Learning Expressive Linkage Rules using Genetic Programming
Summary: GenLink uses genetic programming to learn expressive linkage rules from seed links. It selects discriminative properties, applies transformation chains, uses distance measures and thresholds, and combines comparisons with linear and non-linear aggregations to handle heterogeneous data—outperforming prior GP methods and approaching human-crafted rules. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Robert Isele
- 2. Christian Bizer
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,038 | The return of JedAI: End-to-End Entity Resolution for Structured and Semi-Structured Data | 2018 | VLDB | 9.7098952e-05 |
| 3,915 | A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs | 2020 | VLDB | 6.6332294e-05 |
| 3,992 | Discovering Linkage Points over Web Data | 2013 | VLDB | 6.5544834e-05 |
| 5,852 | Repairing Vertex Labels under Neighborhood Constraints | 2014 | VLDB | 5.3007132e-05 |
| 9,460 | The Battleship Approach to the Low Resource Entity Matching Problem | 2023 | SIGMOD | 4.3366491e-05 |
| 11,183 | Matching Roles from Temporal Data | 2023 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 509 | On Active Learning of Record Matching Packages | 2010 | SIGMOD | 0.00021409518 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,153 | Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation | 2022 | VLDB | 4.574554e-05 |
| 322 | Record Linkage: Similarity Measures and Algorithms | 2006 | SIGMOD | 0.00027518768 |
| 1,345 | Entity Matching: How Similar Is Similar | 2011 | VLDB | 0.00012468408 |
| 3,631 | On-the-Fly Entity-Aware Query Processing in the Presence of Linkage | 2010 | VLDB | 6.9014378e-05 |
| 6,810 | Record Linkage with Uniqueness Constraints and Erroneous Values | 2010 | VLDB | 4.9203397e-05 |
| 4,342 | LinkClus: Efficient Clustering via Heterogeneous Semantic Links | 2006 | VLDB | 6.2758722e-05 |
| 3,992 | Discovering Linkage Points over Web Data | 2013 | VLDB | 6.5544834e-05 |
| 1,831 | Synthesizing Entity Matching Rules by Examples | 2018 | VLDB | 0.00010384082 |
| 8,549 | LinkDB: A Probabilistic Linkage Database System | 2011 | SIGMOD | 4.4937074e-05 |
| 4,383 | Incremental Record Linkage | 2014 | VLDB | 6.2383094e-05 |