Data-Driven Domain Discovery for Structured Datasets
Summary: Data-driven domain discovery across heterogeneous tables uses cross-column value co-occurrence to derive context signatures and infer attribute domains. Robust to incomplete or noisy data, scales to millions of terms, and outperforms state-of-the-art on real urban datasets, enabling richer queries and integration. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Masayo Ota
- 2. Heiko Müller
- 3. Juliana Freire
- 4. Divesh Srivastava
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,513 | Annotating Columns with Pre-trained Language Models | 2022 | SIGMOD | 8.6155767e-05 |
| 2,842 | Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning | 2023 | VLDB | 8.0366354e-05 |
| 3,001 | SANTOS: Relationship-based Semantic Table Union Search | 2023 | SIGMOD | 7.739698e-05 |
| 5,098 | ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models | 2024 | VLDB | 5.6943033e-05 |
| 6,897 | TableDC: Deep Clustering for Tabular Data | 2025 | SIGMOD | 4.8878659e-05 |
| 7,642 | Cross Modal Data Discovery over Structured and Unstructured Data Lakes | 2023 | VLDB | 4.6856127e-05 |
| 10,693 | LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes | 2025 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 420 | InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables | 2012 | SIGMOD | 0.00023700634 |
| 609 | Goods: Organizing Google's Datasets | 2016 | SIGMOD | 0.00019223217 |
| 936 | Data Lake Management: Challenges and Opportunities | 2019 | VLDB | 0.00015197838 |
| 1,179 | Table Union Search on Open Data | 2018 | VLDB | 0.00013458551 |
| 2,214 | Data Integration: After the Teenage Years | 2017 | PODS | 9.2796408e-05 |
| 3,283 | Constance: An Intelligent Data Lake System | 2016 | SIGMOD | 7.27606e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 899 | Statistical Schema Matching across Web Query Interfaces | 2003 | SIGMOD | 0.00015476061 |
| 6,780 | Domain-Aware Multi-Truth Discovery from Conflicting Sources | 2018 | VLDB | 4.9230376e-05 |
| 1,005 | Recovering Semantics of Tables on the Web | 2011 | VLDB | 0.00014694038 |
| 3,826 | Automatic Discovery of Attributes in Relational Databases | 2011 | SIGMOD | 6.7204879e-05 |
| 1,179 | Table Union Search on Open Data | 2018 | VLDB | 0.00013458551 |
| 3,429 | Discovering Topical Structures of Databases | 2008 | SIGMOD | 7.0996766e-05 |
| 7,642 | Cross Modal Data Discovery over Structured and Unstructured Data Lakes | 2023 | VLDB | 4.6856127e-05 |
| 11,783 | Building Structured Databases of Factual Knowledge from Massive Text Corpora | 2017 | SIGMOD | 4.1905499e-05 |
| 9,550 | Attribute Domain Discovery for Hidden Web Databases | 2011 | SIGMOD | 4.3216687e-05 |
| 12,231 | Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems | 2010 | SIGMOD | 4.1905499e-05 |