Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications
Summary: Fusion: an industrial entity-matching framework using ordinal-regression scoring to unify records at multiple confidence levels. A clustering approach tolerates missing data via transitive linking and a persistent-ID to sustain stable IDs for evolving data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yan Yan (Amperity, Inc.)
- 2. Stephen Meyles (Amperity, Inc.)
- 3. Aria Haghighi (Amperity, Inc.)
- 4. Dan Suciu (University of Washington)
BibTeX Citation
@inproceedings{yan_sigmod20,
title = {{Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications}},
author = {Yan, Yan and Meyles, Stephen and Haghighi, Aria and Suciu, Dan},
series = {{SIGMOD} '20},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3318464.3386143},
url = {https://dl.acm.org/doi/10.1145/3318464.3386143},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,304 | Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale | 2022 | SIGMOD | 7.5404346e-05 |
| 11,424 | Splitting Tuples of Mismatched Entities | 2023 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 427 | Big Data Integration | 2013 | VLDB | 0.00018661543 |
| 579 | Incremental Knowledge Base Construction Using DeepDive | 2015 | VLDB | 0.00016217563 |
| 3,184 | Evaluating Entity Resolution Results | 2010 | VLDB | 7.6575598e-05 |
| 3,916 | Incremental Record Linkage | 2014 | VLDB | 7.0185679e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 254 | Record Linkage: Similarity Measures and Algorithms | 2006 | SIGMOD |
| 2 | 7,696 | Tracking Entities in the Dynamic World: A Fast Algorithm for Matching Temporal Records | 2014 | VLDB |
| 3 | 2,120 | Comparative Analysis of Approximate Blocking Techniques for Entity Resolution | 2016 | VLDB |
| 4 | 6,723 | Record Linkage with Uniqueness Constraints and Erroneous Values | 2010 | VLDB |
| 5 | 11,424 | Splitting Tuples of Mismatched Entities | 2023 | SIGMOD |
| 6 | 3,732 | Entity Resolution with Evolving Rules | 2010 | VLDB |
| 7 | 10,318 | In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration | 2026 | SIGMOD |
| 8 | 9,992 | Progressive Entity Matching: A Design Space Exploration | 2025 | SIGMOD |
| 9 | 248 | Evaluation of entity resolution approaches on real-world match problems | 2010 | VLDB |
| 10 | 1,248 | Entity Matching: How Similar Is Similar | 2011 | VLDB |