Proactive Annotation Management in Relational Databases
Summary: Proactive annotation management in relational databases: Nebula learns from existing annotations, analyzes content and semantics, and suggests missing annotation-to-data attachments. It uses context-aware ranking, data-tuple relations, approximation techniques, and expert verification to maximize accuracy while minimizing expert effort, implemented atop an existing engine and empirically evaluated. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Karim Ibrahim (Worcester Polytechnic Institute)
- 2. Xiao Du (Worcester Polytechnic Institute)
- 3. Mohamed Y. Eltabakh (Worcester Polytechnic Institute)
BibTeX Citation
@inproceedings{ibrahim_sigmod15,
title = {{Proactive Annotation Management in Relational Databases}},
author = {Ibrahim, Karim and Du, Xiao and Eltabakh, Mohamed Y.},
series = {{SIGMOD} '15},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2723372.2749435},
url = {https://dl.acm.org/doi/10.1145/2723372.2749435},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 531 | An Annotation Management System for Relational Databases | 2004 | VLDB | 0.00017083233 |
| 620 | On Propagation of Deletions and Annotations Through Views | 2002 | PODS | 0.00015703409 |
| 930 | SPARK: Top-k Keyword Query in Relational Databases | 2007 | SIGMOD | 0.0001312728 |
| 1,060 | Curated Databases | 2008 | PODS | 0.00012371807 |
| 1,182 | SQAK: Doing More with Keywords | 2008 | SIGMOD | 0.00011778765 |
| 1,571 | DBNotes: A Post-It System for Relational Databases based on Provenance | 2005 | SIGMOD | 0.00010330864 |
| 3,651 | Keyword Search over Relational Databases: A Metadata Approach | 2011 | SIGMOD | 7.2249652e-05 |
| 5,586 | Believe It or Not: Adding Belief Annotations to Databases | 2009 | VLDB | 6.1598576e-05 |
| 9,296 | InsightNotes: Summary-Based Annotation Management in Relational Databases | 2014 | SIGMOD | 5.2903329e-05 |
| 12,107 | Even Metadata is Getting Big: Annotation Summarization using InsightNotes | 2015 | SIGMOD | 5.093636e-05 |
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