Automatic Discovery of Attributes in Relational Databases
Summary: Data-driven clustering of relational columns to discover attributes, without external knowledge. Treats the database as a column-relationship graph and partitions it into connected components to form attribute clusters; experiments on real and synthetic data validate schema matching. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
Incoming Citations (Sorted by Pagerank)
Showing 11 of 11 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,513 | Annotating Columns with Pre-trained Language Models | 2022 | SIGMOD | 8.6155767e-05 |
| 2,990 | FastQRE: Fast Query Reverse Engineering | 2018 | SIGMOD | 7.7727915e-05 |
| 4,860 | Integrating Data Lake Tables | 2023 | VLDB | 5.867964e-05 |
| 5,495 | Fast Foreign-Key Detection in Microsoft SQL Server PowerPivot for Excel | 2014 | VLDB | 5.4770205e-05 |
| 7,045 | Magneto: Combining Small and Large Language Models for Schema Matching | 2025 | VLDB | 4.8474104e-05 |
| 8,497 | Synthesizing Mapping Relationships Using Table Corpus | 2017 | SIGMOD | 4.49328e-05 |
| 10,653 | OpenForge: Probabilistic Metadata Integration | 2025 | VLDB | 4.1905499e-05 |
| 10,760 | OmniMatch: Joinability Discovery in Data Products | 2025 | VLDB | 4.1905499e-05 |
| 11,207 | Steered Training Data Generation for Learned Semantic Type Detection | 2023 | SIGMOD | 4.1905499e-05 |
| 11,232 | VersaMatch: Ontology Matching with Weak Supervision | 2023 | VLDB | 4.1905499e-05 |
| 11,783 | Building Structured Databases of Factual Knowledge from Massive Text Corpora | 2017 | SIGMOD | 4.1905499e-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.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 34 | Similarity Search in High Dimensions via Hashing | 1999 | VLDB | 0.00076824554 |
| 295 | Using Schema Matching to Simplify Heterogeneous Data Translation | 1998 | VLDB | 0.00028645757 |
| 304 | Generic Schema Matching with Cupid | 2001 | VLDB | 0.00028282278 |
| 383 | COMA - A system for flexible combination of schema matching approaches | 2002 | VLDB | 0.00024802484 |
| 915 | On Schema Matching with Opaque Column Names and Data Values | 2003 | SIGMOD | 0.00015362622 |
| 1,661 | On Multi-Column Foreign Key Discovery | 2010 | VLDB | 0.00010967185 |
| 2,115 | Rondo: A Programming Platform for Generic Model Management | 2003 | SIGMOD | 9.5183357e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,922 | On the Complexity of Deriving Schema Mappings from Database Instances | 2008 | PODS | 6.6238781e-05 |
| 1,836 | Improving Database Schemes by Adding Attributes | 1983 | PODS | 0.00010355915 |
| 10,928 | Improved Approximation Algorithms for Relational Clustering | 2024 | PODS | 4.1905499e-05 |
| 3,052 | Comprehensive Approach to the Design of Relational Database Schemes | 1984 | VLDB | 7.6485833e-05 |
| 1,661 | On Multi-Column Foreign Key Discovery | 2010 | VLDB | 0.00010967185 |
| 1,794 | Summary Graphs for Relational Database Schemas | 2011 | VLDB | 0.00010516799 |
| 915 | On Schema Matching with Opaque Column Names and Data Values | 2003 | SIGMOD | 0.00015362622 |
| 3,147 | Extracting and Analyzing Hidden Graphs from Relational Databases | 2017 | SIGMOD | 7.4825501e-05 |
| 1,506 | Summarizing Relational Databases | 2009 | VLDB | 0.0001159691 |
| 146 | Knowledge Discovery in Databases: An Attribute-Oriented Approach | 1992 | VLDB | 0.00041260875 |