Evaluation of entity resolution approaches on real-world match problems
Summary: Comparative evaluation of entity resolution approaches on real-world match problems, measuring ML-based and traditional parameterizations, plus a commercial system. Reveals substantial quality and efficiency gaps among methods, and shows product-entity matching for online shops often defeats conventional attribute-similarity approaches. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Hanna Köpcke (University of Leipzig)
- 2. Andreas Thor (University of Leipzig)
- 3. Erhard Rahm (University of Leipzig)
BibTeX Citation
@article{kopcke_vldb10,
title = {{Evaluation of entity resolution approaches on real-world match problems}},
author = {Köpcke, Hanna and Thor, Andreas and Rahm, Erhard},
journal = {PVLDB},
series = {{VLDB} '10},
volume = {3},
number = {1},
pages = {484--495},
doi = {10.14778/1920841.1920904},
url = {https://doi.org/10.14778/1920841.1920904},
year = {2010}
}Incoming Citations (Sorted by Pagerank)
Showing 48 of 48 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 58 | The Merge/Purge Problem for Large Databases | 1995 | SIGMOD | 0.00040116748 |
| 228 | Reference Reconciliation in Complex Information Spaces | 2005 | SIGMOD | 0.00023941271 |
| 254 | Record Linkage: Similarity Measures and Algorithms | 2006 | SIGMOD | 0.00023199211 |
| 306 | Eliminating Fuzzy Duplicates in Data Warehouses | 2002 | VLDB | 0.00021839661 |
| 871 | Framework for Evaluating Clustering Algorithms in Duplicate Detection | 2009 | VLDB | 0.00013496531 |
| 1,560 | Example-driven Design of Efficient Record Matching Queries | 2007 | VLDB | 0.00010361222 |
| 2,531 | DogmatiX Tracks down Duplicates in XML | 2005 | SIGMOD | 8.4574631e-05 |
| 3,568 | MOMA - A Mapping-based Object Matching System | 2007 | CIDR | 7.3021209e-05 |
| 9,088 | Comparative evaluation of entity resolution approaches with FEVER | 2009 | VLDB | 5.3251649e-05 |
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