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On Multi-Column Foreign Key Discovery

Summary: Proposes a robust method for discovering single- and multi-column foreign keys in relational data. Introduces a general Randomness rule unifying prior heuristics and two-pass approximate algorithms to evaluate it, validated on real and synthetic data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h6671f4304af77c2c
Venue
VLDB
Year
2010
Pagerank
0.00010332696
Overall Rank
1,532 | 89.71%
DOI
10.14778/1920841.1920942

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{zhang_vldb10,
        title = {{On Multi-Column Foreign Key Discovery}},
        author = {Zhang, Meihui and Hadjieleftheriou, Marios and Ooi, Beng Chin and Procopiuc, Cecilia M. and Srivastava, Divesh},
        journal = {PVLDB},
        series = {{VLDB} '10},
        volume = {3},
        number = {1},
        pages = {805--816},
        doi = {10.14778/1920841.1920942},
        url = {https://doi.org/10.14778/1920841.1920942},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

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2,055 Combining Quantitative and Logical Data Cleaning 2016 VLDB 9.1128336e-05
2,641 Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks 2020 SIGMOD 8.1787073e-05
2,679 FastQRE: Fast Query Reverse Engineering 2018 SIGMOD 8.1453935e-05
3,470 Automatic Discovery of Attributes in Relational Databases 2011 SIGMOD 7.2765721e-05
3,625 Summary Graphs for Relational Database Schemas 2011 VLDB 7.1526073e-05
3,748 Discovering Linkage Points over Web Data 2013 VLDB 7.0530039e-05
4,226 Scalable Discovery of Unique Column Combinations 2014 VLDB 6.7183259e-05
4,246 Divide & Conquer-based Inclusion Dependency Discovery 2015 VLDB 6.7061689e-05
5,108 Efficient Estimation of Inclusion Coefficient using HyperLogLog Sketches 2018 VLDB 6.2696201e-05
5,135 Fast Foreign-Key Detection in Microsoft SQL Server PowerPivot for Excel 2014 VLDB 6.2587553e-05
5,332 Observatory: Characterizing Embeddings of Relational Tables 2024 VLDB 6.1766186e-05
7,526 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 5.5020723e-05
8,493 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 5.3310013e-05
8,574 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 5.312217e-05
8,979 Auto-BI: Automatically Build BI-Models Leveraging Local Join Prediction and Global Schema Graph 2023 VLDB 5.2443558e-05
9,518 RDFind: Scalable Conditional Inclusion Dependency Discovery in RDF Datasets 2016 SIGMOD 5.1682969e-05
9,738 Retrofitting GDPR Compliance onto Legacy Databases 2022 VLDB 5.1349531e-05
9,777 Understanding Robustness Issues of Updatable Learned Indexes: [Experiments & Analysis] 2026 SIGMOD 5.1314952e-05
10,337 QueryArtisan: Generating Data Manipulation Codes for Ad-hoc Analysis in Data Lakes 2025 VLDB 5.0200193e-05
11,390 A Demonstration of QueryArtisan: Real-Time Data Lake Analysis via Dynamically Generated Data Manipulation Code 2025 VLDB 4.9793485e-05
11,824 Kyrix-J: Visual Discovery of Connected Datasets in a Data Lake 2022 CIDR 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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