thus strives for a fair comparative evaluation of different approaches by considering both the effectiveness and configuration effort.